• KSII Transactions on Internet and Information Systems
    Monthly Online Journal (eISSN: 1976-7277)

An Efficient Complex Event Processing Algorithm based on Multipattern Sharing for Massive Manufacturing Event Streams


Abstract

Quickly picking up some valuable information from massive manufacturing event stream usually faces with the problem of long detection time, high memory consumption and low detection efficiency due to its stream characteristics of large volume, high velocity, many variety and small value. Aiming to solve the problem above for the current complex event processing methods because of not sharing detection during the detecting process for massive manufacturing event streams, an efficient complex event processing method based on multipattern sharing is presented in this paper. The achievement of this paper lies that a multipattern sharing technology is successfully used to realize the quick detection of complex event for massive manufacturing event streams. Specially, in our scheme, we firstly use pattern sharing technology to merge all the same prefix, suffix, or subpattern that existed in single pattern complex event detection models into a multiple pattern complex event detection model, then we use the new detection model to realize the quick detection for complex events from massive manufacturing event streams, as a result, our scheme can effectively solve the problems above by reducing lots of redundant building, storing, searching and calculating operations with pattern sharing technology. At the end of this paper, we use some simulation experiments to prove that our proposed multiple pattern processing scheme outperforms some general processing methods in current as a whole.


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Cite this article

[IEEE Style]
Jianhua Wang, Yubin Lan, Shilei Lu and Lianglun Cheng, "An Efficient Complex Event Processing Algorithm based on Multipattern Sharing for Massive Manufacturing Event Streams," KSII Transactions on Internet and Information Systems, vol. 13, no. 3, pp. 1385-1402, 2019. DOI: 10.3837/tiis.2019.03.015

[ACM Style]
Wang, J., Lan, Y., Lu, S., and Cheng, L. 2019. An Efficient Complex Event Processing Algorithm based on Multipattern Sharing for Massive Manufacturing Event Streams. KSII Transactions on Internet and Information Systems, 13, 3, (2019), 1385-1402. DOI: 10.3837/tiis.2019.03.015