Variation in Artificial Immune Systems: Hypermutations with Mutation Potential
Variation in Artificial Immune Systems: Hypermutations with Mutation Potential
复制标题
人工免疫系统的变异：具有突变潜力的超突变
DOI：
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发表时间：
2011
期刊：
影响因子：
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通讯作者：
C. Zarges
中科院分区：
文献类型：
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作者：
T. Jansen;C. Zarges
特定的超变异算子是人工免疫系统的显著特征之一。它们可以单独考虑，并与其他变异算子进行比较。对于一个特定的免疫启发超变异算子，超变异与成反比的突变潜力，分析其能力，以精确定位最优值，并在大的距离从其他有前途的区域的搜索空间。四个不同的具体变种，这种突变算子被认为是。其中两个在精确定位最优值方面非常低效，而另外两个能够有效地做到这一点。基于这些发现，这种突变的改进版本的介绍，消除了一些不足之处，并允许参数化之间的权衡效率在本地搜索和执行巨大的变化，在单一的突变的能力。
Specific hypermutation operators are one of the distinguishing features of artificial immune systems. They can be considered in isolation and compared with other variation operators. For a specific immune-inspired hypermutation operator, hypermutations with inversely proportional mutation potential, an analysis of its ability to locate optima precisely and in large distance from other promising regions of the search space is presented. Four different specific variants of this mutation operator are considered. Two of these turn out to be very inefficient in locating optima precisely while the other two are able to do this efficiently. Based on these findings an improved version of this kind of mutation is introduced that removes some of the deficiencies and allows to parameterize the trade-off between efficiency in local search and the ability to perform huge changes in single mutations.