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Intelligent EMC Management Fabric Based on Knowledge Base and Machine Learning

机译:基于知识库和机器学习的智能EMC管理架构

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摘要

In this paper, we propose a new knowledge fabric for electromagnetic compatibility management of mobile phone. It combines the knowledge graph and machine learning to achieve intelligent management. The fabric leverages knowledge base to store entities and relational triples of entities. Moreover, we firstly propose the conception of ”function triple”. By using recurrent neural network methods, the model recognizes entities and their corresponding attributes to reflect the real query intention. When evaluated on a mobile phone task, the accuracy of the fabric is 68.3%. It is practical useful to help engineers to carry out circuit design.
机译:在本文中,我们提出了一种用于手机电磁兼容性管理的新知识结构。它结合了知识图和机器学习来实现智能管理。该结构利用知识库来存储实体和实体的关系三元组。此外,我们首先提出“功能三重”的概念。通过使用递归神经网络方法,该模型可以识别实体及其对应的属性,以反映真实的查询意图。当评估手机任务时,结构的准确性为68.3%。帮助工程师进行电路设计非常实用。

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