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Optimal rotor structure design of interior permanent magnet synchronous machine based on accelerating evolution algorithm using the Kriging metamodel

机译:基于Kriging元模型的加速进化算法的室内永磁同步电机转子结构优化设计

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摘要

This paper presents evolution strategy (ES) assisted by Kriging metamodel to preselect the most promising solutions and reduce the number of fitness function evaluations. The role of Kriging metamodel is to predict an objective function value for a new candidate solution by exploiting information recorded during previous generations. The use of promising solutions for screening the candidate solutions makes it possible to significantly reduce the computational cost of ES. The usefulness of the proposed method is verified by means of mathematical test cases and the optimal rotor structure design of interior permanent magnet synchronous machine.
机译:本文介绍了在Kriging元模型的辅助下的进化策略(ES),以预先选择最有希望的解决方案并减少适应度函数评估的次数。 Kriging元模型的作用是通过利用在前几代中记录的信息来预测新候选解决方案的目标函数值。使用有前途的解决方案来筛选候选解决方案可以显着降低ES的计算成本。通过数学测试案例和室内永磁同步电机的最优转子结构设计,验证了该方法的有效性。

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