A MSM-PGA Based on Multi-agent for Solving TSP

T. Zhao, Zibin Man, Xueyi Qi
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引用次数: 4

Abstract

TSP (Traveling Salesman Problem) is a typical combinational optimization problem. At present, there are a lot of methods to solve this problem, but with the increase of the scale of this problem, most methods face the difficult problem of "combination exploding". This paper combines Multi-Agent theory and MSM-PGA (Master-slaver Model Parallel Genetic Algorithm) together, form one MSM-PGA Multi-Agent union. This union solves the TSP by the coordination between many Agents inside the union. The introduction of Multi-Agent theory, make the master course and slave course of MSM-PGA to be made of Agent, so the ability of communication and coordination raise greatly, thus overcome the shortcoming of original MSM-PGA; And comparing with other methods solved TSP, the method of this paper has the fast computational speed and the high precision, and not only has overcome the difficult problem of "combination exploding" but also can get more optimal solving than other algorithms.
基于多智能体的MSM-PGA求解TSP问题
旅行商问题是一个典型的组合优化问题。目前,解决这一问题的方法很多,但随着这一问题规模的增大,大多数方法都面临着“组合爆炸”的难题。本文结合多代理理论和MSM-PGA(主从模型并行遗传算法)在一起,形成一个MSM-PGA多代理联盟。该联盟通过联盟内多个agent之间的协调来解决TSP问题。多智能体理论的引入,使硕士课程和奴隶MSM-PGA的代理,所以沟通和协调的能力大大提高,从而克服原始MSM-PGA的缺点;与其他求解TSP的方法相比,本文方法具有计算速度快、精度高的特点,不仅克服了“组合爆炸”的难题,而且比其他算法更能得到最优解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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