A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments

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	A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments
	Xue LL(薛玲玲); Yu HB(于海斌); Zeng P(曾鹏); Zhang TS(张天石); Tong X(佟星); Liu Y(刘阳)
	2017
会议名称	2017 17th IEEE International Conference on Communication Technology (ICCT 2017)
会议日期	October 27-30, 2017
会议地点	Chengdu, China
关键词	rule engine support vector machine improved RETE algorithm
页码	1920-1925
通讯作者	Xue LL(薛玲玲)
中文摘要	In the industrial environments, the efficient automatic control of terminal devices depends on the changing of reception data and customized rules. As the development of Industrial Internet of Things (IIoT), more and more industrial data can be achieved to generate the big data of IIoT. Therefore, efficient matching and processing of dynamic IIoT big data and customized rules becomes increasingly important. This paper presents a two-level reasoning method in improving performance of rule engine. The first level uses a decision function trained by Support Vector Machine (SVM) to classify reported data from sensors based on the semantic data interface. In this stage, the useless data is filtered in order to reduce subsequent process. In the second level an improved RETE, in this paper is called SVM_RETE algorithm for matching rules and performing actions is presented to increase efficiency of reasoning processing. The proposed scheme is performed in a practical industrial environment. The experiment results show that the method can be performed efficiently and flexibly when massive data is involved.
收录类别	EI ; CPCI（ISTP）
产权排序	1
会议录	2017 17th IEEE International Conference on Communication Technology (ICCT 2017)
语种	英语
ISBN号	978-1-5090-3943-2
WOS记录号	WOS:000435276600373
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/21323]
专题	沈阳自动化研究所_工业控制网络与系统研究室
作者单位	1.University of Chinese Academy of Sciences, Beijing 100049, China 2.Lab. of Networked Control Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
推荐引用方式 GB/T 7714	Xue LL,Yu HB,Zeng P,et al. A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments[C]. 见:2017 17th IEEE International Conference on Communication Technology (ICCT 2017). Chengdu, China. October 27-30, 2017.