SlideShare a Scribd company logo
1 of 6
Download to read offline
The International Journal Of Engineering And Science (IJES)
||Volume||3 ||Issue|| 2||Pages|| 10-15||2014||
ISSN(e): 2319 – 1813 ISSN(p): 2319 – 1805
www.theijes.com The IJES Page 10
Development of Decentralized Controller Based On Gain and
Phase Margin for Interacting Processes
Ria Maria Zacharia , 2,
Dr. Sanjeevi Gandhi A
1,
PG Student Department of Electronics and Instrumentation Engineering
Karunya University, Coimbatore
2,
Assistant Professor Department of Electronics and Instrumentation Engineering
Karunya University, Coimbatore
-----------------------------------------------------ABSTRACT-----------------------------------------------------
The system under investigation is a two tank interacting process. The basic control principle of the two tank
interacting system is to maintain a constant level of the liquid in the tank. In interacting systems a change in
single parameters will affect all other loops. This paper aims at eliminating the interaction between TITO
processes based on gain and phase margin specifications. In order to minimize the interaction between the
loops decouplers are designed for the system. Then for each decoupled subsystem a first order plus dead time
model is achieved based on frequency response fitting. For each reduced order decoupled subsystems an
independent PI controller is designed so as to obtain the desired gain and phase margins.
KEYWORDS: decentralized controller, model order reduction, interaction process,decoupled system.
----------------------------------------------------------------------------------------------------------------------------------------
Date of Submission: 15 February 2014 Date of Acceptance: 05 March 2014
---------------------------------------------------------------------------------------------------------------------------------------
I. INTRODUCTION
The dynamics employed in many of the industries is MIMO dynamics along with interaction among
input and output variables. The use of decentralized controllers has gained popularity because of its simple
design, ease to tune, implement and maintain. In this paper SISO PI controller is used for controlling MIMO
systems with interaction, which is mainly due to its simple structure and its ability to meet the control
objectives. The presence of interaction makes the design and tuning of centralized multi loop controllers
difficult as compared to the single loop controllers. Since the controllers interact with each other in centralized
multi loop controllers, tuning of one loop cannot be done independently. There are many methods to eliminate
or reduce the effects of loop interactions such as decoupling method, relay - auto tuning method, sequential loop
closing method and independent loop method. All the above mentioned methods have many advantages but has
certain inherent disadvantages thereby prompting us to make use of a better method.
II. SYSTEM DESCRIPTION:
2.1 Two tank interacting system:
Two tank interacting process as shown in Figure 1 is considered. It consists of two cylindrical tanks
(Tank 1 and Tank 2), two independent pumps that delivers the liquid flow (m1 and m2) to Tank 1 and Tank 2.
The two tanks; Tank 1 and Tank 2 are interconnected through a manually controlled valve at the bottom.
Figure 1: Experimental Setup of a Two Tank interacting process
Development Of Decentralized Controller Based…
www.theijes.com The IJES Page 11
Here the two tank interacting process is considered as a two input two output (TITO) process in which level H1
in Tank1 and level H2 in Tank2 are considered as output variables and m1and m2 are considered as the
respective manipulated variables. A change in a single parameter affects, in general all other loops as well.
2.2 Block diagram:
Decentralized controllers can reduce the interaction to a great extent. Hence “n×n” Multivariable
system requires “n” multi-loop controllers.
Figure 2: Block diagram of the proposed method
The basic closed loop block diagram of 2 X 2 system is shown in Figure 2. In an interacting system, G12 and
G21 are not zero, but we can manipulate the controller signal so that the system appears (mathematically) to be
decoupled. From the block diagram we can write,
H1=G11m1+G12m2
H2=G21m1+G22m2
where G11, G12, G21, G22 are the process transfer functions,m1 and m2 are the inputs, H1 and H2 are the outputs.
III. MATHEMATICAL MODELING:
Consider two interacting tanks as shown in Figure 3. The interaction is caused by a manually controlled
valve. When the valve is closed the two tanks do not interact with each other. But when it is open they interact
with each other thereby affecting the performance of both the tanks.
Figure 3: Two Tank Interacting System
Where Q and Q3 denotes the inflow to the tanks 1 and 2 in l/hour, Q2 and Q4 denotes the flow in l/hour,
A1 and A2 denotes the area of the tanks in cm2
,H1 and H2 denotes the level of liquid in the tank in cm, R1,R2 and
R3 are the resistances to the flow of liquid.
Using the law of conservation of mass,
Rate of accumulation= mass flow in – mass flow out.
We can derive the equation for tank 1 when there is no interaction as follows:
31
1 1
(s)
(s) 1 (s)
RH
Q 


