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Article type: Research Article
Authors: Jing, Xin; | Zhang, Jing | Zhao, Yang
Affiliations: School of Computer Science and Engineering, Xi'an University of Technology, Xi'an, China | School of Computer Science and Engineering, Xi'an Technological University, Xi'an, China | Department of Electronic and Information Technology, Jiangmen Polytechnic, Jiangmen, China
Note: [] Corresponding author. Xin Jing, School of Computer Science and Engineering, Xi'an University of Technology, Xi'an 710048, China. Tel.: +86 18591918539; E-mails: [email protected]; [email protected]; (Jing Zhang) [email protected]. (Yang Zhao).
Abstract: Complex event processing (CEP) is a promising technology, which can evaluate the business logic from a large number of continuous real-time data streams. There are a few issues that are still remaining, such as linearization of processing realization mode and event pattern description, which would severely affect the detection efficiency of CEP. This paper proposes a CEP system that can efficiently share the associated event pattern and simultaneously process multiple event sources. First, an event presentation model and a complete set of event operators are summarized, on which a multi event pattern specification language with parallel output capability is proposed. Then, an extended colored Petri-net (CEP-PNm) is defined, which can effectively realize the proposed language and share the same nodes between event patterns in a variety of connection types. At last, by comparison with the traditional CEP system, a parallel processing system called PM-CEPs is introduced. The experimental results show that PM-CEPs can improve complex event processing performance horizontally and vertically through event pattern share and parallel processing.
Keywords: Complex event processing, colored Petri-net, parallel processing, multi event pattern, business logic
DOI: 10.3233/IFS-141370
Journal: Journal of Intelligent & Fuzzy Systems, vol. 28, no. 2, pp. 885-896, 2015
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