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基于镜像判断和改进父代选择的多目标进化算法
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作者 王嘉诚 邹雨恒 +1 位作者 王珊珊 曾亮 《陕西科技大学学报》 北大核心 2025年第2期215-225,234,共12页
高维多目标进化算法在解决复杂帕累托前沿问题时,常面临收敛性和多样性难以平衡的问题.为解决这一问题,提出了一种基于镜像判断和改进父代选择的高维多目标进化算法.该算法首次结合成就标量函数和全局密度并应用在交配池中,使其在迭代... 高维多目标进化算法在解决复杂帕累托前沿问题时,常面临收敛性和多样性难以平衡的问题.为解决这一问题,提出了一种基于镜像判断和改进父代选择的高维多目标进化算法.该算法首次结合成就标量函数和全局密度并应用在交配池中,使其在迭代过程中不仅关注当前最优解,还兼顾解在整个空间的分布情况,从而实现了收敛性和多样性的统一.此外,针对算法在迭代过程中可能出现镜像的问题,本文提出了解决方案.具体来说,算法首先采用非支配排序,将临界层个体与参考向量相关联,随后判断其是否满足镜像对称准则,若满足则通过全局密度选取个体,达成“内紧外松”的目的,最大限度保证候选解的分布性,从而有效解决了选择压力不均的问题.最后将本文算法与最新的五种多目标算法在4种不同维度的测试问题上进行对比实验,并应用在两个实际案例中.实验结果表明:所提算法不仅能高效解决高维多目标优化问题,且能有效平衡收敛性和多样性. 展开更多
关键词 多目标进化算法 交配选择 聚合距离 收敛性 分布性
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Cogging Torque Reduction in Axial Flux PMSM with Different Permanent Magnet Combination 被引量:3
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作者 WANG Xiaoguang LIU Cheng +2 位作者 ZHOU Sheng WAN Ziwei LIU Yi 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第5期726-736,共11页
With the increasing requirement for the mechanical vibration and acoustic noise of the permanent magnet synchronous motor(PMSM)drive system,the demand for cogging torque reduction of PMSM has been considerably increas... With the increasing requirement for the mechanical vibration and acoustic noise of the permanent magnet synchronous motor(PMSM)drive system,the demand for cogging torque reduction of PMSM has been considerably increased.To solve the problem of oversized cogging torque of axial flux PMSM,a rotor topology with hybrid permanent magnet is proposed to weaken the cogging torque.Firstly,the expression of the cogging torque of the axial flux motor is derived,and the influence of the pole-arc ratio of the permanent magnet on the cogging torque is analyzed.Secondly,the rotor structure with hybrid permanent magnet is adopted to reduce the cogging torque.According to the analytical analysis,the constraints of the size and pole-arc ratio between the hybrid permanent magnets are obtained,and the two permanent magnets related to the minimum cogging torque are determined.And the analysis results are verified by the finite element simulation.Furthermore,the motor performance with and without the hybrid permanent magnet is compared with each other.Finally,the cogging torque is significantly reduced by adopting a rotor structure with hybrid permanent magnets. 展开更多
关键词 axial flux permanent magnet synchronous motor(AFPMSM) rotor structure cogging torque hybrid permanent magnet pole-arc ratio
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