Similarly, we obtain the equation for tank 2 as:
2 2
2 2
(s)
(s) 1 (s)
H R
Q 


The equation showing the interaction from tank 1 to tank 2 is as follows:
Development Of Decentralized Controller Based…
www.theijes.com The IJES Page 12
2 1 2
2
1 2 2 1 2 1
(s)
(s) 1 s s s
H R R
Q A R s    

   
Similarly the equation showing the interaction from tank 2 to tank 1 can be derived as given below:
31
2
3 4 2 3 3 3 4
(s)
(s) 1 ( ) s
RH
Q s A R   

    
IV. CONTROLLER DESIGN:
4.1 Gain and phase margin method [1]:
The gain increment is required at the frequency where phase is 180˚ and the phase increment is
required at the frequency where amplitude is 0 dB. The frequency where phase crosses 180˚ is called the phase
crossover and the frequency where the amplitude crosses the 0dB point is called the gain crossover. Gain and
phase margins are measures of stability for a feedback system, though often only phase margin is used rather
than both. Based on the magnitude response of the loop gain, |Aβ|, gain margin is the difference between unity
and |Aβ (ω180°)| where 180° is the frequency at which the loop gain phase, Aβ, is -180°. Phase margin is the
phase difference between Aβ (ω 0dB) and -180° where ω 0dB is the frequency at which |Aβ| is unity. A target
phase margin of 60° is highly desirable in feedback amplifier design as a trade off between loop stability and
settling time in the transient response. Typically, the minimum acceptable phase margin is 45°.
4.2 Design of decoupler [2]:
Most control systems are complex and multi-variable, i.e. they consist of several measurement signals
and control signals, and there are often complicated couplings between the different signals. In interacting
systems, any change in any of the input affects the all outputs. And the amount of interaction depends on the
process parameters. This interaction cannot be reduced using single control loop. To completely eliminate the
interaction between the outputs and set points, cross- controllers (decoupler) is used. This decoupler will reduce
the interaction in MIMO systems to zero. This can be done by choosing the following for decouplers.
4.3 Model reduction [4]:
A FOPDT model often reasonably describes the process gain, overall time constant and effective dead
time of higher order processes. Here a FOPDT model Iii(s) of each element hii(s) of H(s) is obtained as below
(s)
(s)e
(s)
(s) 1
iiL
ii
ii
ii
k
I
T



Development Of Decentralized Controller Based…
www.theijes.com The IJES Page 13
Where i= 1, 2. Three unknown parameters are to be determined to find the FOPDT model. Here we use
frequency response fitting at two points ω=0 and ω=ωcii, where ωcii is the phase cross over frequency. As a result
the parameters can be calculated using the following equations:
2
2 2
1
(s) h (0)
(s) | h (j ) |
(s)
| h (j ) |
tan ( T )
(s)
ii ii
ii ii cii
ii
ii cii cii
cii ii
ii
cii ii
K
K
T
L
T

 
 





 

The reduced models obtained are as follows:
4.15
11
41.9
(s)
.3663 1
s
e
I
s



15.06
22
37.6
(s)
.2929 1
s
e
I
s



4.4 Design of proportional integral controller [3], [6]:
The gain and phase margins (GPM) are typical loop specifications associated with the frequency
response. The GPMs have always served as important measures of robustness. It is known from classical control
that phase margin is related to the damping of the system, and can therefore also serve as a performance
measure. The controller design methods to satisfy the criteria are not new and therefore they are used widely.
Here simple formulas are used to design the PI controller to meet user defined GPM specification.
.
K K (sT 1)
(s) K (s) (s)
sT (sT 1)
pii ii lii Lii
ii ii
lii ii
I e



Where,
2
1
K
4 1
(2 )
pii ii
pii
mii ii
pii ii
lii pii
ii
T
A K
L
T
T






  
1
(A 1)
2
(A 1)
mii mii mii
pii
mii ii
A
L
 

 


