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The Empirical Process
           - at the very core of agile everything



Daniel Brolund
@danielbrolund
daniel.brolund@agical.com
Lets start with an exercise!




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Lets start with an exercise!




                         Drop-
                         zone




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Lets start with an exercise!




                         Drop-
                         zone




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Lets start with an exercise!



                                     Robot




                         Drop-
                         zone




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Lets start with an exercise!



                                                        Controller
                                     Robot




                         Drop-
                         zone




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Lets start with an exercise!


                                                                     ↑
                                                        Controller
                                     Robot

                                                                     ↑

                         Drop-
                                                                     P
                         zone


                                                                     ↑
                                                                     D



Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Lets start with an exercise!

           Goal: Max nr of paper
           balls in dropzone!
                                                                     ↑
                                                        Controller
                                     Robot

                                                                     ↑

                         Drop-
                                                                     P
                         zone


                                                                     ↑
                                                                     D



Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Discussion - groups of 4-6




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Discussion - groups of 4-6



       What happened?




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                 Do I jump in...?




                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                              Do I jump in...?




Schematic:                          Me




             Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                              Do I jump in...?
                 Desired




Schematic:                          Me




             Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                              Do I jump in...?
                 Desired




Schematic:                          Me
Desired




             Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                              Do I jump in...?
                 Desired




                            Controller



Schematic:                          Me
Desired




             Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                        Do I jump in...?
                           Desired




                                      Controller



Schematic:                                    Me
Desired
          Controller




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                        Do I jump in...?
                           Desired




                                      Controller
                                                      System
                                                       input
Schematic:                                    Me
Desired
          Controller




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                        Do I jump in...?
                           Desired




                                      Controller
                                                      System
                                                       input
Schematic:                                    Me
                       System
Desired                 input
          Controller




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                        Do I jump in...?
                           Desired
                                                                 System




                                      Controller
                                                      System
                                                       input
Schematic:                                    Me
                       System
Desired                 input
          Controller




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                           Do I jump in...?
                           Desired
                                                                 System




                                         Controller
                                                       System
                                                        input
Schematic:                                       Me
                       System
Desired                 input
          Controller            System




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                           Do I jump in...?
                           Desired
                                                                 System




                                         Controller                         Actual
                                                       System
                                                        input
Schematic:                                       Me
                       System
Desired                 input
          Controller            System




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                           Do I jump in...?
                           Desired
                                                                 System




                                         Controller                         Actual
                                                       System
                                                        input
Schematic:                                       Me
                       System
Desired                 input                Actual
          Controller            System




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
Desired                 input                Actual
          Controller            System




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System




                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System
                                                      Desired




                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System
                                                      Desired


                                                       Actual

                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System
                                                      Desired


                                                       Actual

                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System
                                                      Desired


                                                       Actual

                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System
                                                      Desired


                                                       Actual

                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System




                                                                                            ?
                                                      Desired


                                                       Actual

                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
An everyday empirical process...

                                          Do I jump in...?
                           Desired
                                         Actual==Desired ?
                                                                 System




                                         Controller                         Actual
                                                      System
                                                       input
Schematic:                                       Me
                       System
                                                         Temp
Desired                 input                Actual
          Controller            System
                                                      Desired


                                                       Actual                               Robot

                                                                                     Time
                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
        Temp




                                       Time




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
        Temp


     Desired




                                       Time




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
        Temp


     Desired


     Actual

                                       Time




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
        Temp


     Desired


     Actual

                                       Time




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
        Temp
                                                  "Error surface"
     Desired


     Actual

                                       Time




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
        Temp
                                                  "Error surface"
     Desired


     Actual

                                       Time

 Control Error = ∫|Desired-Actual|




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
          Temp
                                                    "Error surface"
       Desired


       Actual

                                         Time

   Control Error = ∫|Desired-Actual|
Control error




                                         Time


  Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
          Temp
                                                    "Error surface"
       Desired


       Actual

                                         Time

   Control Error = ∫|Desired-Actual|
Control error




                                         Time


  Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error?
          Temp
                                                    "Error surface"
       Desired


       Actual

                                         Time

   Control Error = ∫|Desired-Actual|
Control error
                                             ∞


                                         Time


  Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                       System
Desired                 input            Actual
          Controller            System




                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                       System
                                                                         -1
Desired
          Controller
                        input
                                System
                                         Actual       Controller=(System)




                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                       System
                                                                         -1
Desired
          Controller
                        input
                                System
                                         Actual       Controller=(System)
                                                            Desired = Actual




