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Methods for efficient solution set optimization

机译:有效解决方案集优化的方法

摘要

A method for optimizing a solution set comprises the steps of generating an initial solution set, identifying a desirable portion of the initial solution set using a fitness calculator, using the desirable portion to create a surrogate fitness model that is computationally less expensive than the fitness calculator, generating new solutions, replacing at least a portion of the initial solution set with the new solutions to create a second solution set, and evaluating at least a portion of the second solution set with the fitness surrogate model to identify a second desirable portion.
机译:一种用于优化解决方案集的方法,包括以下步骤:生成初始解决方案集,使用适合度计算器确定初始解决方案集的期望部分,使用期望部分来创建替代适合度模型,该替代适合度模型在计算上比适合度计算器便宜,生成新解决方案,用新解决方案替换至少一部分初始解决方案集以创建第二个解决方案集,并使用适应性替代模型评估第二个解决方案集的至少一部分以识别第二个理想部分。

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