V. RESULTS AND DISCUSSION:
This section presents the results obtained using a decentralized PI controller based on gain and phase
margin specification for the TITO process. First, a decoupler is designed for the original system and the reduced
model is obtained for the decoupled system. The controller parameters are estimated using gain and phase
margin specifications, and we obtain well tuned parameters. When compared with the conventional method, the
gain and phase margin specifications are met with minimal errors. The implementation of the interacting system,
the decoupled system using conventional method and the decoupled system using GPM method are done in
MATLAB Simulink and the various responses are obtained.When two interacting systems interact with one
another the input to one system affects the output of the other as shown below in figure 4.1.1. It shows the
response of the interacting systems, that is even though the input to the second system is 0, from the graph it is
clear that the output of the system is not 0. From the graph it is observed that there is an output, which is due to
the interaction between the two systems.
Development Of Decentralized Controller Based…
www.theijes.com The IJES Page 14
1. interacting system: m1=5,
m2=0
1.1 Response:
2.Decoupled system: 2.2 Response:
3.Decoupled system:GPM
method
3.2. Response:
Figure 4:Block diagrams and Responses of interacting systems in MATLAB Simulink
The figure 4.2 given above shows the block diagram of the decoupled system. Here the controller is designed
using a conventional method. The method employed here is the Zeigler Nichol’s method.
The tuning method employed here is Zeigler Nichol’s tuning method. The controller tuned using this
method has some inherent defects such as it will cause undershoots and overshoots in the response. Another
disadvantage is that the settling time required is more. The figure 4.2.1 shows the response of the decoupled
system using conventional method. It is shown in the figure that the interaction between the two systems has
been eliminated and the objective has been achieved. The figure 4.3 shown is the block diagram of the PI
controller designed using gain and phase margin method. Here the interaction is completely eliminated, so is the
undershoot and overshoot. Thus it is clear that this method is far better than the conventional method. Figure
4.3.2 shows the response of the system without interaction. Here the input to the system 1 is 10 and the input to
system 2 is 20. Thus it is clear that interaction is completely eliminated and that there is no undershoot and
Development Of Decentralized Controller Based…
www.theijes.com The IJES Page 15
overshoot compared to other methods. Hence it can be said that tuning using gain and phase margin
specifications reduces or eliminates the prevalent disadvantages of the conventional methods.
VI. CONCLUSION AND FUTURE WORK:
A decentralized PI controller design method is proposed for two interacting processes. First a decoupler
is designed for the original system and the reduced model is obtained for the decoupled systems. The gain and
phase margin specifications are utilized to get well tuned parameters of the PI controller. The system considered
is a TITO process in which the level is coupled with the flow. The transfer function for the system is determined
and the decoupler is also designed. The decoupler is designed to reduce the interaction. From the obtained
results it is clear that the proposed method is far better than the other prevailing methods as it reduces the
settling time, overshoot, undershoot and the errors to a great extent.
REFERENCES:
[1] D.K. Maghade, B.M Patre. “Decentralized PI/PID controllers based on gain and phase margin specifications for TITO processes”
ISA Transactions 51 (2012) 550-558.
[2] Tavakoli S, Griffin I, Fleming PJ. “Tuning of decentralised PI (PID) controllers for TITO processes”. Control Engineering Practice
2006; 14:1069–80.
[3] Kaya I. Tuning PI controllers for stable processes with specifications on gain and phase margins. ISA Transactions 2004; 43:297–
304.
[4] Dougherty D, Cooper D. “A practical multiple model adaptive strategy for single-loop MPC.”Control Engineering Practice 2003;
11(4):141–59.
[5] De Paor AnnraoiM, O’Malley Mark. “Controllers of Ziegler–Nichols type for unstable processes.” Internat J Control 1989;
49:1273–84.
[6] Franklin GF, Powell JD, Naeini AE. “Feedback control of dynamics systems.”Workingham (UK): Addison-Wesley; 1986.

More Related Content

What's hot

Design and Control of a Hydraulic Servo System and Simulation Analysis
Design and Control of a Hydraulic Servo System and Simulation AnalysisDesign and Control of a Hydraulic Servo System and Simulation Analysis
Design and Control of a Hydraulic Servo System and Simulation AnalysisIJMREMJournal
 
Control Systems Basics
Control Systems BasicsControl Systems Basics
Control Systems BasicsJohn Todora
 
Modern Control - Lec 06 - PID Tuning
Modern Control - Lec 06 - PID TuningModern Control - Lec 06 - PID Tuning
Modern Control - Lec 06 - PID TuningAmr E. Mohamed
 
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENTEHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENTcsandit
 
Some important tips for control systems
Some important tips for control systemsSome important tips for control systems
Some important tips for control systemsmanish katara
 
1 s2.0-s167452641100161 x-main
1 s2.0-s167452641100161 x-main1 s2.0-s167452641100161 x-main
1 s2.0-s167452641100161 x-mainCristián Opazo
 
Basic Control System unit2
Basic Control System unit2Basic Control System unit2
Basic Control System unit2Asraf Malik
 
Study of PID Controllers to Load Frequency Control Systems with Various Turbi...
Study of PID Controllers to Load Frequency Control Systems with Various Turbi...Study of PID Controllers to Load Frequency Control Systems with Various Turbi...
Study of PID Controllers to Load Frequency Control Systems with Various Turbi...IJERA Editor
 
Cascade control presentation
Cascade control presentationCascade control presentation
Cascade control presentationInara Ahmadova
 
Design of multiloop controller for
Design of multiloop controller forDesign of multiloop controller for
Design of multiloop controller forijsc
 
