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A novel diagnosis method for intelligent IETM platform based on cosine similarity and fuzzy semantic inference

机译:基于余弦相似性和模糊语义推断的智能IETM平台的一种新型诊断方法

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摘要

In recent years, the use of intelligent platform and the artificial intelligence methods in fault treatment are increasing rapidly with the development of intelligent equipment. In this paper, a novel diagnosis method based on cosine similarity and fuzzy semantic inference for intelligent IETM (Interactive Electronic Technical Manual) platform is investigated. The proposed diagnosis method is composed of two stages. The first stage is the record processing module. In this stage, fault records need to be processed by using cosine similarity. The rapid diagnosis module is the second stage. During this stage, fuzzy semantic inference is used to diagnosis the fault. One experimental study is carried out with the history records of pulling motor of EMU (Electric Multiple Units) to verify the effectiveness of the proposed diagnosis method. The obtained experimental results highlight the proposed methodology's superiority.
机译:近年来,利用智能平台和故障治疗中的人工智能方法随着智能设备的发展而迅速增加。本文研究了一种基于宽智能IETM(交互式电子技术手册)平台的基于余弦相似性和模糊语义推断的新型诊断方法。所提出的诊断方法由两个阶段组成。第一阶段是记录处理模块。在此阶段,需要使用余弦相似性处理故障记录。快速诊断模块是第二阶段。在此阶段,模糊语义推理用于诊断故障。一个实验研究是用鸸(电动多个单元)拉动电机的历史记录进行,以验证所提出的诊断方法的有效性。所获得的实验结果突出了所提出的方法的优势。

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