SlideShare a Scribd company logo
1 of 48
Download to read offline
Shortest Path Search
with pgRouting
What is pgRouting ?
An Extension for
PostgreSQL / PostGIS,
...
An Open

Source

project, ...
A Library providing,
...
Shortest Path
Driving Distance
Traveling Salesperson
v2.0
Feature Highlights
➔ Two new All Pairs Short Path algorithms
➔ Bi-directional Dijkstra and A-star algorithms
➔ One to many nodes shortest path search
➔ New TSP solver (with distance matrix)
➔ Turn Restricted shortest path (replaces Shooting
Star algorithm)
➔ A collection of useful utility and graph analytics
functions
More Highlights
➔ Modular library design
➔ Unit tests and automated tests with Travis
➔ Compatibility with PostgreSQL 9.1+ / PostGIS 2.0+
➔ Installs as PostgreSQL EXTENSION
➔ Added pgr_ prefix to functions and types
➔ Improved build process for Windows
➔ Better documentation in several languages
https://www.transifex.com/projects/p/pgrouting/
Big THANK YOU to
- Steve Woodbridge

- Regina Obe

… and the pgRouting community!
Most users need pgRouting for

Road Networks
How do they look like?
Like this ...
… or like this ...
… or sometimes like this.
What makes them real?

Traffic lights

Signs

Road marking
pgRouting

extends

PostgreSQL/PostGIS
What does this mean?
SQL Function
SELECT * FROM pgr_dijkstra('
SELECT gid as id,
source::integer,
target::integer,
length::float8 as cost
FROM ways',
30, 60, false, false);
Query Result
seq | node | edge |
cost
-----+------+------+--------------------0 |
30 |
53 | 0.0591267653820616
1 |
44 |
52 | 0.0665408320949312
2 |
14 |
15 | 0.0809556879332114
3 |
13 |
14 |
0.072694271986776
4 |
12 |
13 |
0.081239348480584
5 |
11 |
12 | 0.00746935522787469
6 |
10 | 6869 | 0.0164274192597773
7 |
59 |
72 | 0.0109385169537801
8 |
60 |
-1 |
0
(9 rows)
gid,
source,
target,
cost,
reverse_cost,
x1, y1,
x2, y2,
rule,
to_cost

source

target
Traffic lights slow down

… so costs must increase.
B

C
1 min

A
cost(A) = cost(A) + 30sec
cost(B) = cost(B) + 30sec
cost(C) = cost(C) + 30sec
cost(D) = cost(D) + 30sec

D
Signs inform about
restrictions and rules
cost(A) = length(A)
reverse_cost(A) = ∞

A
Sometimes
the costs
have different
meaning.
cost(A) = length(A) / 2
reverse_cost(A) = length(A) * 4

B

A
Road type
can be used
for cost
calculation.
Not only road types
but also conditions
And you know
what is great about pgRouting?
All costs are dynamic!
… which is the opposite to pre-calculated
If the road is closed ...
… or there is an accident, ...
… there is a sign with
restrictions limited
to a certain time, ...
… bad weather conditions ...
You don't need to
rebuild and reload
your network
You only need to adjust the cost
for this particular road,
… and the next search will go another way.
Flexiblity vs. Speed
Cost can be virtually anything
pgRouting can be used for
different kinds of networks
Canals and
Rivers
Hiking trails
… or any other
kind of networks
Roadmap for Version 2.1
➔ Add “Multi-modal public transit routing”
(GSoC 2011)
➔ Add “Time dependent shortest path” algorithm
(GSoC 2011)
➔ Add “Two Queue” Algorithm (GSoC 2012)
➔ Add DARP and VRP (GSoC 2013)
➔ Add Graph network partitioning (GSoC 2013)
➔ …. further improvements and bug fixes.
https://github.com/pgRouting
More Information
Website:

pgrouting.org

Documentation:
Workshop:
日本語 NEW
Support:

docs.pgrouting.org
workshop.pgrouting.org
workshop.pgrouting.org/ja
pgrouting.org/support.html

… or talk contact us directly:
➔ Daniel Kastl daniel@georepublic.co.jp
➔ Hal Seki hal@georepublic.co.jp
Photos from sxc.hu and
flickr under Creative Commons Licence.