PID Tuning using Ziegler Nicholas - MATLAB Approach
PID Tuning using Ziegler Nicholas - MATLAB ApproachPID Tuning using Ziegler Nicholas - MATLAB Approach
PID Tuning using Ziegler Nicholas - MATLAB ApproachWaleed El-Badry
 
Control configuration in digital control
Control configuration in digital controlControl configuration in digital control
Control configuration in digital controlAshvani Shukla
 
cascade and ratio control word doc
cascade and ratio control word doccascade and ratio control word doc
cascade and ratio control word docUmer Farooq
 
Cascade control of superheated steam temperature with neuro PID controller
Cascade control of superheated steam temperature with neuro PID controllerCascade control of superheated steam temperature with neuro PID controller
Cascade control of superheated steam temperature with neuro PID controllerISA Interchange
 
Direct Torque Control: Stator Flux Regulation Improvement at Low Speed
Direct Torque Control: Stator Flux Regulation Improvement at Low SpeedDirect Torque Control: Stator Flux Regulation Improvement at Low Speed
Direct Torque Control: Stator Flux Regulation Improvement at Low SpeedTELKOMNIKA JOURNAL
 
Ch1 introduction to control
Ch1 introduction to controlCh1 introduction to control
Ch1 introduction to controlElaf A.Saeed
 
Ch2 mathematical modeling of control system
Ch2 mathematical modeling of control system Ch2 mathematical modeling of control system
Ch2 mathematical modeling of control system Elaf A.Saeed
 
Cascade control system
Cascade control systemCascade control system
Cascade control systemVedant Patel
 

What's hot (20)

Design and Control of a Hydraulic Servo System and Simulation Analysis
Design and Control of a Hydraulic Servo System and Simulation AnalysisDesign and Control of a Hydraulic Servo System and Simulation Analysis
Design and Control of a Hydraulic Servo System and Simulation Analysis
 
Control Systems Basics
Control Systems BasicsControl Systems Basics
Control Systems Basics
 
Modern Control - Lec 06 - PID Tuning
Modern Control - Lec 06 - PID TuningModern Control - Lec 06 - PID Tuning
Modern Control - Lec 06 - PID Tuning
 
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENTEHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
 
Some important tips for control systems
Some important tips for control systemsSome important tips for control systems
Some important tips for control systems
 
1 s2.0-s167452641100161 x-main
1 s2.0-s167452641100161 x-main1 s2.0-s167452641100161 x-main
1 s2.0-s167452641100161 x-main
 
Basic Control System unit2
Basic Control System unit2Basic Control System unit2
Basic Control System unit2
 
Study of PID Controllers to Load Frequency Control Systems with Various Turbi...
Study of PID Controllers to Load Frequency Control Systems with Various Turbi...Study of PID Controllers to Load Frequency Control Systems with Various Turbi...
Study of PID Controllers to Load Frequency Control Systems with Various Turbi...
 
Cascade control presentation
Cascade control presentationCascade control presentation
Cascade control presentation
 
B010511015
B010511015B010511015
B010511015
 
Basics of control system
Basics of control system Basics of control system
Basics of control system
 
Design of multiloop controller for
Design of multiloop controller forDesign of multiloop controller for
Design of multiloop controller for
 
PID Tuning using Ziegler Nicholas - MATLAB Approach
PID Tuning using Ziegler Nicholas - MATLAB ApproachPID Tuning using Ziegler Nicholas - MATLAB Approach
PID Tuning using Ziegler Nicholas - MATLAB Approach
 
Control configuration in digital control
Control configuration in digital controlControl configuration in digital control
Control configuration in digital control
 
cascade and ratio control word doc
cascade and ratio control word doccascade and ratio control word doc
cascade and ratio control word doc
 
Cascade control of superheated steam temperature with neuro PID controller
Cascade control of superheated steam temperature with neuro PID controllerCascade control of superheated steam temperature with neuro PID controller
Cascade control of superheated steam temperature with neuro PID controller
 
Direct Torque Control: Stator Flux Regulation Improvement at Low Speed
Direct Torque Control: Stator Flux Regulation Improvement at Low SpeedDirect Torque Control: Stator Flux Regulation Improvement at Low Speed
Direct Torque Control: Stator Flux Regulation Improvement at Low Speed
 
Ch1 introduction to control
Ch1 introduction to controlCh1 introduction to control
Ch1 introduction to control
 
Ch2 mathematical modeling of control system
Ch2 mathematical modeling of control system Ch2 mathematical modeling of control system
Ch2 mathematical modeling of control system
 
Cascade control system
Cascade control systemCascade control system
Cascade control system
 

Viewers also liked

The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
E0324020023
E0324020023E0324020023
E0324020023theijes
 
