QoS-Aware Automatic Service Composition:A Graph View

被引:2
作者
姜伟 [1 ,2 ]
吴甜 [3 ]
虎嵩林 [1 ]
刘志勇 [1 ]
机构
[1] Institute of Computing Technology,Chinese Academy of Sciences
[2] Graduate University of the Chinese Academy of Sciences
[3] State Grid Information & Telecommunication Company Ltd
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Web service; automatic service composition; QoS-aware; single-source optimal DAGs;
D O I
暂无
中图分类号
TP393.09 [];
学科分类号
080402 ;
摘要
In the research of service composition,it demands efficient algorithms that not only retrieve correct service compositions automatically from thousands of services but also satisfy the quality requirements of different service users.However,most approaches treat these two aspects as two separate problems,automatic service composition and service selection.Although the latest researches realize the restriction of this separate view and some specific methods are proposed,they still suffer from serious limitations in scalability and accuracy when addressing both requirements simultaneously.In order to cope with these limitations and efficiently solve the combined problem which is known as QoS-aware or QoS-driven automatic service composition problem,we propose a new graph search problem,single-source optimal directed acyclic graphs (DAGs),for the first time.This novel single-source optimal DAGs (SSOD) problem is similar to,but more general than the classical single-source shortest paths (SSSP) problem.In this paper,a new graph model of SSOD problem is proposed and a Sim-Dijkstra algorithm is presented to address the SSOD problem with the time complexity of O(n log n + m) (n and m are the number of nodes and edges in the graph respectively),and the proofs of its soundness.It is also directly applied to solve the QoS-aware automatic service composition problem,and a service composition tool named QSynth is implemented.Evaluations show that Sim-Dijkstra algorithm achieves superior scalability and efficiency with respect to a large variety of composition scenarios,even more efficient than our worklist algorithm that won the performance championship of Web Services Challenge 2009.
引用
收藏
页码:837 / 853
页数:17
相关论文
共 14 条
[1]   Efficient Algorithms for Web Services Selection with End-to-End QoS Constraints [J].
Yu, Tao ;
Zhang, Yue ;
Lin, Kwei-Jay .
ACM TRANSACTIONS ON THE WEB, 2007, 1 (01)
[2]  
Web Service Planner (WSPR): An Effective and Scalable Web Service Composition Algorithm[J] . Seog-Chan Oh,Dongwon Lee,Soundar R.T. Kumara.International Journal of Web Services Research (IJWSR) . 2007 (1)
[3]  
BITS: A Binary Tree Based Web Service Composition System[J] . Aoying Zhou,Sheng Huang,Xiaoling Wang.International Journal of Web Services Research (IJWSR) . 2007 (1)
[4]   Search strategies for automatic web service composition [J].
Milanovic, Nikola ;
Malek, Miroslaw .
INTERNATIONAL JOURNAL OF WEB SERVICES RESEARCH, 2006, 3 (02) :1-32
[5]  
AND/OR Graph and Search Algorithm for Discovering Composite Web Services[J] . Qianhui Althea Liang,Stanley Y.W. Su.International Journal of Web Services Research (IJWSR) . 2005 (4)
[6]  
HTN planning for Web Service composition using SHOP2[J] . Evren Sirin,Bijan Parsia,Dan Wu,James Hendler,Dana Nau.Web Semantics: Science, Services and Agents on the World Wide Web . 2004 (4)
[7]  
Average-case complexity of single-source shortest-paths algorithms: lower and upper bounds[J] . Ulrich Meyer.Journal of Algorithms . 2003 (1)
[8]   Undirected single-source shortest paths with positive integer weights in linear time [J].
Thorup, M .
JOURNAL OF THE ACM, 1999, 46 (03) :362-394
[9]  
Recent results on the single-source shortest paths problem[J] . Rajeev Raman.ACM SIGACT News . 1997 (2)
[10]   FASTER ALGORITHMS FOR THE SHORTEST-PATH PROBLEM [J].
AHUJA, RK ;
MEHLHORN, K ;
ORLIN, JB ;
TARJAN, RE .
JOURNAL OF THE ACM, 1990, 37 (02) :213-223