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Diversity management for efficient combinatorial optimization of materials

机译:多样性管理可有效地优化材料组合

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摘要

We describe the issues of evolutionary library design in the frame of Material and Catalyst discovery. Concepts of diversity management on material library to enhance the efficiency of the optimization are proposed. The diversity monitoring is implemented by two different approaches. The first deals with a dynamic monitoring of mutation and crossover rates whereas the second involves a selection step based on sample "distance". Simulations of optimization are performed on a surface response which is designed to mimic realistic data. Algorithm performances are compared in terms of both efficiency and reliability.
机译:我们在Material and Catalyst发现的框架中描述了演化库设计的问题。提出了材料库多样性管理的概念,以提高优化效率。分集监视通过两种不同的方法来实现。第一个涉及突变和交叉率的动态监控,而第二个涉及基于样本“距离”的选择步骤。在模拟真实数据的表面响应上执行优化模拟。比较算法性能的效率和可靠性。

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