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蚁群算法和遗传算法融合及其在有时间窗的车辆路径问题中的应用 被引量:2

Combination of Ant Colony Algorithm and Genetic Algorithm for Vehicle Routing Problem with Time Window
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摘要 针对基本蚁群算法搜索时间长、易陷入局部最优的缺点,提出了一种蚁群算法和遗传算法相融合的混合算法。该算法利用遗传算法全局快速收敛的优点,将遗传算法融入到蚁群算法的每一次迭代中,以加快算法的收敛速度,提高求解效率。实例运行结果验证了算法的有效性。 To overcome the disadvantages of basic ant colony algorithm which has the limitation of stagnation and is easy to fall into local optimums,a new hybrid algorithm combining ant colony algorithm with genetic algorithm is proposed in this paper. The global fast convergence of genetic algorithm is utilized during ant colony algorithm is combined with genetic algorithm in each generation in order to enhance the convergence rate and improve the efficiency. Finally an illustrative example is given to testify the validity of this algorithm.
出处 《工业控制计算机》 2008年第6期58-60,共3页 Industrial Control Computer
关键词 蚁群算法 遗传算法 融合 有时间窗的车辆路径问题 ant colony algorithm,genetic algorithm,combination,vehicle routing problem with time window
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  • 1陈骏坚,李腊元.用新型蚂蚁算法求解QoSR问题[J].武汉理工大学学报(交通科学与工程版),2005,29(3):342-345. 被引量:5
  • 2李军.有时间窗的车辆路线安排问题的启发式算法[J].系统工程,1996,14(5):45-50. 被引量:57
  • 3Marco Dorigo, Gambardella, Luca Maria. Ant colonies for the traveling salesman problem. Biosystems, 1997, 43(2): 73~81.
  • 4Marco Dorigo, Gambardelh, Luca Maria. Ant colony system: A cooperative learning approach to the traveling salesaum problem. IEEE Trans on Evolutionary Computation, 1997, 1(1) : 53~66.
  • 5Marco Dorigo, Eric Bonabeau, Theranlaz Guy. Ant algorithms and stigmergy. Future Generation Computer System, 2000, 16(8) : 851~871.
  • 6Thomas Stutzle, Holger H Hoos et al. MAX-MIN ant system. Future Generation Computer System, 2000, 16(8) : 889~914.
  • 7Marcus Randall, Andrew Lewis. A parallel implementation of ant colony optimization. Journal of Parallel and Distributed Computing, 2002, 62(9): 1421~1432.
  • 8周明.遗传算法原理及应用[M].北京:国防工业出版社,1997..
  • 9吴志远 邵惠鹤 吴新余.基于模拟退火策略的遗传算法[A]..自动化理论、技术与应用(第四卷)[C].浙江大学出版社,1997..
  • 10Gendreau M,Hertz A,Laporte G. A Tabu Search Heuristics for the Vehicle Routing Problem[J]. Management Science,1994,40:1276-1290.

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