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一种局部稳定性支持的并行分布式约束优化算法。

A local stability supported parallel distributed constraint optimization algorithm.

作者信息

Peibo Duan, Changsheng Zhang, Bin Zhang

机构信息

School of Information Science & Engineering, Northeastern University, Shenyang 110819, China.

出版信息

ScientificWorldJournal. 2014;2014:734975. doi: 10.1155/2014/734975. Epub 2014 Jul 3.

Abstract

This paper presents a new distributed constraint optimization algorithm called LSPA, which can be used to solve large scale distributed constraint optimization problem (DCOP). Different from the access of local information in the existing algorithms, a new criterion called local stability is defined and used to evaluate which is the next agent whose value needs to be changed. The propose of local stability opens a new research direction of refining initial solution by finding key agents which can seriously effect global solution once they modify assignments. In addition, the construction of initial solution could be received more quickly without repeated assignment and conflict. In order to execute parallel search, LSPA finds final solution by constantly computing local stability of compatible agents. Experimental evaluation shows that LSPA outperforms some of the state-of-the-art incomplete distributed constraint optimization algorithms, guaranteeing better solutions received within ideal time.

摘要

本文提出了一种名为LSPA的新型分布式约束优化算法,该算法可用于解决大规模分布式约束优化问题(DCOP)。与现有算法中对局部信息的获取方式不同,定义了一种名为局部稳定性的新准则,并用于评估下一个需要改变其值的代理。局部稳定性的提出开创了一个新的研究方向,即通过找到一旦修改赋值就会严重影响全局解的关键代理来细化初始解。此外,无需重复赋值和冲突就能更快地构建初始解。为了执行并行搜索,LSPA通过不断计算兼容代理的局部稳定性来找到最终解。实验评估表明,LSPA优于一些现有最先进的不完全分布式约束优化算法,能够在理想时间内保证获得更好的解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e94e/4106159/4f39eb2a36b9/TSWJ2014-734975.001.jpg

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