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Polyoptimizing genetic algorithm for finding multiple solutions to problems

机译:用于寻找问题多种解决方案的多优化遗传算法

摘要

A method and system for finding a multiple solutions to a problem is disclosed. The method includes: modeling a problem as an objective function, generating a multitude of candidate solutions for said objective function; and determining a set of acceptable and distinct solutions. The objective function is capable of mapping structures in a search space. The search space includes a multitude of points. For each of said candidate solutions at each of said multitude of points, the set of acceptable and distinct solutions are determined by: calculating a fitness using the objective function; assigning each fitness to its candidate solution; transforming the fitness using a penalty function; determining if the candidate solution is acceptable; determining if the candidate solution is sufficiently distinct; and adding the candidate solution to the set of acceptable and distinct solutions if the candidate solution was determined to be acceptable and distinct.
机译:公开了一种用于找到问题的多种解决方案的方法和系统。该方法包括:将问题建模为目标函数,为所述目标函数生成多个候选解;并确定一套可接受的和不同的解决方案。目标函数能够在搜索空间中映射结构。搜索空间包括多个点。对于在所述多个点中的每一个上的每个所述候选解,一组可接受的和不同的解由以下方法确定:使用目标函数计算适合度;将每个适应度分配给其候选解决方案;使用惩罚函数转换适应度;确定候选解决方案是否可接受;确定候选解决方案是否足够不同;如果确定该候选解决方案是可接受和不同的,则将该候选解决方案添加到该组可接受和不同的解决方案中。

著录项

  • 公开/公告号US2005038762A1

    专利类型

  • 公开/公告日2005-02-17

    原文格式PDF

  • 申请/专利权人 JOHN GREFENSTETTE;

    申请/专利号US20040901958

  • 发明设计人 JOHN GREFENSTETTE;

    申请日2004-07-30

  • 分类号G06F17/00;G06N5/00;G06F15/18;G06N3/12;G06N3/00;

  • 国家 US

  • 入库时间 2022-08-21 22:23:18

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