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  • Home > Scripts > Scientific/Engineering > Mathematics

    Pareto Front

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    Yi Cao | More scripts
    www.mathworks.com
    BSD License - BSD License 

    Windows / Linux / Mac OS / BSD / Solaris
    N/A
    Matlab
    August 22nd, 2009, 06:25 GMT
    C: \ Scientific/Engineering \ Mathematics

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    Pareto Front description

    This MATLAB function provides two efficient algorithms to find the Pareto Front

    Usually, this is done through so called nondominated sorting.

    The basic algorithm is implemented as an mex function.

    The algorithm considers the logical relationship between dominated and nondominated points to avoid unnecessary comparisons as much as possible so that the overall operations reduced from n x n x m for an n x m problem to r x n x m, where r is the size of the final Pareto Front.

    The second algorithm takes the advantage of vectorization of MATLAB to splits the given objective set into several smaller groups to be examined by the first algorithm.

    Then, the Pareto Fronts of each group are combined as one set to be re-checked by the first algorithm again to determine the overall Pareto Front.

    The overall computation time can be reduced about half of using the first algorithm alone.

    Requirements:

    · MATLAB 7.5 or higher



    TAGS:

    Pareto front | numerical algorithm | optimization set | optimization | Pareto | front

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