Intelligent Electromagnetic Compatibility Management of Cell Phones by Using Knowledge Graphs
Intelligent Electromagnetic Compatibility Management of Cell Phones by Using Knowledge Graphs
复制标题
利用知识图谱对手机进行智能电磁兼容管理
DOI：
10.1109/tie.2019.2893839
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发表时间：
2019-01
影响因子：
7.7
通讯作者：
Wei Fang
中科院分区：
文献类型：
--
作者：
Dan Shi;Fangfei Zhang;Nan Wang;Wei Fang
本文提出了一种新的手机电磁兼容管理方法。分析了手机印刷电路板（PCB）中元器件的干扰和敏感特性，首次建立了这些干扰和敏感单元的知识图。在知识图中，将干扰和敏感单元存储为实体，并定义新的三元函数来关联这些实体。基于交互式会话的知识图谱智能生成EMC管理报告，其中使用长短期记忆和多层感知器方法提取三元函数的实体和关键参数。实体提取模型的准确率为75.6%，F1测度为70.9%。利用该方法进行了两个实验，验证了所建模型的可行性。该方法对行业电磁兼容管理的智能化具有一定的指导意义和实用价值。
In this paper, a new electromagnetic compatibility (EMC) management method for cell phones is presented. The interference and sensitive characteristics of components in printed circuit board (PCB) of cell phones are analyzed, and the knowledge graph for these interference and sensitive units is established for the first time. In the knowledge graph, the interference and sensitive units are stored as entities and new triple functions are defined to associate these entities. The EMC management report is intelligently generated based on the knowledge graph from interactive sessions, in which long short-term memory and multilayer perceptron methods are used to extract the entities and key parameters of the triple function. The accuracy of the entity extraction model is 75.6%, and F1 measure is 70.9%. Two experiments, which validated the feasibility of the established model, were executed using the proposed method. The method is useful and practical for intelligent EMC management in the industry.
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