基于支持向量机的导弹电子回收设备故障诊断专家系统推理机的设计与实现

Xuedong Xue, Fuli Liu, Dongyan Liu, Hong-li Wang, Shuai Zhang
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引用次数: 1

摘要

针对专家系统(ES)获取知识的“瓶颈”问题以及专家系统推理中的“匹配冲突”和“组合爆炸”问题,基于某型导弹电子回收设备可维护性评估的基本原理,提出了将SVM嵌入ES推理引擎,对各种PCB可维护性评估模型中的模块单元或关键部件进行故障定位的诊断方法。其中设计结合了基于SVM的某型导弹电子回收设备故障诊断ES推理机的构建,以及SVM推理机的实现方法。实验证明,该方法有效地提高了ES的故障诊断率和识别率。
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Design and realization of inference engine of fault diagnosis expert system for electronic recycling equipment of missile based on support vector machine
To address the problems of “bottleneck” of expert system (ES) in acquiring knowledge as well as “match conflict” and “combinational explosion” in expert system inference, base on fundamental principles of Maintainability appraisal of electronic recycling equipment in a type of missile, the diagnostic method is proposed for locating the fault of module unit or key component in various PCB Maintainability appraisal models by embedding SVM into ES inference engine, by which the design incorporates construction of ES inference engine diagnosing the faults with electronic recycling equipment in a type of missile based on SVM, together with the method for realization of SVM inference engine. The experiments prove that this method effectively improves ES fault diagnosis rate and identification ratio.
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