More Related Content

What's hot

Natural Language Processing with Graph Databases and Neo4j
Natural Language Processing with Graph Databases and Neo4jNatural Language Processing with Graph Databases and Neo4j
Natural Language Processing with Graph Databases and Neo4jWilliam Lyon
 
Artificial Intelligence Notes Unit 4
Artificial Intelligence Notes Unit 4Artificial Intelligence Notes Unit 4
Artificial Intelligence Notes Unit 4DigiGurukul
 
Architecture Big Data open source S.M.A.C.K
Architecture Big Data open source S.M.A.C.KArchitecture Big Data open source S.M.A.C.K
Architecture Big Data open source S.M.A.C.KJulien Anguenot
 
Apache Kafka - Martin Podval
Apache Kafka - Martin PodvalApache Kafka - Martin Podval
Apache Kafka - Martin PodvalMartin Podval
 
Introduction to mongo db
Introduction to mongo dbIntroduction to mongo db
Introduction to mongo dbHemant Sharma
 
Asymptoptic notations
Asymptoptic notationsAsymptoptic notations
Asymptoptic notationsAlisha Jindal
 
dynamic programming Rod cutting class
dynamic programming Rod cutting classdynamic programming Rod cutting class
dynamic programming Rod cutting classgiridaroori
 
Introduction to Apache Spark
Introduction to Apache SparkIntroduction to Apache Spark
Introduction to Apache SparkRahul Jain
 
Introduction to prolog
Introduction to prologIntroduction to prolog
Introduction to prologHarry Potter
 
Cadence: Orchestration as Code
Cadence: Orchestration as CodeCadence: Orchestration as Code
Cadence: Orchestration as CodeMaxim Fateev
 
System programming vs application programming
System programming vs application programmingSystem programming vs application programming
System programming vs application programmingInderbir Kaur Sandhu
 
Evolutionary Algorithms
Evolutionary AlgorithmsEvolutionary Algorithms
Evolutionary AlgorithmsReem Alattas
 
Algorithm Visualizer
Algorithm VisualizerAlgorithm Visualizer
Algorithm VisualizerAnwar Jameel
 

What's hot (20)

Natural Language Processing with Graph Databases and Neo4j
Natural Language Processing with Graph Databases and Neo4jNatural Language Processing with Graph Databases and Neo4j
Natural Language Processing with Graph Databases and Neo4j
 
Apache spark
Apache sparkApache spark
Apache spark
 
Artificial Intelligence Notes Unit 4
Artificial Intelligence Notes Unit 4Artificial Intelligence Notes Unit 4
Artificial Intelligence Notes Unit 4
 
Prolog basics
Prolog basicsProlog basics
Prolog basics
 
Architecture Big Data open source S.M.A.C.K
Architecture Big Data open source S.M.A.C.KArchitecture Big Data open source S.M.A.C.K
Architecture Big Data open source S.M.A.C.K
 
Topic Modeling
Topic ModelingTopic Modeling
Topic Modeling
 
Apache Kafka - Martin Podval
Apache Kafka - Martin PodvalApache Kafka - Martin Podval
Apache Kafka - Martin Podval
 
Introduction to mongo db
Introduction to mongo dbIntroduction to mongo db
Introduction to mongo db
 
Asymptoptic notations
Asymptoptic notationsAsymptoptic notations
Asymptoptic notations
 
dynamic programming Rod cutting class
dynamic programming Rod cutting classdynamic programming Rod cutting class
dynamic programming Rod cutting class
 
Introduction to Apache Spark
Introduction to Apache SparkIntroduction to Apache Spark
Introduction to Apache Spark
 
Introduction to prolog
Introduction to prologIntroduction to prolog
Introduction to prolog
 
Pregel and giraph
Pregel and giraphPregel and giraph
Pregel and giraph
 
Map Reduce
Map ReduceMap Reduce
Map Reduce
 
Cadence: Orchestration as Code
Cadence: Orchestration as CodeCadence: Orchestration as Code
Cadence: Orchestration as Code
 
System programming vs application programming
System programming vs application programmingSystem programming vs application programming
System programming vs application programming
 
Gradient descent method
Gradient descent methodGradient descent method
Gradient descent method
 
Introduction to Transformer Model
Introduction to Transformer ModelIntroduction to Transformer Model
Introduction to Transformer Model
 
Evolutionary Algorithms
Evolutionary AlgorithmsEvolutionary Algorithms
Evolutionary Algorithms
 
Algorithm Visualizer
Algorithm VisualizerAlgorithm Visualizer
Algorithm Visualizer
 

Similar to pgRouting 2.0 presentation 2013

Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...
Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...
Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...Daniel Kastl
 
