QoS-aware big service composition using distributed co-evolutionary algorithm

被引:7
|
作者
Dutta, Avik [1 ]
Jatoth, Chandrashekar [2 ]
Gangadharan, G. R. [3 ]
Fiore, Ugo [4 ]
机构
[1] Inst Dev & Res Banking Technol, Hyderabad, India
[2] Natl Inst Technol, Dept Comp Sci & Engn, Hamirpur, India
[3] Natl Inst Technol, Dept Comp Applicat, Tiruchirappalli, India
[4] Parthenope Univ, Dept Management & Quantitat Studies, Naples, Italy
来源
关键词
big services; distributed co-evolutionary algorithm; distributed Jaya; distributed NSGA-III; quality of service; service composition; NONDOMINATED SORTING APPROACH; OPTIMIZATION ALGORITHM;
D O I
10.1002/cpe.6362
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Big services are collections of interrelated web services across virtual and physical domains, processing Big Data. Existing service selection and composition algorithms fail to achieve the global optimum solution in a reasonable time. In this paper, we design an efficient quality of service-aware big service composition methodology using a distributed co-evolutionary algorithm. In our proposed model, we develop a distributed NSGA-III for finding the optimal Pareto front and a distributed multi-objective Jaya algorithm for enhancing the diversity of solutions. The distributed co-evolutionary algorithm finds the near-optimal solution in a fast and scalable way.
引用
收藏
页数:14
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