Please Help Optimization using PSO

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I have optimization problem using PSO "I have to write the code without using toolbox" .. I wrote the mainPSO code and the objective function but I don't know how to define the equality and inequality constraints

x1+x2+x3+x4+x5 =1000;

x1^2-4x2+5x3^3+x4^4-3.5x5^2 = 300

How to define these two constraints ???

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Answer 1

Walter Roberson 2021-1-5

在 MATLAB Online 中打开

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%{
x1+x2+x3+x4+x5 =1000;
x1^2-4x2+5x3^3+x4^4-3.5x5^2 = 300
%}

Notice that x2 is the only variable that appears linearly in the second equation. So rewrite the first equation as

%{
x2 = 1000 - x1 - x3 - x4 - x5
%}

Now substitute that into the second equation

%{
x1^2-4*(1000 - x1 - x3 - x4 - x5)+5x3^3+x4^4-3.5x5^2 = 300
%}

This is a quadratic in x1 (or x5), so solve it for x1

syms x1 x2 x3 x4 x5

eqn = x1^2-4*(1000 - x1 - x3 - x4 - x5)+5*x3^3+x4^4-3.5*x5^2 == 300

eqn =

X1 = solve(eqn, x1)

X1 =

Now you run two different PSO runs, one substituting 1000 - x1 - x3 - x4 - x5 for x2 and the first of those X1 values for x1; the other run substituting 1000 - x1 - x3 - x4 - x5 for x2 and the second of those X1 values for x1. These runs will not require equality or inequality constraints (unless there are more constraints you did not tell us about.)

The runs you would do would be over 3 variables only, x3, x4, x5, with you having substituted for x1 and x2 in your objective function.