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AUTOMOTIVE PARTS' LOADING OPTIMIZATION BASED ON IMPROVED QUADRATIC PARTICLE SWARM OPTIMIZATION

机译:基于改进的二次粒子群算法的汽车零件载荷优化

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摘要

The present article designed a genetic quadratic particle swarm optimization (GQPSO). Aiming at the low particle diversity at the early searching stage of quadratic particle swarm optimization (QPSO), the method adopts mutation and exchanging and regenerating mechanisms from genetic algorithm so as to avoid premature convergence and improves optimization. Meanwhile, the present article gave a comprehensive consideration to decision elements such as cost, resources, and service in the process of automotive parts' logistics, transportation, and loading; a model of automotive parts' logistics, transportation, and loading optimization was set up. GQPSO was introduced for solutions. Simulation examples show that GQPSO improves the computational efficiency, significantly, and there is a higher probability of searching the global optimum. It provides optimization method for the automobile parts' logistics and transportation plans.
机译:本文设计了遗传二次粒子群优化算法(GQPSO)。针对二次粒子群优化算法(QPSO)早期搜索时粒子多样性较低的问题,该方法采用了遗传算法的变异,交换和再生机制,避免了过早收敛,提高了算法的优化性。同时,本文综合考虑了汽车零部件的物流,运输和装车过程中的成本,资源和服务等决策要素。建立了汽车零部件的物流,运输和装载优化模型。为解决方案引入了GQPSO。仿真实例表明,GQPSO显着提高了计算效率,并且搜索全局最优值的可能性更高。为汽车零部件的物流运输计划提供了优化方法。

著录项

  • 来源
    《International journal of humanoid robotics》 |2010年第4期|p.699-712|共14页
  • 作者单位

    The State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, HuNan, China;

    The State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, HuNan, China;

    The State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, HuNan, China;

    The State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, HuNan, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    quadratic particle swarm optimization; variation; automotive parts; loading;

    机译:二次粒子群优化;变异;汽车部件;装货;

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