This study investigates the influence of several bound constraint handling methods (BCHMs) on the search process specific to Differential Evolution (DE), with a focus on identifying similarities between BCHMs and grouping patterns with respect to the number of cases when a BCHM is activated. The empirical analysis is conducted on the SBOX-COST benchmarking test suite, where bound constraints are enforced on the problem domain. This analysis provides some insights that might be useful in designing adaptive strategies for handling such constraints.
翻译:本研究探究了多种边界约束处理方法(BCHMs)对差分进化(DE)搜索过程的影响,重点在于识别不同BCHM之间的相似性,并根据BCHM被激活的次数进行模式分组。实证分析在SBOX-COST基准测试套件上进行,该套件在问题域中施加了边界约束。这些分析为设计自适应约束处理策略提供了可能有用的见解。