Title :
Different Approaches for QoS-Aware Web Services Composition Focused on E-Commerce Systems
Author :
Prado, Pedro Felipe do ; Nakamura, Luis H V ; Estrella, Julio C. ; Santana, Marcos J. ; Santana, Regina H C
Author_Institution :
Inst. of Math. & Comput. Sci., Univ. of Sao Paulo, Sáo Carlos, Brazil
Abstract :
In this paper four different algorithms are proposed to solve the QoS-aware Web Services Composition (QWSC) problem in six different search-space sizes and a realistic deadline (a point not covered in many related works). Differently from some related works, statistical techniques are adopted in this paper in order to ensure more precise results from the algorithms. Two new algorithms are proposed: Greedy Heuristic and Double Hybrid Genetic Algorithm. The results of these algorithms were compared with an Exhaustive Search algorithm that always guarantees the global optima and a heuristic algorithm called Utility Function. The results obtained showed that the design of experiments and the performance evaluation can be used to determine which algorithms has better performance according to the different search-space sizes and the established deadline, it is also possible to determine which genetic operators are better suited for the QWSC problem.
Keywords :
Web services; design of experiments; electronic commerce; genetic algorithms; greedy algorithms; quality of service; search problems; QWSC problem; QoS-aware Web service composition; design of experiments; double hybrid genetic algorithm; e-commerce system; electronic commerce; exhaustive search algorithm; genetic operator; greedy heuristic algorithm; performance evaluation; quality of service; search-space size; statistical technique; utility function; Algorithm design and analysis; Genetics; Heuristic algorithms; Mercury (metals); Quality of service; Search problems; Web services;
Conference_Titel :
Computer Systems (WSCAD-SSC), 2012 13th Symposium on
Conference_Location :
Petropolis
Print_ISBN :
978-1-4673-4468-5
DOI :
10.1109/WSCAD-SSC.2012.14