第一范文网 - 专业文章范例文档资料分享平台

Tabu search for maximal constraint satisfaction problems(18)

来源:用户分享 时间:2021-06-01 本文由百年孤独 分享 下载这篇文档 手机版
说明:文章内容仅供预览,部分内容可能不全,需要完整文档或者需要复制内容,请下载word后使用。下载word有问题请添加微信号:xxxxxx或QQ:xxxxxx 处理(尽可能给您提供完整文档),感谢您的支持与谅解。

5 ConclusionIn this paper, we presented a basic TS algorithm for solving the maximal constraint satisfaction problem. This algorithm was tested and compared on random instances of various sizes (ranging from n/d= 50/10 to n/d= 500/30). Empirical evidence shows that the TS algorithm always nds solutions of better quality, i.e. solutions having smaller number of violated constraints. Moreover, the TS algorithm is about 3 to 5 times faster than the MCRW algorithm to nd solutions of the same quality, in terms of number of moves but also of running time. This study shows clearly that the TS algorithm is very competitive compared with one of the best repair methods. More generally, Tabu Search has other important features such as intensi cation and diversi cation which may improve further the performance of the algorithm. Therefore, TS should be considered to be very promising for solving the MCSP. Several points are worthy of further studies. First, we do not know if the results of this study would remain valid on instances of other classes or models of MCSP. Moreover, it will be interesting to compare Tabu Search with the most e cient complete algorithms for solving satis able instances of CSP.

AcknowledgmentsWe would like to thank the referees of this paper for their useful comments.

References1. P. Cheeseman, B. Kanefsky and W.M. Taylor,\Where the really hard problems are", Proc. of the 12th IJCAI'90, pp163-169, 1991. 2. D.A. Clark, J. Frank, I.P. Gent, E. MacIntyre, N. Tomov, T. Walsh,\L

ocal search and the number of solutions", Proc. of CP97, pp119-133, 1996. 3. C. Fleurent and J.A. Ferland,\Genetic and hybrid algorithms for graph coloring", to appear in G. Laporte, I. H. Osman, and P. L. Hammer (Eds.), Special Issue Annals of Operations Research,"Metaheuristics in Combinatorial Optimization". 4. E.C. Freuder and R.J. Wallace,\Partial constraint satisfaction", Arti cial Intelligence, Vol.58(1-3) pp21-70, 1992. 5. F. Glover and M. Laguna,\Tabu Search", in C. R. Reeves (Ed.), Modern heuristics for combinatorial problems, Blackwell Scienti c Publishing, Oxford, GB, 1993. 6. J.K. Hao and R. Dorne,\Empirical studies of heuristic local search for constraint solving", Proc. of CP-96, LNCS 1118, pp194-208, Cambridge, MA, USA, 1996. 7. P. Hensen and B. Jaumard,\Algorithms for the maximum satis ability problem", Computing Vol.44, pp279-303, 1990. 8. A. Hertz and D. de Werra,\Using Tabu search techniques for graph coloring". Computing Vol.39, pp345-351, 1987. 9. T. Hogg, B.A. Huberman and C.P. Williams, Arti cial Intelligence, Special Issue on the Phase Transition and Complexity. Vol 82, 1996. 10. D.S. Johnson, C.H. Papadimitriou and M. Yannakakis,\How easy is local search?" Journal of Computer and System Sciences, Vol.37(1), pp79-100, Aug. 1988.

搜索“diyifanwen.net”或“第一范文网”即可找到本站免费阅读全部范文。收藏本站方便下次阅读,第一范文网,提供最新教学研究Tabu search for maximal constraint satisfaction problems(18)全文阅读和word下载服务。

Tabu search for maximal constraint satisfaction problems(18).doc 将本文的Word文档下载到电脑,方便复制、编辑、收藏和打印
本文链接:https://www.diyifanwen.net/wenku/1190449.html(转载请注明文章来源)
热门推荐
Copyright © 2018-2022 第一范文网 版权所有 免责声明 | 联系我们
声明 :本网站尊重并保护知识产权,根据《信息网络传播权保护条例》,如果我们转载的作品侵犯了您的权利,请在一个月内通知我们,我们会及时删除。
客服QQ:xxxxxx 邮箱:xxxxxx@qq.com
渝ICP备2023013149号
Top