D0314023032
D0314023032D0314023032
D0314023032theijes
 
C03310013018
C03310013018C03310013018
C03310013018theijes
 
F0314041045
F0314041045F0314041045
F0314041045theijes
 
D032030035038
D032030035038D032030035038
D032030035038theijes
 
B03203005013
B03203005013B03203005013
B03203005013theijes
 
J0324056065
J0324056065J0324056065
J0324056065theijes
 
B032408010
B032408010B032408010
B032408010theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 

Viewers also liked (19)

The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
E0324020023
E0324020023E0324020023
E0324020023
 
D0314023032
D0314023032D0314023032
D0314023032
 
C03310013018
C03310013018C03310013018
C03310013018
 
F0314041045
F0314041045F0314041045
F0314041045
 
D032030035038
D032030035038D032030035038
D032030035038
 
B03203005013
B03203005013B03203005013
B03203005013
 
J0324056065
J0324056065J0324056065
J0324056065
 
B032408010
B032408010B032408010
B032408010
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 

Similar to C0325010015

Speed control of ward leonard layout system using h infinity optimal control
Speed control of ward leonard layout system using h  infinity optimal controlSpeed control of ward leonard layout system using h  infinity optimal control
Speed control of ward leonard layout system using h infinity optimal controlMustefa Jibril
 
Design and control of steam flow in cement production process using neural ne...
Design and control of steam flow in cement production process using neural ne...Design and control of steam flow in cement production process using neural ne...
Design and control of steam flow in cement production process using neural ne...Mustefa Jibril
 
Implementation of closed loop control technique for improving the performance...
Implementation of closed loop control technique for improving the performance...Implementation of closed loop control technique for improving the performance...
Implementation of closed loop control technique for improving the performance...IJERA Editor
 
A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...
A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...
A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...IRJET Journal
 
A Robust Fuzzy Logic Control of Two Tanks Liquid Level Process
A Robust Fuzzy Logic Control of Two Tanks Liquid Level ProcessA Robust Fuzzy Logic Control of Two Tanks Liquid Level Process
A Robust Fuzzy Logic Control of Two Tanks Liquid Level ProcessINFOGAIN PUBLICATION
 
Embedded fuzzy controller for water level control
Embedded fuzzy controller for water level control Embedded fuzzy controller for water level control
Embedded fuzzy controller for water level control IJECEIAES
 
IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...
IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...
IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...IRJET Journal
 
IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...
IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...
IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...IRJET Journal
 
Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...
Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...
Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...IRJET Journal
 
A new approach for Tuning of PID Load Frequency Controller of an Interconnect...
A new approach for Tuning of PID Load Frequency Controller of an Interconnect...A new approach for Tuning of PID Load Frequency Controller of an Interconnect...
A new approach for Tuning of PID Load Frequency Controller of an Interconnect...Editor IJMTER
 
Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594Venkat Mandadhi
 
Automation and Calibration for Discrete Transducer: A Survey
Automation and Calibration for Discrete Transducer: A SurveyAutomation and Calibration for Discrete Transducer: A Survey
Automation and Calibration for Discrete Transducer: A SurveyIRJET Journal
 
Digital Current Mode Controller for Buck Converter
Digital Current Mode Controller for Buck ConverterDigital Current Mode Controller for Buck Converter
Digital Current Mode Controller for Buck ConverterIJMREMJournal
 
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...Mustefa Jibril
 
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...Mustefa Jibril
 
Ijartes v2-i4-001
Ijartes v2-i4-001Ijartes v2-i4-001
Ijartes v2-i4-001IJARTES
 
Digital Voltage Control of DC-DC Boost Converter
Digital Voltage Control of DC-DC Boost ConverterDigital Voltage Control of DC-DC Boost Converter
Digital Voltage Control of DC-DC Boost ConverterIJERA Editor
 

Similar to C0325010015 (20)

Speed control of ward leonard layout system using h infinity optimal control
Speed control of ward leonard layout system using h  infinity optimal controlSpeed control of ward leonard layout system using h  infinity optimal control
Speed control of ward leonard layout system using h infinity optimal control
 
Design and control of steam flow in cement production process using neural ne...
Design and control of steam flow in cement production process using neural ne...Design and control of steam flow in cement production process using neural ne...
Design and control of steam flow in cement production process using neural ne...
 
Implementation of closed loop control technique for improving the performance...
Implementation of closed loop control technique for improving the performance...Implementation of closed loop control technique for improving the performance...
Implementation of closed loop control technique for improving the performance...
 
A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...
A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...
A New Control Method for the Multi-Area LFC System Based on Port-Hamiltonian ...
 
