SlideShare a Scribd company logo
1 of 15
ANALYSIS OF
MULTIVARIABLE SYSTEM
Keul Patil 61
Abhinu Paika 58
Soham Channa 13
ShrikantChandan 12
Stability
■ The characteristic equation of the open loop or closed loop
equation helps us in finding the stability , damping and speed
response of the system
Niederlinski Index
■ A fairly useful stability analysis method is the Niederlinski index. It can
be used to eliminate unworkable pairings of variables at an early stage
in the design.
■ The settings of the controllers do not have to be known, but it applies
only when integral action is used in all loops. It uses only the steady
state gains of the process transfer function matrix.
■ The method is a “necessary but not sufficient condition” for stability of
a closedloop system with integral action. If the index is negative, the
system will be unstable for any controller settings (this is called
“integral instability”). If the index is positive, the system may or may
not be stable.
■ Some of the earliest work in multivariable control involved the
use of decouplers to remove the interaction between the
loops.
■ The decoupling matrix Qt9, is chosen such that each loop does
not affect the others.The decoupling element D, can be
selected in a number of ways.
■ One of the most straightforward is to set D11 = D22 = 1 and
design the D12 and D21 elements so that they cancel the
effect of each manipulated variable in the other loop.
Relative gain matrix
■ The RGA is a matrix of numbers.The ijth element in the array
is called fiij.
■ It is the ratio of the steadystate gain between the ith
controlled variable and the jth manipulated variable when all
other manipulated variables are constant, divided by the
steady state gain between the same two variables when all
other controlled variables are constant.
Robustness
■ The design of a controller depends on a model of the process.
■ If the controller is installed on a process whose parameters are not
exactly the same as the modelused to design the controller.
■ The parameters of any industrial process always change somewhat
due to nonlinearities, changes in operating conditions, etc.
■ If a control system is tolerant to changes in process parameters, it
is called “robust.”
Doyle-stein criterion
■ For multivariable systems, the Doyle-
Stein criterion for robustness is very similar
to the reciprocal plot discussed.
■ The minimum singular value of the matrix is plotted
as a function of frequency o.This gives a measure of
the robustness of a closed-loop multivariable
system.
■ The peak in this curve, the maximum closed-loop log
modulus is a measure of the damping coefficient of the
system.
■ The higher the peak, the more under-
damped the system and the less margin for
changes in parameter values.
■ Thus, in SISO systems the peak in the closed-loop log
modulus curve is a measure of robustness.
Analysis of Multivariable System.

More Related Content

What's hot

Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...
Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...
Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...Waqas Tariq
 
Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...
Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...
Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...rinzindorjej
 
SLIDING MODE CONTROL AND ITS APPLICATION
SLIDING MODE CONTROL AND ITS APPLICATIONSLIDING MODE CONTROL AND ITS APPLICATION
SLIDING MODE CONTROL AND ITS APPLICATIONBindutesh Saner
 

What's hot (6)

Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...
Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...
Design and Implementation of Sliding Mode Algorithm: Applied to Robot Manipul...
 
Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...
Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...
Adaptive Type-2 Fuzzy Second Order Sliding Mode Control for Nonlinear Uncerta...
 
ME-314- Control Engineering - Week 01
ME-314- Control Engineering - Week 01ME-314- Control Engineering - Week 01
ME-314- Control Engineering - Week 01
 
Control system unit(1)
Control system unit(1)Control system unit(1)
Control system unit(1)
 
K10620 digvijay
K10620 digvijayK10620 digvijay
K10620 digvijay
 
SLIDING MODE CONTROL AND ITS APPLICATION
SLIDING MODE CONTROL AND ITS APPLICATIONSLIDING MODE CONTROL AND ITS APPLICATION
SLIDING MODE CONTROL AND ITS APPLICATION
 

Similar to Analysis of Multivariable System.

Flexible structure control a strategy for releasing input constraints
Flexible structure control a strategy for releasing input constraintsFlexible structure control a strategy for releasing input constraints
Flexible structure control a strategy for releasing input constraintsISA Interchange
 
18EE81_PSOC_8th Semester.pptx
18EE81_PSOC_8th Semester.pptx18EE81_PSOC_8th Semester.pptx
18EE81_PSOC_8th Semester.pptxVinayAS13
 
CONTROL SYSTEMS.pptx
CONTROL SYSTEMS.pptxCONTROL SYSTEMS.pptx
CONTROL SYSTEMS.pptxEEEACEEC
 
Control System Design
Control System DesignControl System Design
Control System DesignHitesh Sharma
 
IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...
IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...
IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...IRJET Journal
 
Clase 01-introduccion-a-la-ing-control (1)
Clase 01-introduccion-a-la-ing-control (1)Clase 01-introduccion-a-la-ing-control (1)
Clase 01-introduccion-a-la-ing-control (1)ronald sanchez
 
