Genetic Algorithm-Based Multi-objective Optimisation for QoS-Aware Web Services Composition

被引:0
|
作者
Li, Li [1 ]
Yang, Pengyi [2 ]
Ou, Ling [1 ]
Zhang, Zili [1 ]
Cheng, Peng [1 ]
机构
[1] Southwest Univ, Chongqing 400715, Peoples R China
[2] Univ Sydney, Sch IT, Sydney, NSW 2006, Australia
来源
KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT | 2010年 / 6291卷
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Finding an optimal solution for QoS-aware Web service composition with various restrictions on qualities is a multi-objective optimisation problem. A popular multi-objective genetic algorithm, NSGA-II, is studied in order to provide a set of optimal solutions for QoS-based service composition. Experiments with different numbers of abstract and concrete services confirm the expected behaviour of the algorithm.
引用
收藏
页码:549 / 554
页数:6
相关论文
共 50 条
  • [1] GAMi: Genetic algorithm-based middleware for QoS-aware web services selection
    Zhang Chengwen
    Su Sen
    Chen Junliang
    CHINESE JOURNAL OF ELECTRONICS, 2007, 16 (03): : 537 - 542
  • [2] QoS-aware web service selection with global optimization based on multi-objective genetic algorithm
    Wu, Yingbo
    Wang, Xu
    Journal of Computational Information Systems, 2012, 8 (05): : 1995 - 2007
  • [3] Application of Genetic Algorithm to QoS-aware Web Services composition
    Li Jian-hua
    Chen Song-qiao
    Li Yong-jun
    Li Gui-lin
    ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 516 - 521
  • [4] Applying Multi-Objective Evolutionary Algorithms to QoS-Aware Web Service Composition
    Li, Li
    Cheng, Peng
    Ou, Ling
    Zhang, Zili
    ADVANCED DATA MINING AND APPLICATIONS (ADMA 2010), PT II, 2010, 6441 : 270 - 281
  • [5] Comparative analysis of multi-objective evolutionary algorithms for QoS-aware web service composition
    Cremene, Marcel
    Suciu, Mihai
    Pallez, Denis
    Dumitrescu, D.
    APPLIED SOFT COMPUTING, 2016, 39 : 124 - 139
  • [6] A novel genetic algorithm for QoS-Aware web services selection
    Zhang, Chengwen
    Su, Sen
    Chen, Junliang
    DATA ENGINEERING ISSUES IN E-COMMERCE AND SERVICES, PROCEEDINGS, 2006, 4055 : 224 - 235
  • [7] QoS-aware middleware for Web Services Composition
    Zeng, LZ
    Benatallah, B
    Ngu, AHH
    Dumas, M
    Kalagnanam, J
    Chang, H
    IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2004, 30 (05) : 311 - 327
  • [8] A flexible QoS-aware Web service composition method by multi-objective optimization in cloud manufacturing
    Chen, Fuzan
    Dou, Runliang
    Li, Minqiang
    Wu, Harris
    COMPUTERS & INDUSTRIAL ENGINEERING, 2016, 99 : 423 - 431
  • [9] An Adaptive Genetic Programming Approach to QoS-aware Web Services Composition
    Yu, Yang
    Ma, Hui
    Zhang, Mengjie
    2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 1740 - 1747
  • [10] Evolutionary composition of QoS-aware web services: A many-objective perspective
    Ramirez, Aurora
    Antonio Parejo, Jose
    Raul Romero, Jose
    Segura, Sergio
    Ruiz-Cortes, Antonio
    EXPERT SYSTEMS WITH APPLICATIONS, 2017, 72 : 357 - 370