Can this parsim get any faster?

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Armin Mashhadi 2021-6-8

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编辑： Armin Mashhadi 2021-6-8

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Hi,

I have to run a large number of simulations to optimize a control system.

In my case,there are 100 controllers to simulate with different conditions, 200 times for each (20'000 simulations). So here is my code just for one

load('Controllers') % Matrix of controller parameters
numberOfControllers = 100 ; 
SampleNumber = 200 ;
UnMatrix     = unifrnd(-0.1,0.1,SampleNumber,12); % 12 Different situation for each simulation
%% Simulink
a = Simulink.SimulationInput('VPI1');
a = a.setModelParameter ('Solver'   , 'ode4'  );
a = a.setModelParameter ('FixedStep', '0.05');
a = a.setModelParameter ('StartTime', '0');
a = a.setModelParameter ('StopTime' , '200');
for j = 1: numberOfControllers
    a = a.setVariable('x' , Controllers(j,:)) ;
    
    parfor i = 1:SampleNumber
        u1(i) = a ;
        u1(i) = u1(i).setVariable('un',UnMatrix(i,:));
    end
    
    u2     = u1  ;
    u2(:)  = u2 (:).setModelName('VPI2');
    
    Out1 = parsim( u1  ,'ShowProgress', 'off','TransferBaseWorkspaceVariables','off') ;
    Out2 = parsim( u2  ,'ShowProgress', 'off','TransferBaseWorkspaceVariables','off') ;
    
    % Do some thing with Out1 and Out2 
end

All files are attached. "VPI1" and "VPI2' are two simulink models. This procedure is going to repeat for another 200 times ( +4'000'000 simulations totally) and because of that is take a long time to finish. I turned "TransferBaseWorkspaveVariables" off to minimize using of RAM.

I was wondering if you know any other ways to speed up this code? For example using "distributed matrices" or another way to set variables to Simulink mode or other "parsim options".

I'm so thankful of your help.

With regards