A New Hybrid Elevator Group Control System Scheduling Strategy Based on Particle Swarm Simulated Annealing Optimization Algorithm

被引:4
|
作者
Luo Fei [1 ]
Zhao Xiaocui [1 ]
Xu Yuge [1 ]
机构
[1] S China Univ Tech, Coll Automat Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China
关键词
Particle Swarm Optimization; Simulated Annealing; EGCS; Hybrid Elevator Group Control System;
D O I
10.1109/WCICA.2010.5554939
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Particle Swarm Optimization(PSO) algorithm has been wiedly used in many areas due to the advantages of simple realization and fast convergence. While it will trap in local minimum easily. To overcome the shortcoming, this paper proposes a hybrid algorithm PSO-SA by introducing the simulated annealing(SA) algorithm to the standard PSO and applies it to hybrid elevator group control system for optimizing scheduling. The hybrid algorithm integrates PSO's fast convergence and the advantage of jumping out of the local optimization in SA. Comparing the hybrid algorithm with the standard PSO and Artificial Immune(AI) under the same condition, shows that the hybrid algorithm can overcome this shortcoming of PSO effectively, demonstrates the feasibility and superiority of PSO-SA in optimizing scheduling. This paper adds the new scheduling algorithms for elevator group control system, and expands the application of PSO.
引用
下载
收藏
页码:5121 / 5124
页数:4
相关论文
共 50 条
  • [1] A hybrid algorithm based on particle swarm optimization and simulated annealing for job shop scheduling
    Ge, Hongwei
    Du, Wenli
    Qian, Feng
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 3, PROCEEDINGS, 2007, : 715 - +
  • [2] New elevator dispatching strategy based on hybrid immune particle swarm optimization algorithm
    School of Automation Science and Engineering, South China University of Technology, Guangzhou 510640, China
    Huanan Ligong Daxue Xuebao, 2008, 8 (1-5):
  • [3] Multi-strategy Enhanced Particle Swarm Optimization Algorithm for Elevator Group Scheduling
    Zhang, Chen
    Lu, Mingli
    Zhou, Xu
    Xu, Benlian
    Jin, Zhicheng
    Gu, Yuejiang
    ADVANCES IN SWARM INTELLIGENCE, PT I, ICSI 2024, 2024, 14788 : 58 - 69
  • [4] Hybrid Elevator Group Control System Based on Immune Particle Swarm Hybrid Optimization Algorithm with Full Digital Keypads
    Luo, Fei
    Lin, Xiaolan
    Xu, Yuge
    Li, Huijuan
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 1482 - 1487
  • [5] A hybrid algorithm based on particle swarm optimization and simulated annealing for a periodic job shop scheduling problem
    Jamili, Amin
    Shafia, Mohammad Ali
    Tavakkoli-Moghaddam, Reza
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2011, 54 (1-4): : 309 - 322
  • [6] A hybrid algorithm based on particle swarm optimization and simulated annealing for a periodic job shop scheduling problem
    Amin Jamili
    Mohammad Ali Shafia
    Reza Tavakkoli-Moghaddam
    The International Journal of Advanced Manufacturing Technology, 2011, 54 : 309 - 322
  • [7] Cascade refrigeration system synthesis based on hybrid simulated annealing and particle swarm optimization algorithm
    Danlei Chen
    Yiqing Luo
    Xigang Yuan
    Chinese Journal of Chemical Engineering, 2023, 58 (06) : 244 - 255
  • [8] Cascade refrigeration system synthesis based on hybrid simulated annealing and particle swarm optimization algorithm
    Chen, Danlei
    Luo, Yiqing
    Yuan, Xigang
    CHINESE JOURNAL OF CHEMICAL ENGINEERING, 2023, 58 : 244 - 255
  • [9] The Aircraft Departure Scheduling Based on Particle Swarm Optimization Combined with Simulated Annealing Algorithm
    Fu, Ali
    Lei, Xiujuan
    Xiao, Xiao
    2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 1393 - 1398
  • [10] Hybrid Strategy of Particle Swarm Optimization and Simulated Annealing for Optimizing Orthomorphisms
    Tong Yan
    Zhang Huanguo
    CHINA COMMUNICATIONS, 2012, 9 (01) : 49 - 57