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概率因果网络在汽轮机故障诊断中的应用
引用本文:陈长征,刘强.概率因果网络在汽轮机故障诊断中的应用[J].中国电机工程学报,2001,21(3):78-81.
作者姓名:陈长征  刘强
作者单位:1. 沈阳工业大学建筑工程系,
2. 沈阳化工学院化工 机械系,
摘    要:在分析了汽轮机振动故障特点的基础上,提出了用遗传算法进行汽轮机等旋转机械故障诊断问题,定义了遗传算法求解故障诊断问题的概率因果网络,给出了求解故障诊断的数学表达式和适合汽轮机等旋转机械的故障集、征兆集、因果强度和先验概率表。建立了汽轮机故障诊断模型指出表达式的最小值的集合对应于故障集和征兆集,该模型能有效地识别出汽轮机的多故障,弥补了专家系统和神经网络等诊断方法不能正确诊断多故障的不足。

关 键 词:汽轮机  诊断故障  遗传算法  概率  因果网络  神经网络
文章编号:0258-8013 (2001) 03-0078-04
修稿时间:1999年12月2日

APPLICATIONS OF PROBABILISTIC CAUSAL NETWORK IN FAULT DIAGNOSIS OF TURBINE MACHINERY
CHEN Chang-zheng,LIU Qiang.APPLICATIONS OF PROBABILISTIC CAUSAL NETWORK IN FAULT DIAGNOSIS OF TURBINE MACHINERY[J].Proceedings of the CSEE,2001,21(3):78-81.
Authors:CHEN Chang-zheng  LIU Qiang
Affiliation:CHEN Chang zheng 1,LIU Qiang 2
Abstract:Based on analysis of vibration fault of the turbine machinery, applica tions of genetic algorithm in fault diagnosis were researched, the probabilistic causal network of fault diagnosis was made. The mathematics equation to solve the problem of fault diagnosis, the fault sets、manifestation sets、relation int ensity and experience probability of the rotating machinery, such as turbine mac hinery were given. The mathe-matics model of fault diagnosis of turbine machine ry by genetic algorithm was established, and the minimum value sets of formula cor responding to the relating fault and manifestation sets were put forwarded. The availability of this method was proved by a fault diagnosis examples of turbine machinery.The results show that the genetic diagnosis model proposed in this pap er can be used for multi-fault diagnosis together, it may make up shortage for some of expert systems and neural networks in some aspect. From the practice, t his is a good way of fault diagnosis of rotating machinery.
Keywords:turbine machinery  fault diagnosis  genetic algorithm  manifestation sets  relation intensity
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