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A novel reliability-based optimal design of electromagnetic devices based on adaptive dynamic Taylor Kriging

机译:基于自适应动态泰勒克里格法的新型基于可靠性的电磁装置优化设计

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This paper proposes an efficient reliability-based optimization algorithm based on adaptive dynamic Taylor Kriging (ADTK). In the ADTK model, the basis functions are optimally selected by binary particle swarm optimization algorithm and the minimal number of sampling data with a desired fitting error is decided. To evaluate the reliability performance, the sensitivity assisted Monte Carlo simulation method is employed, where the constraint functions are constructed by the ADTK surrogate model.
机译:提出了一种基于自适应动态泰勒克里格(ADTK)的基于可靠性的高效优化算法。在ADTK模型中,通过二进制粒子群优化算法对基函数进行最佳选择,并确定具有所需拟合误差的最小采样数据数量。为了评估可靠性性能,采用了灵敏度辅助的蒙特卡洛模拟方法,其中由ADTK替代模型构造约束函数。

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