Semantic - based service discovery in grid environment

被引:2
|
作者
Shang, Kun [1 ,2 ]
机构
[1] Wuhan Univ Technol, Coll Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China
[2] Yellow River Conservancy Tech Inst, Coll Elect Engn, Kaifeng 475004, Henan, Peoples R China
关键词
Grid environment; semantic research; web services; service discovery;
D O I
10.3233/JIFS-189011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the process of informatization, there are also some new problems, mainly information can't be shared and integrated, distributed resources can't be used effectively, these problems make the industry face new challenges. The goal of this paper is to combine the grid technology and ontology organically, to build a unified information system integration and interoperation platform based on semantics, to realize information sharing and accelerate the pace of informatization. The method is to construct the whole structure of the system according to the actual needs of the system. This paper firstly analyzes the current research status and existing problems of semantic grid service matching, and proposes a semantic layered matching algorithm based on Massimo Paolucci elastic matching algorithm. To verify the feasibility and effectiveness of the hierarchical matching algorithm based on semantics, a prototype system named SGSM was designed and its functional model, matching process and performance were studied. Experimental results show that for the semantic-based hierarchical matching algorithm proposed in this paper, the threshold value of service semantic correlation degree is 0.84, the threshold value of service basic concept matching degree is 0.89, the threshold value of service comprehensive similarity degree is 0.66, and the threshold value of service quality matching degree is 0.78. Statistics through the experiment, the above three methods of recall, respectively, 33%, 62%, 85%, the precision is respectively: 29%, 57%, 88%, and illustrate the hierarchical matching algorithm based on semantic is feasible in practical application, compared with the traditional service based on keyword matching algorithm and Massimo Paolucci elastic matching algorithm on the recall and precision are improved significantly.
引用
收藏
页码:5263 / 5272
页数:10
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