基于并行加点准则的变压器导线换位快速优化设计

Fast Optimal Design of Winding Transposition of Power Transformer Based on Parallel Infilling Criterion

  • 摘要: 为了减少环流损耗,针对电力变压器导线换位优化设计中优化周期长和优化效率低的特点,提出了基于两种加点准则并行的克里金模型全局优化算法。一方面,提出一种自适应缩放采样空间的局部加点准则提高寻找最优解的预测精度;另一方面,提出一种基于均方误差和置信区间的自适应全局加点准则。两种准则并行不仅提高了克里金模型预测精度,同时也进一步提高了优化效率。经过几个解析函数与电磁场基准问题(Testing electromagnetic analysis methods 22,TEAM 22)验证,结果表明该方法在保证结果准确性的基础上,可以提高优化效率、缩短优化周期。最后将其应用于三相电力变压器导线换位优化设计中,从而减小环流损耗。

     

    Abstract: In order to reduce the circulating current loss, in view of the characteristics of long optimization cycle and low optimization efficiency in the conductor transposition optimization design of power transformer, a parallel Kriging model global optimization algorithm based on two points addition criteria is proposed. On the one hand, to improve the prediction accuracy of the optimum, a local infilling criterion with adaptive scaling is proposed. On the other hand, based on the characteristics of predicting mean square error combined with the concept of confidence interval, an adaptive global infilling criterion is proposed. The parallel infilling criterion is used in parallel to improve the predicting accuracy of Kriging model while improving the optimization efficiency. The effectiveness of algorithm is validated by some analytic functions and TEAM 22. Finally, the proposed method is applied to an optimal transposition design of a power transformer to minimize the circulating current loss.

     

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