                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                       System
                                                                         -1
Desired
          Controller
                        input
                                System
                                         Actual       Controller=(System)
                                                            Desired = Actual



Requires:
 - detailed knowledge of System, Desired and hence Actual
 - that such a Controller exists and can create such System input
 - that the System can handle System input


                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                                  ε
                                Errors
                       System
                                                                         -1
Desired
          Controller
                        input
                                System
                                         Actual       Controller=(System)
                                                            Desired = Actual



Requires:
 - detailed knowledge of System, Desired and hence Actual
 - that such a Controller exists and can create such System input
 - that the System can handle System input


                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                                  ε
                                Errors
                       System
                                                                         -1
Desired
          Controller
                        input
                                System
                                         Actual       Controller=(System)
                       ∞                                    Desired = Actual
                  "Unlimited"
                    energy




Requires:
 - detailed knowledge of System, Desired and hence Actual
 - that such a Controller exists and can create such System input
 - that the System can handle System input


                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

                                  ε
                                Errors
                       System
                                                                         -1
Desired
          Controller
                        input
                                System
                                         Actual       Controller=(System)
Change                 ∞                                    Desired = Actual
                  "Unlimited"
                    energy




Requires:
 - detailed knowledge of System, Desired and hence Actual
 - that such a Controller exists and can create such System input
 - that the System can handle System input


                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

          Complexity System
                                    ε
                                  Errors
                                                                           -1
Desired
            Controller
                         input
                                  System
                                           Actual       Controller=(System)
Change                   ∞                                    Desired = Actual
                    "Unlimited"
                      energy




Requires:
 - detailed knowledge of System, Desired and hence Actual
 - that such a Controller exists and can create such System input
 - that the System can handle System input


                   Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The "simplistic" solution

          Complexity System
                                    ε
                                  Errors
                                                                           -1
Desired
            Controller
                         input
                                  System
                                           Actual       Controller=(System)
Change                   ∞                                    Desired = Actual
                    "Unlimited"
                      energy

                                   Won't work in reality

Requires:
 - detailed knowledge of System, Desired and hence Actual
 - that such a Controller exists and can create such System input
 - that the System can handle System input


                   Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2




                                                          Controller



                         Drop-
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!


                                                          Controller



                         Drop-
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller



                         Drop-
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller



                         Drop-
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller
                                                                       ↑

                         Drop-
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller
                                                                       ↑

                         Drop-
                                                                       P
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller
                                                                       ↑

                         Drop-
                                                                       P
                         zone



                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller
                                                                       ↑

                         Drop-
                                                                       P
                         zone


                                                                       ↑
                                                  Robot




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 2
       As before, but now
      only one step at a time!
                                                                       ↑

                                                          Controller
                                                                       ↑

                         Drop-
                                                                       P
                         zone


                                                                       ↑
                                                  Robot
                                                                       D



Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Discussion - groups of 4-6




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Discussion - groups of 4-6



What happened this time?




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!

    Desired
                                          System




               Controller                            Actual
                               System
                                input

                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!

                  Desired
                                                               System




                                Controller                              Actual
                                                      System
                                                       input
 Schematic:                               Me
                       System
Desired                 input                Actual
          Controller             System




              Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!

                  Desired
                                                               System




                                Controller                              Actual
                                                      System
                                                       input
 Schematic:                               Me
                       System
Desired                 input                Actual
          Controller             System




              Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!

                  Desired
                                                               System

                                                                    Sensor


                                Controller                               Actual
                                                      System
                                                       input
 Schematic:                               Me
                       System
Desired                 input                Actual
          Controller             System




              Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                             Observed
                                              result
                  Desired
                                                                System

                                                                     Sensor


                                Controller                                Actual
                                                       System
                                                        input
 Schematic:                               Me
                       System
Desired                 input                 Actual
          Controller             System




              Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                     Observed
                                                      result
                            Desired
                                                                        System

                                                                             Sensor


                                        Controller                                Actual
                                                               System
                                                                input
 Schematic:                                       Me
                               System
Desired                         input                 Actual
                  Controller             System




          Observed result
                               Sensor



                    Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                          Observed
                                                           result
                                Desired
                                                                             System

                                                                                  Sensor


                                             Controller                                Actual
                                                                    System
                                                                     input
 Schematic:                                            Me
                                    System

          -
Desired        Error                 input                 Actual
                       Controller             System




              Observed result
                                    Sensor



                         Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                          Observed
                                                           result
                                Desired
                                                                             System

                                                                                  Sensor


                                             Controller                                Actual
                                                                    System
                                                                     input
 Schematic:                                            Me
                                    System

