A Two-level Reasoning Method Based on SVM-RETE Algorithm in Industrial Environments
文献类型：会议论文
| 作者 | 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)
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| 出版日期 | 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)
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| 语种 | 英语 |
| ISBN号 | 978-1-5090-3943-2 |
| WOS记录号 | WOS:000435276600373 |
| 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. |
入库方式： OAI收割
来源：沈阳自动化研究所
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