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A Novel Chaotic Particle Swarm Optimization Algorithm for Parking Space Guidance

机译:停车位制导的混沌粒子群优化算法

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摘要

An evolutionary approach of parking space guidance based upon a novel Chaotic Particle Swarm Optimization (CPSO) algorithm is proposed. In the newly proposed CPSO algorithm, the chaotic dynamics is combined into the position updating rules of Particle Swarm Optimization to improve the diversity of solutions and to avoid being trapped in the local optima. This novel approach, that combines the strengths of Particle Swarm Optimization and chaotic dynamics, is then applied into the route optimization (RO) problem of parking lots, which is an important issue in the management systems of large-scale parking lots. It is used to find out the optimized paths between any source and destination nodes in the route network. Route optimization problems based on real parking lots are introduced for analyzing and the effectiveness and practicability of this novel optimization algorithm for parking space guidance have been verified through the application results.
机译:提出了一种基于新型混沌粒子群算法(CPSO)的停车位制导进化方法。在新提出的CPSO算法中,混沌动力学被结合到粒子群优化算法的位置更新规则中,以提高解的多样性并避免陷入局部最优中。这种结合了粒子群优化和混沌动力学优势的新颖方法,随后被应用到停车场的路径优化(RO)问题中,这是大型停车场管理系统中的一个重要问题。它用于查找路由网络中任何源节点和目标节点之间的优化路径。介绍了基于实际停车场的路径优化问题进行分析,并通过应用结果验证了该新颖的停车位优化算法的有效性和实用性。

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  • 来源
    《Mathematical Problems in Engineering》 |2016年第10期|5126808.1-5126808.14|共14页
  • 作者

    Dong Na; Fang Xing; Wu Ai-guo;

  • 作者单位

    Tianjin Univ, Sch Elect Engn & Automat, Tianjin 300072, Peoples R China;

    Jiangnan Univ, Minist Educ, Sch Internet Things Engn, Key Lab Adv Proc Control Light Ind, Wuxi 214122, Peoples R China;

    Tianjin Univ, Sch Elect Engn & Automat, Tianjin 300072, Peoples R China;

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