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    • 1. 发明申请
    • GENE EXPRESSION PROGRAMMING WITH ENHANCED PRESERVATION OF ATTRIBUTES CONTRIBUTING TO FITNESS
    • 基因表达编程与增强保护属性的关系
    • WO2006096280A2
    • 2006-09-14
    • PCT/US2006/004693
    • 2006-02-10
    • MOTOROLA, INC.ZHOU, Chi.XIAO, Weimin.
    • ZHOU, Chi.XIAO, Weimin.
    • G06N3/12
    • G06N3/126
    • A Gene Expression Programming method evolves a population of chromosomes which are arrays of integer index references to genes including operand and operator genes. The mathematical expressions are encoded in the chromosomes according to linear Polish notation, according to which expression trees representing mathematical expression encoded in the chromosomes are developed in a depth-first manner from the sequence of genes in each chromosome. This type of Polish notation makes it more likely that sub-expressions that contribute to fitness will survive evolutionary operations which can be performed at a low computational cost on array chromosomes. Additionally subexpressions or the mathematical structure of subexpressions which are assumed to contribute significantly to fitness based on the frequency of their appearance in elite members are protected from alteration by evolutionary operations, by representing each such mathematical structure by a single derived gene while the evolutionary operations are performed.
    • 基因表达编程方法将染色体群体演化为包括操作数和运营商基因在内的基因整数索引引用数组。 根据线性波兰符号,数学表达式在染色体中编码,根据其中表示在染色体中编码的数学表达式的表达树以每个染色体中的基因序列以深度优先的方式发展。 这种类型的波兰符号使得有助于适应度的子表达更有可能在演化操作中存活,这可以在阵列染色体上以低的计算成本执行。 另外,子表达式或子表达式的数学结构被假定为基于其在精英成员中的出现频率显着地对健康有贡献的子表达式通过进化操作来保护免受改变,通过用单个导出的基因表示每个这样的数学结构,而进化操作是 执行。