A Multi-Criteria QoS-aware Trust Service Composition Algorithm in Cloud Computing Environments

被引:10
|
作者
Lu, Weina [1 ,2 ]
Hu, Xiaohui [1 ]
Wang, Shangguang [3 ]
Li, Xiaotao [1 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[2] Hebei Normal Univ Sci & Technol, Dept Mech & Elect, Changli 066600, Hebei, Peoples R China
[3] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
关键词
cloud computing; service composition; quality of service; multi-criteria; hypothesis test; global optimization;
D O I
10.14257/ijgdc.2014.7.1.08
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In an open and dynamic cloud computing environment, the randomness of cloud services with unreliable quality leads to low accuracy in service composition. To address the above problem, this paper proposes a global trust service composition approach based on random QoS and trust evaluation, considering the multi-criteria assessment of service quality. Firstly, statistical test is employed to remove the uncertain outliers and to estimate the ideal value of the collected objective QoS data. Secondly, subjective QoS evaluations of providers and users are aggregated according to direct trust and recommended trust. Finally, services are composed through global QoS optimization. Experiments for each stage show that the approach improves the accuracy and precision of service composition.
引用
收藏
页码:77 / 88
页数:12
相关论文
共 50 条
  • [1] Flexible QoS-aware services composition for service computing environments
    Khanouche, Mohamed Essaid
    Gadouche, Hania
    Farah, Zoubeyr
    Tari, Abdelkamel
    [J]. COMPUTER NETWORKS, 2020, 166
  • [2] Genetic Algorithm based QoS-aware Service Composition in Multi-Cloud
    Zhang, Miao
    Liu, Li
    Liu, Songtao
    [J]. 2015 IEEE CONFERENCE ON COLLABORATION AND INTERNET COMPUTING (CIC), 2015, : 113 - 118
  • [3] An adaptive algorithm for QoS-aware service composition in grid environments
    Luo J.-Z.
    Zhou J.-Y.
    Wu Z.-A.
    [J]. Service Oriented Computing and Applications, 2009, 3 (3) : 217 - 226
  • [4] A Framework for QoS-aware Web Service Composition in Pervasive Computing Environments
    Chen, Zhi-yong
    Yao, Qing
    [J]. 2008 3RD INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING AND APPLICATIONS, VOLS 1 AND 2, 2008, : 1013 - 1018
  • [5] Genetic Algorithm Based QoS-Aware Service Compositions in Cloud Computing
    Ye, Zhen
    Zhou, Xiaofang
    Bouguettaya, Athman
    [J]. DATABASE SYSTEMS FOR ADVANCED APPLICATIONS, PT II, 2011, 6588 : 321 - +
  • [6] QoS-aware service composition in cloud computing using data mining techniques and genetic algorithm
    Mohammad Bagher Karimi
    Ayaz Isazadeh
    Amir Masoud Rahmani
    [J]. The Journal of Supercomputing, 2017, 73 : 1387 - 1415
  • [7] QoS-aware service composition in cloud computing using data mining techniques and genetic algorithm
    Karimi, Mohammad Bagher
    Isazadeh, Ayaz
    Rahmani, Amir Masoud
    [J]. JOURNAL OF SUPERCOMPUTING, 2017, 73 (04): : 1387 - 1415
  • [8] A new QoS-aware service composition technique in cloud computing using capuchin search algorithm
    Wang, Ming
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2023, 45 (06) : 10985 - 10996
  • [9] QoS-aware Service Composition in Mobile Environments
    Nguyen Cao Hong Ngoc
    Lin, Donghui
    Nakaguchi, Takao
    Ishida, Toru
    [J]. 2014 IEEE 7TH INTERNATIONAL CONFERENCE ON SERVICE-ORIENTED COMPUTING AND APPLICATIONS (SOCA), 2014, : 97 - 104
  • [10] QoS-aware scheduling of Workflows in Cloud Computing environments
    Bousselmi, Khadija
    Brahmi, Zaki
    Gammoudi, Mohamed Mohsen
    [J]. IEEE 30TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS IEEE AINA 2016, 2016, : 737 - 745