A Robust Fuzzy Logic Control of Two Tanks Liquid Level Process
A Robust Fuzzy Logic Control of Two Tanks Liquid Level ProcessA Robust Fuzzy Logic Control of Two Tanks Liquid Level Process
A Robust Fuzzy Logic Control of Two Tanks Liquid Level Process
 
Embedded fuzzy controller for water level control
Embedded fuzzy controller for water level control Embedded fuzzy controller for water level control
Embedded fuzzy controller for water level control
 
IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...
IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...
IRJET- Analysis of 3-Phase Induction Motor with High Step-Up PWM DC-DC Conver...
 
IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...
IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...
IRJET- Design and Analysis of Fuzzy and GA-PID Controllers for Optimized Perf...
 
Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...
Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...
Comparative Analysis of Different Controllers in Two–Area Hydrothermal Power ...
 
A new approach for Tuning of PID Load Frequency Controller of an Interconnect...
A new approach for Tuning of PID Load Frequency Controller of an Interconnect...A new approach for Tuning of PID Load Frequency Controller of an Interconnect...
A new approach for Tuning of PID Load Frequency Controller of an Interconnect...
 
On finite-time output feedback sliding mode control of an elastic multi-motor...
On finite-time output feedback sliding mode control of an elastic multi-motor...On finite-time output feedback sliding mode control of an elastic multi-motor...
On finite-time output feedback sliding mode control of an elastic multi-motor...
 
Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594
 
Automation and Calibration for Discrete Transducer: A Survey
Automation and Calibration for Discrete Transducer: A SurveyAutomation and Calibration for Discrete Transducer: A Survey
Automation and Calibration for Discrete Transducer: A Survey
 
Digital Current Mode Controller for Buck Converter
Digital Current Mode Controller for Buck ConverterDigital Current Mode Controller for Buck Converter
Digital Current Mode Controller for Buck Converter
 
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
 
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
Comparison of pid and mpc controllers for continuous stirred tank reactor (cs...
 
Ijartes v2-i4-001
Ijartes v2-i4-001Ijartes v2-i4-001
Ijartes v2-i4-001
 
Digital Voltage Control of DC-DC Boost Converter
Digital Voltage Control of DC-DC Boost ConverterDigital Voltage Control of DC-DC Boost Converter
Digital Voltage Control of DC-DC Boost Converter
 
Fulltext 1005224
Fulltext 1005224 Fulltext 1005224
Fulltext 1005224
 
IJRTER_KSK
IJRTER_KSKIJRTER_KSK
IJRTER_KSK
 

Recently uploaded

Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 

Recently uploaded (20)

Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 

C0325010015

  • 1. The International Journal Of Engineering And Science (IJES) ||Volume||3 ||Issue|| 2||Pages|| 10-15||2014|| ISSN(e): 2319 – 1813 ISSN(p): 2319 – 1805 www.theijes.com The IJES Page 10 Development of Decentralized Controller Based On Gain and Phase Margin for Interacting Processes Ria Maria Zacharia , 2, Dr. Sanjeevi Gandhi A 1, PG Student Department of Electronics and Instrumentation Engineering Karunya University, Coimbatore 2, Assistant Professor Department of Electronics and Instrumentation Engineering Karunya University, Coimbatore -----------------------------------------------------ABSTRACT----------------------------------------------------- The system under investigation is a two tank interacting process. The basic control principle of the two tank interacting system is to maintain a constant level of the liquid in the tank. In interacting systems a change in single parameters will affect all other loops. This paper aims at eliminating the interaction between TITO processes based on gain and phase margin specifications. In order to minimize the interaction between the loops decouplers are designed for the system. Then for each decoupled subsystem a first order plus dead time model is achieved based on frequency response fitting. For each reduced order decoupled subsystems an independent PI controller is designed so as to obtain the desired gain and phase margins. KEYWORDS: decentralized controller, model order reduction, interaction process,decoupled system. ---------------------------------------------------------------------------------------------------------------------------------------- Date of Submission: 15 February 2014 Date of Acceptance: 05 March 2014 --------------------------------------------------------------------------------------------------------------------------------------- I. INTRODUCTION The dynamics employed in many of the industries is MIMO dynamics along with interaction among input and output variables. The use of decentralized controllers has gained popularity because of its simple design, ease to tune, implement and maintain. In this paper SISO PI controller is used for controlling MIMO systems with interaction, which is mainly due to its simple structure and its ability to meet the control objectives. The presence of interaction makes the design and tuning of centralized multi loop controllers difficult as compared to the single loop controllers. Since the controllers interact with each other in centralized multi loop controllers, tuning of one loop cannot be done independently. There are many methods to eliminate or reduce the effects of loop interactions such as decoupling method, relay - auto tuning method, sequential loop closing method and independent loop method. All the above mentioned methods have many advantages but has certain inherent disadvantages thereby prompting us to make use of a better method. II. SYSTEM DESCRIPTION: 2.1 Two tank interacting system: Two tank interacting process as shown in Figure 1 is considered. It consists of two cylindrical tanks (Tank 1 and Tank 2), two independent pumps that delivers the liquid flow (m1 and m2) to Tank 1 and Tank 2. The two tanks; Tank 1 and Tank 2 are interconnected through a manually controlled valve at the bottom. Figure 1: Experimental Setup of a Two Tank interacting process
  • 2. Development Of Decentralized Controller Based… www.theijes.com The IJES Page 11 Here the two tank interacting process is considered as a two input two output (TITO) process in which level H1 in Tank1 and level H2 in Tank2 are considered as output variables and m1and m2 are considered as the respective manipulated variables. A change in a single parameter affects, in general all other loops as well. 2.2 Block diagram: Decentralized controllers can reduce the interaction to a great extent. Hence “n×n” Multivariable system requires “n” multi-loop controllers. Figure 2: Block diagram of the proposed method The basic closed loop block diagram of 2 X 2 system is shown in Figure 2. In an interacting system, G12 and G21 are not zero, but we can manipulate the controller signal so that the system appears (mathematically) to be decoupled. From the block diagram we can write, H1=G11m1+G12m2 H2=G21m1+G22m2 where G11, G12, G21, G22 are the process transfer functions,m1 and m2 are the inputs, H1 and H2 are the outputs. III. MATHEMATICAL MODELING: Consider two interacting tanks as shown in Figure 3. The interaction is caused by a manually controlled valve. When the valve is closed the two tanks do not interact with each other. But when it is open they interact with each other thereby affecting the performance of both the tanks. Figure 3: Two Tank Interacting System Where Q and Q3 denotes the inflow to the tanks 1 and 2 in l/hour, Q2 and Q4 denotes the flow in l/hour, A1 and A2 denotes the area of the tanks in cm2 ,H1 and H2 denotes the level of liquid in the tank in cm, R1,R2 and R3 are the resistances to the flow of liquid. Using the law of conservation of mass, Rate of accumulation= mass flow in – mass flow out. We can derive the equation for tank 1 when there is no interaction as follows: 31 1 1 (s) (s) 1 (s) RH Q    Similarly, we obtain the equation for tank 2 as: 2 2 2 2 (s) (s) 1 (s) H R Q    The equation showing the interaction from tank 1 to tank 2 is as follows:
  • 3. Development Of Decentralized Controller Based… www.theijes.com The IJES Page 12 2 1 2 2 1 2 2 1 2 1 (s) (s) 1 s s s H R R Q A R s          Similarly the equation showing the interaction from tank 2 to tank 1 can be derived as given below: 31 2 3 4 2 3 3 3 4 (s) (s) 1 ( ) s RH Q s A R          IV. CONTROLLER DESIGN: 4.1 Gain and phase margin method [1]: The gain increment is required at the frequency where phase is 180˚ and the phase increment is required at the frequency where amplitude is 0 dB. The frequency where phase crosses 180˚ is called the phase crossover and the frequency where the amplitude crosses the 0dB point is called the gain crossover. Gain and phase margins are measures of stability for a feedback system, though often only phase margin is used rather than both. Based on the magnitude response of the loop gain, |Aβ|, gain margin is the difference between unity and |Aβ (ω180°)| where 180° is the frequency at which the loop gain phase, Aβ, is -180°. Phase margin is the phase difference between Aβ (ω 0dB) and -180° where ω 0dB is the frequency at which |Aβ| is unity. A target phase margin of 60° is highly desirable in feedback amplifier design as a trade off between loop stability and settling time in the transient response. Typically, the minimum acceptable phase margin is 45°. 4.2 Design of decoupler [2]: Most control systems are complex and multi-variable, i.e. they consist of several measurement signals and control signals, and there are often complicated couplings between the different signals. In interacting systems, any change in any of the input affects the all outputs. And the amount of interaction depends on the process parameters. This interaction cannot be reduced using single control loop. To completely eliminate the interaction between the outputs and set points, cross- controllers (decoupler) is used. This decoupler will reduce the interaction in MIMO systems to zero. This can be done by choosing the following for decouplers. 4.3 Model reduction [4]: A FOPDT model often reasonably describes the process gain, overall time constant and effective dead time of higher order processes. Here a FOPDT model Iii(s) of each element hii(s) of H(s) is obtained as below (s) (s)e (s) (s) 1 iiL ii ii ii k I T   
