...
首页> 外文期刊>Mathematical Problems in Engineering: Theory, Methods and Applications >NSGA-II Algorithm with a Local Search Strategy for Multiobjective Optimal Design of Dry-Type Air-Core Reactor
【24h】

NSGA-II Algorithm with a Local Search Strategy for Multiobjective Optimal Design of Dry-Type Air-Core Reactor

机译:具有局部搜索策略的NSGA-II型干式空核反应堆多目标优化设计

获取原文
           

摘要

Dry-type air-core reactor is now widely applied in electrical power distribution systems, for which the optimization design is a crucial issue. In the optimization design problem of dry-type air-core reactor, the objectives of minimizing the production cost and minimizing the operation cost are both important. In this paper, a multiobjective optimal model is established considering simultaneously the two objectives of minimizing the production cost and minimizing the operation cost. To solve the multi-objective optimization problem, a memetic evolutionary algorithm is proposed, which combines elitist nondominated sorting genetic algorithm version II (NSGA-II) with a local search strategy based on the covariance matrix adaptation evolution strategy (CMA-ES). NSGA-II can provide decision maker with flexible choices among the different trade-off solutions, while the local-search strategy, which is applied to nondominated individuals randomly selected from the current population in a given generation and quantity, can accelerate the convergence speed. Furthermore, another modification is that an external archive is set in the proposed algorithm for increasing the evolutionary efficiency. The proposed algorithm is tested on a dry-type air-core reactor made of rectangular cross-section litz-wire. Simulation results show that the proposed algorithm has high efficiency and it converges to a better Pareto front.
机译:干式空心电抗器目前已广泛应用于配电系统,对于这些系统而言,优化设计是至关重要的问题。在干式空心电抗器的优化设计问题中,最小化生产成本和最小化运行成本的目标都是重要的。本文建立了同时考虑了最小化生产成本和最小化运行成本两个目标的多目标最优模型。为了解决多目标优化问题,提出了一种模因进化算法,将精英非控制排序遗传算法第二版(NSGA-II)与基于协方差矩阵自适应进化策略(CMA-ES)的局部搜索策略相结合。 NSGA-II可以为决策者提供不同折衷解决方案之间的灵活选择,而局部搜索策略可以加快收敛速度​​,该策略适用于以给定的代和数量从当前人口中随机选择的非支配个人。此外,另一修改是在所提出的算法中设置了外部档案以提高进化效率。该算法在由矩形截面绞合线制成的干式空芯电抗器上进行了测试。仿真结果表明,该算法具有较高的效率,并且收敛于较好的帕累托前沿。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号