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An Expert System for Vibration Diagnosis of Rotating Machinery using Decision Trees

机译:基于决策树的旋转机械振动诊断专家系统

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The necessity for the diagnosis of rotating machinery, which is widely used in the industry, is gradually increasing. A great deal of research has been done in the field of automatic diagnosis of the rotating machinery using computers instead of skilled operators. In this paper, an expert system called VIBEX has been developed to aid plant operators in diagnosing the causes of abnormal vibration in rotating machinery. In order to automate the diagnosis of the rotating machinery, a decision table based on the Sohre's cause-symptom matrix is used as a probabilistic method for diagnosing 42 causes of abnormal vibration. Also a decision tree, which is used as the acquisition of structured knowledge in the form of concepts, is introduced to build a knowledge base which is indispensable in expert systems. The decision tree is a technology used to build knowledge-based systems using inductive inferences from examples, and it also plays an important role as a vibration diagnostics tool. The system has been successfully implemented in personal computer environment and written in C++. To validate system performance, the diagnostic system has been tested with an example using two diagnostic methods.
机译:在行业中广泛使用的旋转机械诊断的必要性正在逐渐增加。在使用计算机而不是熟练的操作员对旋转机械进行自动诊断的领域中已经进行了大量研究。在本文中,开发了一个名为VIBEX的专家系统,以帮助工厂操作人员诊断旋转机械中异常振动的原因。为了使旋转机械的诊断自动化,基于Sohre原因症状矩阵的决策表被用作诊断42种异常振动原因的概率方法。还引入了决策树,该决策树被用作概念形式的结构化知识的获取,以建立知识库,这在专家系统中是必不可少的。决策树是一种用于通过示例中的归纳推断来构建基于知识的系统的技术,它还作为振动诊断工具发挥着重要作用。该系统已在个人计算机环境中成功实现,并使用C ++编写。为了验证系统性能,已使用两个诊断方法通过示例对诊断系统进行了测试。

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