          -
Desired        Error                 input                 Actual
                       Controller             System


                  Feed-back or Closed-loop system
              Observed result
                                    Sensor



                         Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                          Observed
                                                           result
                                Desired
                                                                                System

                                                                                     Sensor


                                             Controller                                   Actual
                                                                    System
                                                                     input
 Schematic:                                            Me
                                    System
                                                                             Temp
          -
Desired        Error                 input                 Actual
                       Controller             System


                  Feed-back or Closed-loop system
              Observed result
                                    Sensor

                                                                                                   Time
                         Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                          Observed
                                                           result
                                Desired
                                                                                System

                                                                                     Sensor


                                             Controller                                   Actual
                                                                    System
                                                                     input
 Schematic:                                            Me
                                    System
                                                                             Temp
          -
Desired        Error                 input                 Actual
                       Controller             System
                                                                      Desired
                  Feed-back or Closed-loop system
              Observed result
                                    Sensor

                                                                                                   Time
                         Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                          Observed
                                                           result
                                Desired
                                                                                System

                                                                                     Sensor


                                             Controller                                   Actual
                                                                    System
                                                                     input
 Schematic:                                            Me
                                    System
                                                                             Temp
          -
Desired        Error                 input                 Actual
                       Controller             System
                                                                      Desired
                  Feed-back or Closed-loop system
              Observed result                                          Actual
                                    Sensor

                                                                                                   Time
                         Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Adding feedback!
                                                          Observed
                                                           result
                                Desired
                                                                                System

                                                                                     Sensor


                                             Controller                                   Actual
                                                                    System
                                                                     input
 Schematic:                                            Me
                                    System
                                                                             Temp
          -
Desired        Error                 input                 Actual
                       Controller             System
                                                                      Desired
                  Feed-back or Closed-loop system
              Observed result                                          Actual
                                    Sensor

                                                                                                   Time
                         Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
        Temp

     Desired

     Actual




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
        Temp

     Desired

     Actual




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
        Temp

     Desired

     Actual




 Control Error = ∫|Desired-Actual|




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
        Temp

     Desired

     Actual




 Control Error = ∫|Desired-Actual|




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
          Temp

       Desired

       Actual




   Control Error = ∫|Desired-Actual|
Control error




                                         Time


  Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
          Temp

       Desired

       Actual




   Control Error = ∫|Desired-Actual|
Control error




       Actual

                                         Time


  Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
What is the control error now?
          Temp

       Desired

       Actual




   Control Error = ∫|Desired-Actual|
Control error




       Actual                                             bounded!!
                                         Time


  Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




             Live user feedback/release




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




                                                             Whiteboard discussions
                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




                                                                Daily stand-up

                                                             Whiteboard discussions
                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




                                                                Daily stand-up

                                                             Whiteboard discussions
                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!




                                                              ATDD

                                                                Daily stand-up

                                                             Whiteboard discussions
                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!



                                                     TDD
                                                              ATDD

                                                                Daily stand-up

                                                             Whiteboard discussions
                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!



                                                     TDD
                                                              ATDD

                                                                Daily stand-up

                                                             Whiteboard discussions
                                                            Retrospective

             Live user feedback/release   Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!



                                          Pairing
                                                      TDD
                                                               ATDD

                                                                 Daily stand-up

                                                              Whiteboard discussions
                                                             Retrospective

             Live user feedback/release    Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!



                        Compilation       Pairing
                                                      TDD
                                                               ATDD

                                                                 Daily stand-up

                                                              Whiteboard discussions
                                                             Retrospective

             Live user feedback/release    Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!



         Squiggles      Compilation       Pairing
                                                      TDD
                                                               ATDD

                                                                 Daily stand-up

                                                              Whiteboard discussions
                                                             Retrospective

             Live user feedback/release    Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
In software: There are many feedback loops at play!



         Squiggles      Compilation       Pairing
                                                      TDD
                                                               ATDD

                                                                 Daily stand-up
           ...AND MANY MORE!
                                                              Whiteboard discussions
                                                             Retrospective

             Live user feedback/release    Usability tests




       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 3: Draw your own feedback loops




                          TDD 10s



                     Retros 1w



                          Release 1m




      Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4



                                                    Controller
                                 Robot



                         Drop-
                         zone




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
       time!
                                                     Controller
                                  Robot



                          Drop-
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot



                          Drop-
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot



                          Drop-
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone


                                                                  ↑




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone


                                                                  ↑




 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Exercise 4

As before, but now
now three steps at a
                                                                  ↑
       time!
                                                     Controller
                                  Robot
                                                                  ↑

                          Drop-
                                                                  P
                          zone


                                                                  ↑
                                                                  D



 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Discussion - groups of 4-6




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Discussion - groups of 4-6



What happened this time?




