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Optimization of Jiles-Atherton Hysteresis Model Parameters Using Taguchi’s Method

机译:Taguchi方法优化Jiles-Atherton磁滞模型参数

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摘要

The parameters of Jiles-Atherton hysteresis model is optimized using Taguchi’s method. The method finds optimum values of the model parameters such that best agreement is achieved between measured and modeled hysteresis loops. The model parameters of two magnetic materials, a conventional non-oriented steel and a modern amorphous material, are calculated. The Taguchi’s method-based proposed approach is compared with particle swarm optimization (PSO), differential evolution (DE), and genetic algorithm (GA)-based approaches. The proposed approach is found to produce the minimum error between measured and modeled hysteresis loops. Taguchi’s method is also found to converge faster than PSO, DE, and GA-based methods.
机译:使用Taguchi方法对Jiles-Atherton磁滞模型的参数进行了优化。该方法找到模型参数的最佳值,以便在测量和建模的磁滞回线之间达到最佳一致性。计算了两种磁性材料的模型参数,即传统的无取向钢和现代的非晶态材料。 Taguchi基于方法的提议方法与基于粒子群优化(PSO),差分进化(DE)和基于遗传算法(GA)的方法进行了比较。发现所提出的方法在测量和建模的磁滞回线之间产生最小的误差。 Taguchi的方法还比基于PSO,DE和GA的方法收敛更快。

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