CHE 185 – PROCESS CONTROL AND DYNAMICS PID CONTROL APPLIED TO MIMO PROCESSES.
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Transcript of CHE 185 – PROCESS CONTROL AND DYNAMICS PID CONTROL APPLIED TO MIMO PROCESSES.
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• COMPARISON BETWEEN CENTRALIZED AND DECENTRALIZED CONTROL
• DECENTRALIZED (MULTILOOP) CONTROL HAS SEVERAL SINGLE LOOP CONTROLS IN PARALLEL FOR A SINGLE PROCESS. REACTION SYSTEM EXAMPLE:
LC
AC
TC
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• THE ALTERNATE TO THIS APPROACH IS CENTRALIZED (COORDINATED) CONTROL AND FOR THE SAME SYSTEM IT WOULD LOOK LIKE:
CONTROLLERA
T L
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• THERE ARE SPECIFIC ADVANTAGES TO WORKING WITH SINGLE INPUT SINGLE OUTPUT (SISO) LOOPS BECAUSE THEY CAN BE TUNED AND OPTIMIZED INDEPENDENTLY
• THE INTERACTIONS (COUPLING) CAN TAKE PLACE THROUGH THE PROCESS– FOR THE EXAMPLE SYSTEM , THE COMPOSITION MIGHT
BE AFFECTED BY TEMPERATURE CONTROL BECAUSE THE TEMPERATURE AFFECTS THE REACTION RATE
– SIMILARLY, TEMPERATURE MIGHT AFFECT THE MEDIA DENSITY, WHICH COULD HAVE SOME IMPACT ON THE RESIDENCE TIME IN THE UNIT AND THE LEVEL CONTROL
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• THERE ARE SPECIFIC ADVANTAGES TO WORKING WITH SINGLE INPUT SINGLE OUTPUT (SISO) LOOPS BECAUSE THEY CAN BE TUNED AND OPTIMIZED INDEPENDENTLY
• THE INTERACTIONS (COUPLING) CAN TAKE PLACE THROUGH THE PROCESS– FOR THE EXAMPLE SYSTEM , THE COMPOSITION MIGHT
BE AFFECTED BY TEMPERATURE CONTROL BECAUSE THE TEMPERATURE AFFECTS THE REACTION RATE
– SIMILARLY, TEMPERATURE MIGHT AFFECT THE MEDIA DENSITY, WHICH COULD HAVE SOME IMPACT ON THE RESIDENCE TIME IN THE UNIT AND THE LEVEL CONTROL
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• MIMO REFERS TO THE GENERAL CONFIGURATION OF THE CONTROL SYSTEM WITH MULTIPLE INPUTS AND OUTPUTS
• CONSIDER THE SYSTEM SHOWN AS FIGURE 15.1.1
EXAMPLE OF A 2×2 MIMO PROCESS
• TWO INPUTS: SETPOINTS FOR FLOW CONTROLLER ON STEAM AND REFLUX.
• TWO OUTPUTS: COMPOSITION OF PRODUCTS B AND D
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• THE STEADY STATE TRANSFER FUNCTION FOR THIS COMBINED SYSTEM CAN BE EXPRESS AS:
• STEADY STATE COUPLING– THE RELATIVE GAIN ARRAY (RGA) IS A MATRIX OF THE
GAINS AND PROVIDES A MEASURE OF THE STEADY-STATE EFFECTS OF COUPLING
– FOR THE 2X2 SYSTEM ABOVE:
Y s
Y s
G s G s
G s G s
C s
C s1
2
11 12
21 22
1
2
( )
( )
( ) ( )
( ) ( )
( )
( )
RGA
11 12
21 22
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• THE Λ TERMS HAVE THE FOLLOWING VALUES AS PARTIAL FUNCTIONS
• THE RELATIVE GAIN ARRAY (RGA) REPRESENTS THE PROCESS GAIN WITHOUT COUPLING RELATIVE TO THE PROCESS GAIN WITH COUPLING
11
1
1
1
1
12
1
2
1
2
21
2
1
2
1
22
2
2
2
2
2
2
1
2
2
1
1
1
Y
C
YC
Y
C
YC
Y
C
YC
Y
C
YC
C
Y
C
Y
C
Y
C
Y
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• EVALUATION OF EACH OF THE TERMS IN THE RGA HELPS DETERMINE THE DEGREE OF COUPLING
• AS THE VALUE FOR THE TERM → 0, THERE IS LESS INTERACTION, COUPLING INCREASES AS THE VALUE INCREASES.
