Pareto multi-objective optimization problem

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Matts Davids

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Jul 29, 2021, 10:43:19 AM7/29/21
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Hello sir,

Has anyone have worked on optimization formulations that consider Pareto multi-objective optimization problems? Would you mind the AMPL codes for such types of problems?

Sincerely yours,
Davids

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Jul 30, 2021, 11:57:21 AM7/30/21
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You can define any number of different objective functions in an AMPL model. A solver option for getting good solutions for multiple objectives is listed under "multiobj" in the AMPL-Gurobi Parameter Reference and in the CPLEX Options for AMPL. There is also a more detailed explanation of this option at https://groups.google.com/d/msg/ampl/cDKRsJFHJcQ/AhZsBmnqDQAJ; it gives examples from Gurobi but they also work for CPLEX. (I don't know of a similar option for other solvers.)

Also I am not aware of any solver that will compute Pareto optimal solutions in general. You would have to write a program to do that; I don't know of any great examples, but here are two:
  • I have some old examples of computing an efficient frontier using the MATLAB and Java APIs, which I could post if you think they would be helpful.
  • Also there is an example of an AMPL script that trades off two objectives -- see https://groups.google.com/g/ampl/c/eq3UADMUEaU/m/e0fxviv8GAAJ -- but it is specific to one application.


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Robert Fourer
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