QoS-aware web service selection with negative selection algorithm

作者: Xinchao Zhao , Zichao Wen , Xingmei Li

DOI: 10.1007/S10115-013-0642-X

关键词:

摘要: Web service selection, as an important part of web composition, has direct influence on the quality composite service. Many works have been carried out to find efficient algorithms for (QoS)-aware selection problem in recent years. In this paper, a negative immune algorithm (NSA) is proposed, and far we know, first time that NSA introduced into problem. Domain terms operations are firstly redefined paper aiming at QoS-aware then constructed demonstrate how use principle solve question. Thirdly, inconsistent analysis between local exploitation global planning presented, through which alteration scheme can transfer exploration correctly. It general adjusting method independent algorithms. Finally, extensive experimental results illustrate NSA, especially with consistency weights strategy (NSA+), significantly outperforms particle swarm optimization clonal The superiority NSA+ over others more evident increase component tasks related candidate services.

参考文章(42)
Viorica Rozina Chifu, Cristina Bianca Pop, Monica Vlad, Ioan Salomie, Hybrid immune-inspired method for selecting the optimal or a near-optimal service composition federated conference on computer science and information systems. pp. 997- 1003 ,(2011)
Leandro R. de Castro, Jonathan Timmis, Artificial Immune Systems: A New Computational Intelligence Paradigm Springer-Verlag New York, Inc.. ,(2002)
Tao Yu, Yue Zhang, Kwei-Jay Lin, Efficient algorithms for Web services selection with end-to-end QoS constraints ACM Transactions on The Web. ,vol. 1, pp. 6- ,(2007) , 10.1145/1232722.1232728
Lifeng Ai, Maolin Tang, Colin Fidge, Partitioning composite web services for decentralized execution using a genetic algorithm Future Generation Computer Systems. ,vol. 27, pp. 157- 172 ,(2011) , 10.1016/J.FUTURE.2010.08.003
Steffen Haak, Benjamin Blau, Efficient QoS Aggregation in Service Value Networks hawaii international conference on system sciences. pp. 1512- 1521 ,(2012) , 10.1109/HICSS.2012.237
Seheon Song, Seok-Won Lee, A goal-driven approach for adaptive service composition using planning Mathematical and Computer Modelling. ,vol. 58, pp. 261- 273 ,(2013) , 10.1016/J.MCM.2012.08.007
Zhi-Hui Zhan, Jun Zhang, Ou Liu, Orthogonal Learning Particle Swarm Optimization IEEE Transactions on Evolutionary Computation. ,vol. 15, pp. 832- 847 ,(2011) , 10.1109/TEVC.2010.2052054
Wen-Yau Liang, Chun-Che Huang, The generic genetic algorithm incorporates with rough set theory - An application of the web services composition Expert Systems With Applications. ,vol. 36, pp. 5549- 5556 ,(2009) , 10.1016/J.ESWA.2008.06.084
Xiao-Qin Fan, Xian-Wen Fang, Chang-Jun Jiang, Research on Web service selection based on cooperative evolution Expert Systems With Applications. ,vol. 38, pp. 9736- 9743 ,(2011) , 10.1016/J.ESWA.2011.02.026
Dimitrios Tsesmetzis, Ioanna Roussaki, Efstathios Sykas, QoS-aware service evaluation and selection European Journal of Operational Research. ,vol. 191, pp. 1101- 1112 ,(2008) , 10.1016/J.EJOR.2007.07.015