• EXAMPLES OF INTERACTION ARE SHOWN IN THE TABLE ON THE NEXT SLIDE
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• THE STEADY STATE GAIN MATRIX FOR THE 2X2 SYSTEM IS:
• THE TWO CONTROLLERS MUST BE TUNED SIMULTANEOUSLY TO ACHIEVE STABILITY AND PERFORMANCE
• .THE VALUES OF THE MANIPULATED VARIABLES THAT MEET CONTROL VARIABLE TARGETS MUST BE DETERMINED SIMULTANEOUSLY
• .AS THE INTERACTION INCREASES, THE SYSTEM BECOMES MORE MULTIVARIANT AND LESS SINGLE VARIABLE
KK K
K K
11 12
21 22
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• OTHER RGA CHARACTERISTICS• VALUES ARE SCALE INDEPENDENT - SO WILL BE
CORRECT AS LONG AS UNITS ARE CONSISTENT FOR ALL TERMS
• AS SHOWN IN EQUATION 13.2, THE VALUES CAN BE DETERMINED FROM THE OPEN LOOP DATA.
• OTHER TERMS CAN BE EVALUATED BY TAKING ADVANTAGE OF THE FACT THAT THE RGA ROWS AND COLUMNS MUST SUM TO ZERO.
• RELATIVE GAIN TERMS CAN BE VERY SENSITIVE TO ERRORS IN THE GAIN CALCULATION
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• DYNAMIC FACTORS IN CONFIGURATION SELECTION
• THE RGA VALUES DISCUSSED ABOVE ARE FOR SYSTEMS WITH THE SAME DYNAMIC BEHAVIOR
• WHEN ONE OF THE LOOPS HAS FASTER OR SLOWER DYNAMICS THAN THE OTHERS, THE SELECTION OF PAIRINGS CAN BE CHANGED
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• A FAST LOOP COUPLED WITH A SLOW LOOP CAN BE TUNED AS THOUGH IT IS A SINGLE LOOP CONTROLLER WITHOUT INTERACTION
• FOR A SLOW LOOP, THE TUNING CAN BE ADJUSTED BY MULTIPLYING THE SINGLE LOOP CONTROLLER GAIN BY THE APPROPRIATE λ TERM IN THE RGA - THUS PROVIDING A BIAS FOR THE GAIN
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• WHEN LOOPS HAVE SIMILAR DYNAMICS, BOTH LOOPS NEED TO BE DETUNED FROM THEIR SINGLE LOOP SETTINGS
• MANUAL TUNING IS RECOMMENDED• WORKSHOP #14 IN THE CONTROL STATION
PACKAGE IS AN EXAMPLE OF THIS SITUATION.
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• SENSITIVITY TO DISTURBANCES• PROCESS VARIABLES HAVE DIFFERENT
RESPONSES TO VARIOUS TYPES OF DISTURBANCES– EXAMPLE 15.3 IN BOOK LOOKS AT
DISTILLATION COLUMN DYNAMICS FOR VARIOUS CONFIGURATIONS
– THE RESPONSES MAY NOT BE THE SAME FOR ALL TYPES OF DISTURBANCES, COMPOSITION VS. FLOW FOR DISTILLATION COLUMNS
PID FOR MULTIPLE INPUT/MULTIPLE OUTPUT (MIMO) SYTEMS
• DECOUPLERS• DECOUPLING IS APPLIED WHEN THERE ARE
TWO SIGNIFICANT OUTPUTS THAT HAVE EQUAL IMPORTANCE AND WHICH ARE NEGATIVELY AFFECTED BY COUPLING
• METHODS TO DECOUPLE THE VARIABLES INCLUDE– ALTERING THE MANIPULATED VARIABLES– ALTERING THE CONTROLLED VARIABLES– ALTERING THE FEEDBACK CONTROL
CALCULATION