首页> 外文会议>International Conference on Informatics and Control Technologies 2006(ICT2006) >A SPANNING TREE-BASED PARTICLE SWARM OPTIMIZATION ALGORITHM FOR TRANSPORTATION PROBLEMS WITH EXCLUSIONARY SIDE CONSTRAINTS
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A SPANNING TREE-BASED PARTICLE SWARM OPTIMIZATION ALGORITHM FOR TRANSPORTATION PROBLEMS WITH EXCLUSIONARY SIDE CONSTRAINTS

机译:基于排树的基于排群的粒子群优化算法的排他约束运输问题

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Transportation Problem is of crucial importance in today's industries, accounting for a significant portion of many distribution and transportation systems. One kind of this problem is known as the transportation problem with exclusionary side constraint (escTP), which is one of nonlinear programming models. It is hard to solve this problem with traditional linear programming method. In this paper, we present a computational-efficient method of particle swarm optimization algorithm based on spanning tree (st-PSO) to solve this kind of nonlinear transportation problem. The Prü fer number is adopted to represent the candidate solution to the problem and an improved decoding procedure is proposed. We discuss the adaption and implementation of the PSO search strategy to escTP and provide numerical experiments to show the effectiveness of the heuristic. Experimental results indicate that the new st-PSO algorithm can effectively and quickly get optimal solution of escTP.
机译:运输问题在当今行业中至关重要,在许多配送和运输系统中占很大比例。这种问题的一种称为具有排他性约束的运输问题(escTP),它是非线性规划模型之一。传统的线性规划方法很难解决这个问题。本文提出了一种基于生成树(st-PSO)的粒子群优化算法的高效计算方法,以解决此类非线性运输问题。采用Prüfer数表示该问题的候选解,并提出了一种改进的解码过程。我们讨论了PSO搜索策略对escTP的适应性和实现,并提供了数值实验来证明启发式算法的有效性。实验结果表明,新的st-PSO算法可以有效,快速地获得escTP的最优解。

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