Closed loop control of converter fed motor
Closed loop control of converter fed motorClosed loop control of converter fed motor
Closed loop control of converter fed motorRishabh Dutt Shukla
 
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
 
Comparative Analysis of Pso-Pid and Hu-Pid
Comparative Analysis of Pso-Pid and Hu-PidComparative Analysis of Pso-Pid and Hu-Pid
Comparative Analysis of Pso-Pid and Hu-PidIJERA Editor
 
A robust dlqg controller for damping of sub synchronous oscillations in a ser...
A robust dlqg controller for damping of sub synchronous oscillations in a ser...A robust dlqg controller for damping of sub synchronous oscillations in a ser...
A robust dlqg controller for damping of sub synchronous oscillations in a ser...eSAT Journals
 
A robust dlqg controller for damping of sub synchronous oscillations in a se...
A robust dlqg controller for damping of sub  synchronous oscillations in a se...A robust dlqg controller for damping of sub  synchronous oscillations in a se...
A robust dlqg controller for damping of sub synchronous oscillations in a se...eSAT Publishing House
 
PE-3032_Lecture_01.pptx
PE-3032_Lecture_01.pptxPE-3032_Lecture_01.pptx
PE-3032_Lecture_01.pptxgeremu2
 
Auto tuning of cascade control systems
Auto tuning of cascade control systemsAuto tuning of cascade control systems
Auto tuning of cascade control systemsISA Interchange
 
Advanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle Actuators
Advanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle ActuatorsAdvanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle Actuators
Advanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle Actuatorsmanikuty123
 
Ch5 transient and steady state response analyses(control)
Ch5  transient and steady state response analyses(control)Ch5  transient and steady state response analyses(control)
Ch5 transient and steady state response analyses(control)Elaf A.Saeed
 
L-5 Introduction to robust control.pdf
L-5 Introduction to robust control.pdfL-5 Introduction to robust control.pdf
L-5 Introduction to robust control.pdfssusercdfd621
 

Similar to Analysis of Multivariable System. (20)

Flexible structure control a strategy for releasing input constraints
Flexible structure control a strategy for releasing input constraintsFlexible structure control a strategy for releasing input constraints
Flexible structure control a strategy for releasing input constraints
 
18EE81_PSOC_8th Semester.pptx
18EE81_PSOC_8th Semester.pptx18EE81_PSOC_8th Semester.pptx
18EE81_PSOC_8th Semester.pptx
 
CONTROL SYSTEMS.pptx
CONTROL SYSTEMS.pptxCONTROL SYSTEMS.pptx
CONTROL SYSTEMS.pptx
 
Control System Design
Control System DesignControl System Design
Control System Design
 
IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...
IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...
IRJET- Excitation Control of Synchronous Generator using a Fuzzy Logic based ...
 
Clase 01-introduccion-a-la-ing-control (1)
Clase 01-introduccion-a-la-ing-control (1)Clase 01-introduccion-a-la-ing-control (1)
Clase 01-introduccion-a-la-ing-control (1)
 
Closed loop control of converter fed motor
Closed loop control of converter fed motorClosed loop control of converter fed motor
Closed loop control of converter fed motor
 
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...
 
Comparative Analysis of Pso-Pid and Hu-Pid
Comparative Analysis of Pso-Pid and Hu-PidComparative Analysis of Pso-Pid and Hu-Pid
Comparative Analysis of Pso-Pid and Hu-Pid
 
A robust dlqg controller for damping of sub synchronous oscillations in a ser...
A robust dlqg controller for damping of sub synchronous oscillations in a ser...A robust dlqg controller for damping of sub synchronous oscillations in a ser...
A robust dlqg controller for damping of sub synchronous oscillations in a ser...
 
A robust dlqg controller for damping of sub synchronous oscillations in a se...
A robust dlqg controller for damping of sub  synchronous oscillations in a se...A robust dlqg controller for damping of sub  synchronous oscillations in a se...
A robust dlqg controller for damping of sub synchronous oscillations in a se...
 