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay

    Desired
                                          System

                                               Sensor


               Controller                            Actual
                               System
                                input

                       Me




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay

                             Desired
                                                                  System

                                                                       Sensor


                                          Controller                        Actual
                                                         System
                                                          input
 Schematic:                                       Me
                             System

       -
Desired Error                 input                    Actual
                Controller             System




           Observed result
                                 Sensor



                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                     Delay


                             Desired
                                                                  System

                                                                       Sensor


                                          Controller                        Actual
                                                         System
                                                          input
 Schematic:                                       Me
                             System

       -
Desired Error                 input                    Actual
                Controller             System




           Observed result
                                 Sensor



                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                        Delay


                             Desired
                                                                     System

                                                                          Sensor


                                          Controller                           Actual
                                                            System
                                                             input
 Schematic:                                       Me
                             System

       -
Desired Error                 input                       Actual
                Controller             System     Delay



           Observed result
                                 Sensor



                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                           Delay


                             Desired
                                                                        System

                                                                             Sensor


                                          Controller                              Actual
                                                            System
                                                             input
 Schematic:                                       Me
                             System
                                                                     Temp
       -
Desired Error                 input                       Actual
                Controller             System     Delay



           Observed result
                                 Sensor

                                                                                             Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                            Delay


                             Desired
                                                                         System

                                                                              Sensor


                                          Controller                               Actual
                                                            System
                                                             input
 Schematic:                                       Me
                             System
                                                                     Temp
       -
Desired Error                 input                       Actual
                Controller             System     Delay
                                                               Desired

           Observed result
                                 Sensor

                                                                                              Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                            Delay


                             Desired
                                                                         System

                                                                              Sensor

                                                                   Tap temp
                                          Controller                               Actual
                                                            System
                                                             input
 Schematic:                                       Me
                             System
                                                                     Temp
       -
Desired Error                 input                       Actual
                Controller             System     Delay
                                                               Desired

           Observed result
                                 Sensor

                                                                                              Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                              Delay


                             Desired
                                                                           System

                                                                                Sensor

                                                                     Tap temp
                                          Controller                                 Actual
                                                              System
                                                               input
 Schematic:                                         Me
                             System             Tap temp
                                                                       Temp
       -
Desired Error                 input                         Actual
                Controller             System       Delay
                                                                 Desired

           Observed result
                                 Sensor

                                                                                                Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                              Delay


                             Desired
                                                                           System

                                                                                Sensor

                                                                     Tap temp
                                          Controller                                 Actual
                                                              System
                                                               input
 Schematic:                                         Me
                             System             Tap temp
                                                                       Temp
       -
Desired Error                 input                         Actual
                Controller             System       Delay
                                                                 Desired
                                                               Tap temp
           Observed result
                                 Sensor

                                                                                                Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                              Delay


                             Desired
                                                                           System

                                                                                Sensor

                                                                     Tap temp
                                          Controller                                 Actual
                                                              System
                                                               input
 Schematic:                                         Me
                             System             Tap temp
                                                                       Temp
       -
Desired Error                 input                         Actual
                Controller             System       Delay
                                                                 Desired
                                                               Tap temp
           Observed result                                     Observed
                                 Sensor
                                                                result
                                                                                                Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The impact of delay
                                                                                              Delay


                             Desired
                                                                           System

                                                                                Sensor

                                                                     Tap temp
                                          Controller                                 Actual
                                                              System
                                                               input
 Schematic:                                         Me
                             System             Tap temp
                                                                       Temp
       -
Desired Error                 input                         Actual
                Controller             System       Delay
                                                                 Desired
                                                               Tap temp
           Observed result                                     Observed
                                 Sensor
                                                                result
                                                                                                Time
                     Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Delay considerations




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Delay considerations


     Temp

  Desired
Tap temp
Observed
 result




            Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Delay considerations


     Temp                                         delay > half of required
                                                         cycletime
  Desired
Tap temp
Observed                                            Guaranteed instability!
 result                                      (in practice, instability comes earlier)




            Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Delay considerations


     Temp                                         delay > half of required
                                                         cycletime
  Desired
Tap temp
Observed                                            Guaranteed instability!
 result                                      (in practice, instability comes earlier)




                   It often takes about 5-10 times
                     the delay to tune the system




            Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                System
                                                 input
                        -
                Desired Error                                     Actual
                                   Controller            System



                          Observed result
                                                Sensor




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                           System
                                                            input
                                   -
                           Desired Error                                     Actual
Delay position in                             Controller            System

loop is irrelevant
 w.r.t. instability!                 Observed result
                                                           Sensor




           Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                           System
                                                            input
                                   -
                           Desired Error                                             Actual
Delay position in                             Controller            System   Delay
loop is irrelevant
 w.r.t. instability!                 Observed result
                                                           Sensor




           Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                           System
                                                            input
                                   -
                           Desired Error                                        Actual
Delay position in                             Controller            System

loop is irrelevant
 w.r.t. instability!                 Observed result
                                                           Sensor       Delay




           Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                                System
                                                                 input
                                   -
                           Desired Error                                          Actual
Delay position in                                  Controller            System

loop is irrelevant
 w.r.t. instability!                 Observed result
                                           Delay                Sensor




           Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                            System
                                                             input
                                   -
                           Desired Error                                      Actual
Delay position in                      Delay   Controller            System

loop is irrelevant
 w.r.t. instability!                 Observed result
                                                            Sensor




           Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
More delay considerations




                                                           System
                                                            input
                                   -
                           Desired Error                                     Actual
Delay position in                             Controller   Delay    System

loop is irrelevant
 w.r.t. instability!                 Observed result
                                                           Sensor




           Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Feedback delay considerations




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Feedback delay considerations



Feedback cycle-time sweet-
 spots are different due to
   processing and delays




          Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Feedback delay considerations



Feedback cycle-time sweet-
 spots are different due to
   processing and delays

slower that
desired change

Unstable
system




                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Feedback delay considerations



Feedback cycle-time sweet-
 spots are different due to
   processing and delays

slower that          faster than desired
desired change       change

Unstable             Controller
system               overloaded or too
                     expensive




                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Feedback delay considerations



Feedback cycle-time sweet-
 spots are different due to
   processing and delays

slower that          faster than desired
desired change       change



                                                                        inner
Unstable             Controller

                                                                 or ten
system               overloaded or too
                     expensive
                                                     want  to sh      re ou ter!
                                                You       loops  befo
                                               feed bac k

                 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability




Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability


          -
Desired                                               Actual
                       Controller            System
                                    System
               Error
                                     input

              Observed result
                                    Sensor




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable


          -
Desired                                               Actual
                       Controller            System
                                    System
               Error
                                     input

              Observed result
                                    Sensor




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable


          -
Desired                                                 Actual
                       Controller            System
                                    System
               Error
                                     input

              Observed result
                                    Sensor


                                                      Unobservable




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                     Uncontrollable
                                                                        The Sensor has to
          -                                                                 measure
Desired                                                  Actual
                       Controller             System
               Error
                                     System
                                      input
                                                                        a relevant state
                                                                      (observability) that the
              Observed result
                                     Sensor                                  Controller
                                                                         can influence
                                                       Unobservable
                                                                         (controllability).


                  Water temperature
                    Flow            Acidity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity
                       Mineral traces




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity
                       Mineral traces
                          Radioactivity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity                        SW
                       Mineral traces
                          Radioactivity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity                        SW             Lines of code


                       Mineral traces
                          Radioactivity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity                        SW             Lines of code
                                                                          Unit test results
                       Mineral traces
                          Radioactivity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity                        SW             Lines of code
                                                                          Unit test results
                       Mineral traces                       ROI
                          Radioactivity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                       The Sensor has to
          -                                                                measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                       a relevant state
                                                                     (observability) that the
              Observed result
                                    Sensor                                  Controller
                                                                        can influence
                                                      Unobservable
                                                                        (controllability).


                  Water temperature
                    Flow     Acidity                        SW               Lines of code
                                                                            Unit test results
                       Mineral traces                       ROI      Acceptance test results
                          Radioactivity




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
Observability and controllability
                                    Uncontrollable
                                                                        The Sensor has to
          -                                                                 measure
Desired                                                 Actual
                       Controller            System
               Error
                                    System
                                     input
                                                                        a relevant state
                                                                      (observability) that the
              Observed result
                                    Sensor                                   Controller
                                                                         can influence
                                                      Unobservable
                                                                         (controllability).