Shortest Path Search with pgRouting
Shortest Path Search with pgRoutingShortest Path Search with pgRouting
Shortest Path Search with pgRoutingFOSS4G 2011
 
Shortest Path search for real road networks with pgRouting
Shortest Path search for real road networks with pgRoutingShortest Path search for real road networks with pgRouting
Shortest Path search for real road networks with pgRoutingDaniel Kastl
 
Shortest path search for real road networks and dynamic costs with pgRouting
Shortest path search for real road networks and dynamic costs with pgRoutingShortest path search for real road networks and dynamic costs with pgRouting
Shortest path search for real road networks and dynamic costs with pgRoutingantonpa
 
141031_Lagrange Relaxation Based Method for the QoS Routing Problem
141031_Lagrange Relaxation Based Method for the QoS Routing Problem 141031_Lagrange Relaxation Based Method for the QoS Routing Problem
141031_Lagrange Relaxation Based Method for the QoS Routing Problem Eunice Lin
 
An open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standardsAn open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standardsJuangui Jordán
 
Mathematics and development of fast TLS handshakes
Mathematics and development of fast TLS handshakesMathematics and development of fast TLS handshakes
Mathematics and development of fast TLS handshakesAlexander Krizhanovsky
 
Cs403 Parellel Programming Travelling Salesman Problem
Cs403   Parellel Programming Travelling Salesman ProblemCs403   Parellel Programming Travelling Salesman Problem
Cs403 Parellel Programming Travelling Salesman ProblemJishnu P
 
GPU_based Searching
GPU_based SearchingGPU_based Searching
GPU_based Searchingjpawan33
 
Spanning Tree in data structure and .pptx
Spanning Tree in data structure and .pptxSpanning Tree in data structure and .pptx
Spanning Tree in data structure and .pptxasimshahzad8611
 
Sigmod11 outsource shortest path
Sigmod11 outsource shortest pathSigmod11 outsource shortest path
Sigmod11 outsource shortest pathredhatdb
 
Algo labpresentation a_group
Algo labpresentation a_groupAlgo labpresentation a_group
Algo labpresentation a_groupUmme habiba
 
Streaming Python on Hadoop
Streaming Python on HadoopStreaming Python on Hadoop
Streaming Python on HadoopVivian S. Zhang
 
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...Databricks
 
MapReduceAlgorithms.ppt
MapReduceAlgorithms.pptMapReduceAlgorithms.ppt
MapReduceAlgorithms.pptCheeWeiTan10
 
PL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database AnalyticsPL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database AnalyticsKohei KaiGai
 
Design Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic Circuits
Design Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic CircuitsDesign Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic Circuits
Design Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic CircuitsIJRES Journal
 

Similar to pgRouting 2.0 presentation 2013 (20)

Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...
Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...
Shortest Path search in your Database and more with pgRouting - FOSS4G Europe...
 
Shortest Path Search with pgRouting
Shortest Path Search with pgRoutingShortest Path Search with pgRouting
Shortest Path Search with pgRouting
 
Shortest Path search for real road networks with pgRouting
Shortest Path search for real road networks with pgRoutingShortest Path search for real road networks with pgRouting
Shortest Path search for real road networks with pgRouting
 
Shortest path search for real road networks and dynamic costs with pgRouting
Shortest path search for real road networks and dynamic costs with pgRoutingShortest path search for real road networks and dynamic costs with pgRouting
Shortest path search for real road networks and dynamic costs with pgRouting
 
141031_Lagrange Relaxation Based Method for the QoS Routing Problem
141031_Lagrange Relaxation Based Method for the QoS Routing Problem 141031_Lagrange Relaxation Based Method for the QoS Routing Problem
141031_Lagrange Relaxation Based Method for the QoS Routing Problem
 
An open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standardsAn open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standards
 
Mathematics and development of fast TLS handshakes
Mathematics and development of fast TLS handshakesMathematics and development of fast TLS handshakes
Mathematics and development of fast TLS handshakes
 
Cs403 Parellel Programming Travelling Salesman Problem
Cs403   Parellel Programming Travelling Salesman ProblemCs403   Parellel Programming Travelling Salesman Problem
Cs403 Parellel Programming Travelling Salesman Problem
 
distance_matrix_ch
distance_matrix_chdistance_matrix_ch
distance_matrix_ch
 
GPU_based Searching
GPU_based SearchingGPU_based Searching
GPU_based Searching
 
Spanning Tree in data structure and .pptx
Spanning Tree in data structure and .pptxSpanning Tree in data structure and .pptx
Spanning Tree in data structure and .pptx
 
