SIA OpenIR  > 工业控制网络与系统研究室
A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments
Xue LL(薛玲玲); Liu Y(刘阳); Tong X(佟星); Zhang TS(张天石); Zeng P(曾鹏); Yu HB(于海斌)
Department工业控制网络与系统研究室
Conference Name2017 17th IEEE International Conference on Communication Technology (ICCT 2017)
Conference DateOctober 27-30, 2017
Conference PlaceChengdu, China
Source Publication2017 17th IEEE International Conference on Communication Technology (ICCT 2017)
2017
Pages1920-1925
Indexed ByEI ; CPCI(ISTP)
EI Accession number20182305271261
WOS IDWOS:000435276600373
Contribution Rank1
ISBN978-1-5090-3943-2
KeywordRule Engine Support Vector Machine Improved Rete Algorithm
Abstract

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.

Language英语
Citation statistics
Document Type会议论文
Identifierhttp://ir.sia.cn/handle/173321/21323
Collection工业控制网络与系统研究室
Corresponding AuthorXue LL(薛玲玲)
Affiliation1.Lab. of Networked Control Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.University of Chinese Academy of Sciences, Beijing 100049, China
Recommended Citation
GB/T 7714
Xue LL,Liu Y,Tong X,et al. A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments[C],2017:1920-1925.
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