  • 4. Development Of Decentralized Controller Based… www.theijes.com The IJES Page 13 Where i= 1, 2. Three unknown parameters are to be determined to find the FOPDT model. Here we use frequency response fitting at two points ω=0 and ω=ωcii, where ωcii is the phase cross over frequency. As a result the parameters can be calculated using the following equations: 2 2 2 1 (s) h (0) (s) | h (j ) | (s) | h (j ) | tan ( T ) (s) ii ii ii ii cii ii ii cii cii cii ii ii cii ii K K T L T              The reduced models obtained are as follows: 4.15 11 41.9 (s) .3663 1 s e I s    15.06 22 37.6 (s) .2929 1 s e I s    4.4 Design of proportional integral controller [3], [6]: The gain and phase margins (GPM) are typical loop specifications associated with the frequency response. The GPMs have always served as important measures of robustness. It is known from classical control that phase margin is related to the damping of the system, and can therefore also serve as a performance measure. The controller design methods to satisfy the criteria are not new and therefore they are used widely. Here simple formulas are used to design the PI controller to meet user defined GPM specification. . K K (sT 1) (s) K (s) (s) sT (sT 1) pii ii lii Lii ii ii lii ii I e    Where, 2 1 K 4 1 (2 ) pii ii pii mii ii pii ii lii pii ii T A K L T T          1 (A 1) 2 (A 1) mii mii mii pii mii ii A L        V. RESULTS AND DISCUSSION: This section presents the results obtained using a decentralized PI controller based on gain and phase margin specification for the TITO process. First, a decoupler is designed for the original system and the reduced model is obtained for the decoupled system. The controller parameters are estimated using gain and phase margin specifications, and we obtain well tuned parameters. When compared with the conventional method, the gain and phase margin specifications are met with minimal errors. The implementation of the interacting system, the decoupled system using conventional method and the decoupled system using GPM method are done in MATLAB Simulink and the various responses are obtained.When two interacting systems interact with one another the input to one system affects the output of the other as shown below in figure 4.1.1. It shows the response of the interacting systems, that is even though the input to the second system is 0, from the graph it is clear that the output of the system is not 0. From the graph it is observed that there is an output, which is due to the interaction between the two systems.
  • 5. Development Of Decentralized Controller Based… www.theijes.com The IJES Page 14 1. interacting system: m1=5, m2=0 1.1 Response: 2.Decoupled system: 2.2 Response: 3.Decoupled system:GPM method 3.2. Response: Figure 4:Block diagrams and Responses of interacting systems in MATLAB Simulink The figure 4.2 given above shows the block diagram of the decoupled system. Here the controller is designed using a conventional method. The method employed here is the Zeigler Nichol’s method. The tuning method employed here is Zeigler Nichol’s tuning method. The controller tuned using this method has some inherent defects such as it will cause undershoots and overshoots in the response. Another disadvantage is that the settling time required is more. The figure 4.2.1 shows the response of the decoupled system using conventional method. It is shown in the figure that the interaction between the two systems has been eliminated and the objective has been achieved. The figure 4.3 shown is the block diagram of the PI controller designed using gain and phase margin method. Here the interaction is completely eliminated, so is the undershoot and overshoot. Thus it is clear that this method is far better than the conventional method. Figure 4.3.2 shows the response of the system without interaction. Here the input to the system 1 is 10 and the input to system 2 is 20. Thus it is clear that interaction is completely eliminated and that there is no undershoot and
  • 6. Development Of Decentralized Controller Based… www.theijes.com The IJES Page 15 overshoot compared to other methods. Hence it can be said that tuning using gain and phase margin specifications reduces or eliminates the prevalent disadvantages of the conventional methods. VI. CONCLUSION AND FUTURE WORK: A decentralized PI controller design method is proposed for two interacting processes. First a decoupler is designed for the original system and the reduced model is obtained for the decoupled systems. The gain and phase margin specifications are utilized to get well tuned parameters of the PI controller. The system considered is a TITO process in which the level is coupled with the flow. The transfer function for the system is determined and the decoupler is also designed. The decoupler is designed to reduce the interaction. From the obtained results it is clear that the proposed method is far better than the other prevailing methods as it reduces the settling time, overshoot, undershoot and the errors to a great extent. REFERENCES: [1] D.K. Maghade, B.M Patre. “Decentralized PI/PID controllers based on gain and phase margin specifications for TITO processes” ISA Transactions 51 (2012) 550-558. [2] Tavakoli S, Griffin I, Fleming PJ. “Tuning of decentralised PI (PID) controllers for TITO processes”. Control Engineering Practice 2006; 14:1069–80. [3] Kaya I. Tuning PI controllers for stable processes with specifications on gain and phase margins. ISA Transactions 2004; 43:297– 304. [4] Dougherty D, Cooper D. “A practical multiple model adaptive strategy for single-loop MPC.”Control Engineering Practice 2003; 11(4):141–59. [5] De Paor AnnraoiM, O’Malley Mark. “Controllers of Ziegler–Nichols type for unstable processes.” Internat J Control 1989; 49:1273–84. [6] Franklin GF, Powell JD, Naeini AE. “Feedback control of dynamics systems.”Workingham (UK): Addison-Wesley; 1986.