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%%?State-space?MPC?set-up
%???SSMPC=MPCSETUP(ABCDPMQRX0U0)?returns?a?function?handle?for?a
%???state?space?model?predictive?control?for?the?state?space?model
%???x(k+1)?=?Ax(k)?+?Bu(k)
%???y(k)???=?Cx(k)?+?Du(k)
%???with?predictive?horizon?P?and?moving?horizon?M?performance?weights?of
%???output?Q?and?of?input?R?initial?state?X0?and?initial?control?U0.
%
%???SSMPC?is?the?online?controller?which?can?be?called?as?follows?
%
%???U?=?SSMPC(YREF)?returns?the?control?input?U?(nu?by?1)?according?to
%???current?measured?output?Y?(1?by?ny)?and?future?reference?REF?(nr?by
%???ny?nr>=1).?
%
%???The?MPC?minimize?the?following?performance?criterion:
%???J?=?min?Y‘QY?+?U‘RU
%
%???The?online?controller?is?implemented?as?a?nested?function?so?that?the
%???state?of?the?internal?model?can?be?kept?inside?of?the?function.?This
%???simplifies?the?input?and?output?interface?of?the?online?controller.
%???
%???the?expression?of?SSMPC:
%???SSMPC=MPCSETUP(ABCDPMQRX0U0);?

%%?Online?controller
%?The?returned?function?handle?from?the?MPC?setup?program?is?an?online
%?controller?SSMPC.?The?controller?is?called?by?proving?two?inputs:
%?current?measurement?Y?and?future?reference?Ref.?On?return?it?produces
%?the?optimal?input?U?for?next?step:
%?U?=?SSMPC(YRef)?rolling?optimization

%%?A?two-CSTR?example
%?A?two-CSTR?(Continuous?Stired?Reaction?Tank)?process?is?shown?as?follows.
%?A?linear?state?space?of?the?model?is?developed?for?the?plant.?The?model
%?has?six?states?two?inputstwo?input?and?two?disturbances?.
%?The?discrete?model?with?sampling?rate?0.1?s?is?as?follows:
A=[??????0???????0???????????0;
?????????0????0.3679?????????0;
?????????0????1.0000?????????0];
Bu=[?1?????0;
?????0?????1;
?????0?????0];
?Bd=[??0.050???????0?????;
?????????0????0.0817???????;
?????????0????1?];

C=[??0.7?????0.0290???-0.0107;
????0.1057????3.6157?????????0];
%D=[0?0;0?0]
D=zeros(22);

%%?MPC?parameters
%?The?MPC?controller?is?configured?with?following?parameters.
%?Prediction?horizon?and?moving?horizon
p=20;
m=4;
%?Performance?wights
%Q?and?R?are?diagonal?matrices
Q=0.1*eye(2*p);
R=10*eye(2*m);

%%?MPC?set-up(建立函數(shù))
%?The?MPC?controller?is?set-up?by?calling?SSMPCSETUP:
%?ssmpc?=@mpcsetup/ssmpc
ssmpc=mpcsetup(ABuCDpmQR);

%%?Simulation
%?Simulation?length?and?variables?for?results
N=600;
x0=zeros(31);
%Y?is?a?null?matrix?of?600*2
Y=zeros(N2);
%U?is?a?null?matrix?of?600*2
U=zeros(N2);
%?Predefined?reference
%W?is?a?null?matrix?of?600*2
W=zeros(N2);
W(1:N1)=0;
W(1:N2)=5.25;

%simulation
for?k=1:N
????%Process?disturbances
????%rand(21)is?a?random?matrix?of?2*1?
????w=Bd*(rand(21)-0.5)*2;
????%Measurements?noise
????%randn(21)is?a?random?matrix?with?normal?distribution?of?2*1
????v=0.01*randn(21);
????%?actual?measurement
????%y=c*x(k)+d*u(k)
????y=C*x0+v;
????%?online?controller
????u=ssmpc(yW(k:end:)‘);
????%plant?update
????%x(k+1)=A*x(k)+Bu(k)

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件???????3509??2013-12-02?15:39??fanglujie.m

?????文件???????4758??2013-12-02?11:16??mpcsetup.m

-----------?---------??----------?-----??----

?????????????????8267????????????????????2


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