Control Systems
Control SystemsControl Systems
Control Systems
 
PE-3032_Lecture_01.pptx
PE-3032_Lecture_01.pptxPE-3032_Lecture_01.pptx
PE-3032_Lecture_01.pptx
 
Auto tuning of cascade control systems
Auto tuning of cascade control systemsAuto tuning of cascade control systems
Auto tuning of cascade control systems
 
PSOC-Swing Equation.pptx
PSOC-Swing Equation.pptxPSOC-Swing Equation.pptx
PSOC-Swing Equation.pptx
 
Shewhart Charts for Variables
Shewhart Charts for VariablesShewhart Charts for Variables
Shewhart Charts for Variables
 
Advanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle Actuators
Advanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle ActuatorsAdvanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle Actuators
Advanced Nonlinear PID-Based Antagonistic Control for Pneumatic Muscle Actuators
 
Ch5 transient and steady state response analyses(control)
Ch5  transient and steady state response analyses(control)Ch5  transient and steady state response analyses(control)
Ch5 transient and steady state response analyses(control)
 
L-5 Introduction to robust control.pdf
L-5 Introduction to robust control.pdfL-5 Introduction to robust control.pdf
L-5 Introduction to robust control.pdf
 
Control system
Control systemControl system
Control system
 

More from Shrikant Chandan

Instrumentation amplifier in heart beat monetering.
Instrumentation amplifier in heart beat monetering.Instrumentation amplifier in heart beat monetering.
Instrumentation amplifier in heart beat monetering.Shrikant Chandan
 
Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)Shrikant Chandan
 
Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)Shrikant Chandan
 
IOT Protocols For Industrial Application
IOT Protocols For Industrial ApplicationIOT Protocols For Industrial Application
IOT Protocols For Industrial ApplicationShrikant Chandan
 

More from Shrikant Chandan (6)

B11 sss final ppt
B11 sss final pptB11 sss final ppt
B11 sss final ppt
 
Instrumentation amplifier in heart beat monetering.
Instrumentation amplifier in heart beat monetering.Instrumentation amplifier in heart beat monetering.
Instrumentation amplifier in heart beat monetering.
 
Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)
 
Smart Lighting Using IOT
Smart Lighting Using IOTSmart Lighting Using IOT
Smart Lighting Using IOT
 
Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)Location mapping using python (jupyter nootbook)
Location mapping using python (jupyter nootbook)
 
IOT Protocols For Industrial Application
IOT Protocols For Industrial ApplicationIOT Protocols For Industrial Application
IOT Protocols For Industrial Application
 

Recently uploaded

Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)simmis5
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTbhaskargani46
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
Vivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design SpainVivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design Spaintimesproduction05
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college projectTonystark477637
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...SUHANI PANDEY
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01KreezheaRecto
 

Recently uploaded (20)

(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
Vivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design SpainVivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design Spain
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01
 

Analysis of Multivariable System.

  • 1. ANALYSIS OF MULTIVARIABLE SYSTEM Keul Patil 61 Abhinu Paika 58 Soham Channa 13 ShrikantChandan 12
  • 2.
  • 3. Stability ■ The characteristic equation of the open loop or closed loop equation helps us in finding the stability , damping and speed response of the system
  • 4. Niederlinski Index ■ A fairly useful stability analysis method is the Niederlinski index. It can be used to eliminate unworkable pairings of variables at an early stage in the design. ■ The settings of the controllers do not have to be known, but it applies only when integral action is used in all loops. It uses only the steady state gains of the process transfer function matrix. ■ The method is a “necessary but not sufficient condition” for stability of a closedloop system with integral action. If the index is negative, the system will be unstable for any controller settings (this is called “integral instability”). If the index is positive, the system may or may not be stable.
  • 5.
  • 6.
  • 7.
  • 8. ■ Some of the earliest work in multivariable control involved the use of decouplers to remove the interaction between the loops. ■ The decoupling matrix Qt9, is chosen such that each loop does not affect the others.The decoupling element D, can be selected in a number of ways. ■ One of the most straightforward is to set D11 = D22 = 1 and design the D12 and D21 elements so that they cancel the effect of each manipulated variable in the other loop.
  • 9.
  • 10. Relative gain matrix ■ The RGA is a matrix of numbers.The ijth element in the array is called fiij. ■ It is the ratio of the steadystate gain between the ith controlled variable and the jth manipulated variable when all other manipulated variables are constant, divided by the steady state gain between the same two variables when all other controlled variables are constant.
  • 11. Robustness ■ The design of a controller depends on a model of the process. ■ If the controller is installed on a process whose parameters are not exactly the same as the modelused to design the controller. ■ The parameters of any industrial process always change somewhat due to nonlinearities, changes in operating conditions, etc. ■ If a control system is tolerant to changes in process parameters, it is called “robust.”
  • 12. Doyle-stein criterion ■ For multivariable systems, the Doyle- Stein criterion for robustness is very similar to the reciprocal plot discussed. ■ The minimum singular value of the matrix is plotted as a function of frequency o.This gives a measure of the robustness of a closed-loop multivariable system.
  • 13.
  • 14. ■ The peak in this curve, the maximum closed-loop log modulus is a measure of the damping coefficient of the system. ■ The higher the peak, the more under- damped the system and the less margin for changes in parameter values. ■ Thus, in SISO systems the peak in the closed-loop log modulus curve is a measure of robustness.