                  Water temperature
                    Flow     Acidity                        SW                Lines of code
                                                                             Unit test results
                       Mineral traces                      ROI        Acceptance test results
                          Radioactivity                    Nr of checkins




                       Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012
The empirical process at Agile India 2012

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The empirical process at Agile India 2012

  • 1. The Empirical Process - at the very core of agile everything Daniel Brolund @danielbrolund daniel.brolund@agical.com
  • 2. Lets start with an exercise! Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 3. Lets start with an exercise! Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 4. Lets start with an exercise! Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 5. Lets start with an exercise! Robot Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 6. Lets start with an exercise! Controller Robot Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 7. Lets start with an exercise! ↑ Controller Robot ↑ Drop- P zone ↑ D Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 8. Lets start with an exercise! Goal: Max nr of paper balls in dropzone! ↑ Controller Robot ↑ Drop- P zone ↑ D Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 9. Discussion - groups of 4-6 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 10. Discussion - groups of 4-6 What happened? Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 11. An everyday empirical process... Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 12. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 13. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 14. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 15. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 16. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 17. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 18. An everyday empirical process... Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 19. An everyday empirical process... Do I jump in...? Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 20. An everyday empirical process... Do I jump in...? Schematic: Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 21. An everyday empirical process... Do I jump in...? Desired Schematic: Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 22. An everyday empirical process... Do I jump in...? Desired Schematic: Me Desired Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 23. An everyday empirical process... Do I jump in...? Desired Controller Schematic: Me Desired Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 24. An everyday empirical process... Do I jump in...? Desired Controller Schematic: Me Desired Controller Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 25. An everyday empirical process... Do I jump in...? Desired Controller System input Schematic: Me Desired Controller Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 26. An everyday empirical process... Do I jump in...? Desired Controller System input Schematic: Me System Desired input Controller Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 27. An everyday empirical process... Do I jump in...? Desired System Controller System input Schematic: Me System Desired input Controller Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 28. An everyday empirical process... Do I jump in...? Desired System Controller System input Schematic: Me System Desired input Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 29. An everyday empirical process... Do I jump in...? Desired System Controller Actual System input Schematic: Me System Desired input Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 30. An everyday empirical process... Do I jump in...? Desired System Controller Actual System input Schematic: Me System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 31. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 32. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 33. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Desired Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 34. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 35. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 36. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 37. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 38. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System ? Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 39. An everyday empirical process... Do I jump in...? Desired Actual==Desired ? System Controller Actual System input Schematic: Me System Temp Desired input Actual Controller System Desired Actual Robot Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 40. What is the control error? Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 41. What is the control error? Temp Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 42. What is the control error? Temp Desired Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 43. What is the control error? Temp Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 44. What is the control error? Temp Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 45. What is the control error? Temp "Error surface" Desired Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 46. What is the control error? Temp "Error surface" Desired Actual Time Control Error = ∫|Desired-Actual| Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 47. What is the control error? Temp "Error surface" Desired Actual Time Control Error = ∫|Desired-Actual| Control error Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 48. What is the control error? Temp "Error surface" Desired Actual Time Control Error = ∫|Desired-Actual| Control error Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 49. What is the control error? Temp "Error surface" Desired Actual Time Control Error = ∫|Desired-Actual| Control error ∞ Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 50. The "simplistic" solution System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 51. The "simplistic" solution System -1 Desired Controller input System Actual Controller=(System) Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 52. The "simplistic" solution System -1 Desired Controller input System Actual Controller=(System) Desired = Actual Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 53. The "simplistic" solution System -1 Desired Controller input System Actual Controller=(System) Desired = Actual Requires: - detailed knowledge of System, Desired and hence Actual - that such a Controller exists and can create such System input - that the System can handle System input Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 54. The "simplistic" solution ε Errors System -1 Desired Controller input System Actual Controller=(System) Desired = Actual Requires: - detailed knowledge of System, Desired and hence Actual - that such a Controller exists and can create such System input - that the System can handle System input Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 55. The "simplistic" solution ε Errors System -1 Desired Controller input System Actual Controller=(System) ∞ Desired = Actual "Unlimited" energy Requires: - detailed knowledge of System, Desired and hence Actual - that such a Controller exists and can create such System input - that the System can handle System input Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 56. The "simplistic" solution ε Errors System -1 Desired Controller input System Actual Controller=(System) Change ∞ Desired = Actual "Unlimited" energy Requires: - detailed knowledge of System, Desired and hence Actual - that such a Controller exists and can create such System input - that the System can handle System input Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 57. The "simplistic" solution Complexity System ε Errors -1 Desired Controller input System Actual Controller=(System) Change ∞ Desired = Actual "Unlimited" energy Requires: - detailed knowledge of System, Desired and hence Actual - that such a Controller