Does MATLAB have a mixed-integer optimization feature that uses metaheuristic algorithms?
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I am interested in optimization and know that MATLAB has a built-in metaheuristic algorithm that can be utilized. I have worked with some of these algorithms, such as Genetic Algorithms (GA) and Particle Swarm Optimization (PSO). However, I believe they are typically designed to solve problems with a single type of decision variable.
I am currently working on a problem that involves multiple types of decision variables, including binary, integer, and continuous variables. Can this kind of problem be effectively solved using a heuristic approach?
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Torsten
2025-2-8
编辑:Torsten
2025-2-8
As said, you can handle these variables by setting bounds in MATLAB's "ga":
x1 and x2: Set intcon and lb = 0, ub = 1
x3 and x4: Set intcon and lb = 0
x5 and x6: Set intcon and lb = 1, ub = number of values x5 and x6 can take and identify 0 with 1, 0.5 with 2, 1.2 with 3 etc. in the objective function.
Here is a helpful page with the available software for certain problem classes and benchmark tests of commercial and non-commercial solvers:
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