A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments | |
Xue LL(薛玲玲)![]() ![]() ![]() ![]() ![]() | |
Department | 工业控制网络与系统研究室 |
Conference Name | 2017 17th IEEE International Conference on Communication Technology (ICCT 2017) |
Conference Date | October 27-30, 2017 |
Conference Place | Chengdu, China |
Source Publication | 2017 17th IEEE International Conference on Communication Technology (ICCT 2017) |
2017 | |
Pages | 1920-1925 |
Indexed By | EI ; CPCI(ISTP) |
EI Accession number | 20182305271261 |
WOS ID | WOS:000435276600373 |
Contribution Rank | 1 |
ISBN | 978-1-5090-3943-2 |
Keyword | Rule 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 |
Identifier | http://ir.sia.cn/handle/173321/21323 |
Collection | 工业控制网络与系统研究室 |
Corresponding Author | Xue LL(薛玲玲) |
Affiliation | 1.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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A two-level reasonin(361KB) | 会议论文 | 开放获取 | CC BY-NC-SA | View Download |
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