Sigmod11 outsource shortest path
Sigmod11 outsource shortest pathSigmod11 outsource shortest path
Sigmod11 outsource shortest path
 
Algo labpresentation a_group
Algo labpresentation a_groupAlgo labpresentation a_group
Algo labpresentation a_group
 
dsa.pptx
dsa.pptxdsa.pptx
dsa.pptx
 
Streaming Python on Hadoop
Streaming Python on HadoopStreaming Python on Hadoop
Streaming Python on Hadoop
 
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
 
NVIDIA CUDA
NVIDIA CUDANVIDIA CUDA
NVIDIA CUDA
 
MapReduceAlgorithms.ppt
MapReduceAlgorithms.pptMapReduceAlgorithms.ppt
MapReduceAlgorithms.ppt
 
PL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database AnalyticsPL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
 
Design Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic Circuits
Design Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic CircuitsDesign Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic Circuits
Design Of 64-Bit Parallel Prefix VLSI Adder For High Speed Arithmetic Circuits
 

More from Daniel Kastl

Location-based Task Management
Location-based Task ManagementLocation-based Task Management
Location-based Task ManagementDaniel Kastl
 
Routing in der Datenbank
Routing in der DatenbankRouting in der Datenbank
Routing in der DatenbankDaniel Kastl
 
Speed up your GIS server - run GIS software on solid-state drives (SSD)
Speed up your GIS server - run GIS software on solid-state drives (SSD)Speed up your GIS server - run GIS software on solid-state drives (SSD)
Speed up your GIS server - run GIS software on solid-state drives (SSD)Daniel Kastl
 
OSM Japan before and after the Tsunami
OSM Japan before and after the TsunamiOSM Japan before and after the Tsunami
OSM Japan before and after the TsunamiDaniel Kastl
 
Where the streets have no name
Where the streets have no nameWhere the streets have no name
Where the streets have no nameDaniel Kastl
 
pgRouting (Deutsch)
pgRouting (Deutsch)pgRouting (Deutsch)
pgRouting (Deutsch)Daniel Kastl
 
OpenVRP Introduction
OpenVRP IntroductionOpenVRP Introduction
OpenVRP IntroductionDaniel Kastl
 
Shortest Path Search in Real Road Networks with pgRouting
Shortest Path Search in Real Road Networks with pgRoutingShortest Path Search in Real Road Networks with pgRouting
Shortest Path Search in Real Road Networks with pgRoutingDaniel Kastl
 

More from Daniel Kastl (9)

Location-based Task Management
Location-based Task ManagementLocation-based Task Management
Location-based Task Management
 
Routing in der Datenbank
Routing in der DatenbankRouting in der Datenbank
Routing in der Datenbank
 
Speed up your GIS server - run GIS software on solid-state drives (SSD)
Speed up your GIS server - run GIS software on solid-state drives (SSD)Speed up your GIS server - run GIS software on solid-state drives (SSD)
Speed up your GIS server - run GIS software on solid-state drives (SSD)
 
OSM Japan before and after the Tsunami
OSM Japan before and after the TsunamiOSM Japan before and after the Tsunami
OSM Japan before and after the Tsunami
 
Where the streets have no name
Where the streets have no nameWhere the streets have no name
Where the streets have no name
 
pgRouting (Deutsch)
pgRouting (Deutsch)pgRouting (Deutsch)
pgRouting (Deutsch)
 
OpenVRP (Deutsch)
OpenVRP (Deutsch)OpenVRP (Deutsch)
OpenVRP (Deutsch)
 
OpenVRP Introduction
OpenVRP IntroductionOpenVRP Introduction
OpenVRP Introduction
 
Shortest Path Search in Real Road Networks with pgRouting
Shortest Path Search in Real Road Networks with pgRoutingShortest Path Search in Real Road Networks with pgRouting
Shortest Path Search in Real Road Networks with pgRouting
 

Recently uploaded

What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...panagenda
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Scott Andery
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demoHarshalMandlekar2
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesKari Kakkonen
 
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesHow to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesThousandEyes
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Mark Goldstein
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Hiroshi SHIBATA
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfpanagenda
 

Recently uploaded (20)

What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demo
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examples
 
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesHow to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
 

pgRouting 2.0 presentation 2013