exists and can create such System input - that the System can handle System input Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 58. The "simplistic" solution Complexity System ε Errors -1 Desired Controller input System Actual Controller=(System) Change ∞ Desired = Actual "Unlimited" energy Won't work in reality Requires: - detailed knowledge of System, Desired and hence Actual - that such a Controller exists and can create such System input - that the System can handle System input Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 59. Exercise 2 Controller Drop- zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 60. Exercise 2 As before, but now only one step at a time! Controller Drop- zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 61. Exercise 2 As before, but now only one step at a time! ↑ Controller Drop- zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 62. Exercise 2 As before, but now only one step at a time! ↑ Controller Drop- zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 63. Exercise 2 As before, but now only one step at a time! ↑ Controller ↑ Drop- zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 64. Exercise 2 As before, but now only one step at a time! ↑ Controller ↑ Drop- P zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 65. Exercise 2 As before, but now only one step at a time! ↑ Controller ↑ Drop- P zone Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 66. Exercise 2 As before, but now only one step at a time! ↑ Controller ↑ Drop- P zone ↑ Robot Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 67. Exercise 2 As before, but now only one step at a time! ↑ Controller ↑ Drop- P zone ↑ Robot D Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 68. Discussion - groups of 4-6 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 69. Discussion - groups of 4-6 What happened this time? Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 70. Adding feedback! Desired System Controller Actual System input Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 71. Adding feedback! Desired System Controller Actual System input Schematic: Me System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 72. Adding feedback! Desired System Controller Actual System input Schematic: Me System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 73. Adding feedback! Desired System Sensor Controller Actual System input Schematic: Me System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 74. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System Desired input Actual Controller System Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 75. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System Desired input Actual Controller System Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 76. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System - Desired Error input Actual Controller System Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 77. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System - Desired Error input Actual Controller System Feed-back or Closed-loop system Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 78. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Feed-back or Closed-loop system Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 79. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Desired Feed-back or Closed-loop system Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 80. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Desired Feed-back or Closed-loop system Observed result Actual Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 81. Adding feedback! Observed result Desired System Sensor Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Desired Feed-back or Closed-loop system Observed result Actual Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 82. What is the control error now? Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 83. What is the control error now? Temp Desired Actual Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 84. What is the control error now? Temp Desired Actual Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 85. What is the control error now? Temp Desired Actual Control Error = ∫|Desired-Actual| Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 86. What is the control error now? Temp Desired Actual Control Error = ∫|Desired-Actual| Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 87. What is the control error now? Temp Desired Actual Control Error = ∫|Desired-Actual| Control error Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 88. What is the control error now? Temp Desired Actual Control Error = ∫|Desired-Actual| Control error Actual Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 89. What is the control error now? Temp Desired Actual Control Error = ∫|Desired-Actual| Control error Actual bounded!! Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 90. In software: There are many feedback loops at play! Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 91. In software: There are many feedback loops at play! Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 92. In software: There are many feedback loops at play! Live user feedback/release Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 93. In software: There are many feedback loops at play! Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 94. In software: There are many feedback loops at play! Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 95. In software: There are many feedback loops at play! Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 96. In software: There are many feedback loops at play! Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 97. In software: There are many feedback loops at play! Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 98. In software: There are many feedback loops at play! Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 99. In software: There are many feedback loops at play! ATDD Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 100. In software: There are many feedback loops at play! TDD ATDD Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 101. In software: There are many feedback loops at play! TDD ATDD Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 102. In software: There are many feedback loops at play! Pairing TDD ATDD Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 103. In software: There are many feedback loops at play! Compilation Pairing TDD ATDD Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 104. In software: There are many feedback loops at play! Squiggles Compilation Pairing TDD ATDD Daily stand-up Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 105. In software: There are many feedback loops at play! Squiggles Compilation Pairing TDD ATDD Daily stand-up ...AND MANY MORE! Whiteboard discussions Retrospective Live user feedback/release Usability tests Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 106. Exercise 3: Draw your own feedback loops TDD 10s Retros 1w Release 1m Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 107. Exercise 4 Controller Robot Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 108. Exercise 4 As before, but now now three steps at a time! Controller Robot Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 109. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 110. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 111. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 112. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 113. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 114. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 115. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 116. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 117. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone ↑ Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 118. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone ↑ Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 119. Exercise 4 As before, but now now three steps at a ↑ time! Controller Robot ↑ Drop- P zone ↑ D Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 120. Discussion - groups of 4-6 Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 121. Discussion - groups of 4-6 What happened this time? Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 122. The impact of delay Desired System Sensor Controller Actual System input Me Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 123. The impact of delay Desired System Sensor Controller Actual System input Schematic: Me System - Desired Error input Actual Controller System Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 124. The impact of delay Delay Desired System Sensor Controller Actual System input Schematic: Me System - Desired Error input Actual Controller System Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 125. The impact of delay Delay Desired System Sensor Controller Actual System input Schematic: Me System - Desired Error input Actual Controller System Delay Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 126. The impact of delay Delay Desired System Sensor Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Delay Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 127. The impact of delay Delay Desired System Sensor Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Delay Desired Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 128. The impact of delay Delay Desired System Sensor Tap temp Controller Actual System input Schematic: Me System Temp - Desired Error input Actual Controller System Delay Desired Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 129. The impact of delay Delay Desired System Sensor Tap temp Controller Actual System input Schematic: Me System Tap temp Temp - Desired Error input Actual Controller System Delay Desired Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 130. The impact of delay Delay Desired System Sensor Tap temp Controller Actual System input Schematic: Me System Tap temp Temp - Desired Error input Actual Controller System Delay Desired Tap temp Observed result Sensor Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 131. The impact of delay Delay Desired System Sensor Tap temp Controller Actual System input Schematic: Me System Tap temp Temp - Desired Error input Actual Controller System Delay Desired Tap temp Observed result Observed Sensor result Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 132. The impact of delay Delay Desired System Sensor Tap temp Controller Actual System input Schematic: Me System Tap temp Temp - Desired Error input Actual Controller System Delay Desired Tap temp Observed result Observed Sensor result Time Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 133. Delay considerations Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 134. Delay considerations Temp Desired Tap temp Observed result Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 135. Delay considerations Temp delay > half of required cycletime Desired Tap temp Observed Guaranteed instability! result (in practice, instability comes earlier) Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 136. Delay considerations Temp delay > half of required cycletime Desired Tap temp Observed Guaranteed instability! result (in practice, instability comes earlier) It often takes about 5-10 times the delay to tune the system Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 137. More delay considerations Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 138. More delay considerations System input - Desired Error Actual Controller System Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 139. More delay considerations System input - Desired Error Actual Delay position in Controller System loop is irrelevant w.r.t. instability! Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 140. More delay considerations System input - Desired Error Actual Delay position in Controller System Delay loop is irrelevant w.r.t. instability! Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 141. More delay considerations System input - Desired Error Actual Delay position in Controller System loop is irrelevant w.r.t. instability! Observed result Sensor Delay Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 142. More delay considerations System input - Desired Error Actual Delay position in Controller System loop is irrelevant w.r.t. instability! Observed result Delay Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 143. More delay considerations System input - Desired Error Actual Delay position in Delay Controller System loop is irrelevant w.r.t. instability! Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 144. More delay considerations System input - Desired Error Actual Delay position in Controller Delay System loop is irrelevant w.r.t. instability! Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 145. Feedback delay considerations Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 146. Feedback delay considerations Feedback cycle-time sweet- spots are different due to processing and delays Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 147. Feedback delay considerations Feedback cycle-time sweet- spots are different due to processing and delays slower that desired change Unstable system Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 148. Feedback delay considerations Feedback cycle-time sweet- spots are different due to processing and delays slower that faster than desired desired change change Unstable Controller system overloaded or too expensive Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 149. Feedback delay considerations Feedback cycle-time sweet- spots are different due to processing and delays slower that faster than desired desired change change inner Unstable Controller or ten system overloaded or too expensive want to sh re ou ter! You loops befo feed bac k Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 150. Observability and controllability Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 151. Observability and controllability - Desired Actual Controller System System Error input Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 152. Observability and controllability Uncontrollable - Desired Actual Controller System System Error input Observed result Sensor Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 153. Observability and controllability Uncontrollable - Desired Actual Controller System System Error input Observed result Sensor Unobservable Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 154. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 155. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 156. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 157. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 158. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 159. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity Mineral traces Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 160. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity Mineral traces Radioactivity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 161. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity SW Mineral traces Radioactivity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 162. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity SW Lines of code Mineral traces Radioactivity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 163. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity SW Lines of code Unit test results Mineral traces Radioactivity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 164. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity SW Lines of code Unit test results Mineral traces ROI Radioactivity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 165. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity SW Lines of code Unit test results Mineral traces ROI Acceptance test results Radioactivity Daniel Brolund — @danielbrolund — daniel.brolund@agical.com
  • 166. Observability and controllability Uncontrollable The Sensor has to - measure Desired Actual Controller System Error System input a relevant state (observability) that the Observed result Sensor Controller can influence Unobservable (controllability). Water temperature Flow Acidity SW Lines of code Unit test results Mineral traces ROI Acceptance test results Radioactivity Nr of checkins Daniel Brolund — @danielbrolund — daniel.brolund@agical.com