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基于决策树的转子故障自动诊断研究 被引量:2

Rotor Fault Diagnosis Based on Decision Tree
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摘要 转子是旋转机械的核心部分,对旋转机械故障的监测主要是对转子的运行状态检测;目前的转子运行监测与故障诊断大都采用依靠人工经验与定期巡检,不能依靠历史数据建立故障预测诊断模型;提出一种基于优化决策树的转子故障诊断方法,提取转子故障中丰富的频域信息,按照频率的组合构成决策树的分裂属性,采用决策树构造转子故障诊断模型;实验证明,该模型对转子的故障预测与诊断具有较高的准确率,具有很强的实用价值。 The rotor is the core part of rotating machinery, rotating machinery fault monitoring is the main rotor running state detection. The present rotor condition monitoring and fault diagnosis mostly rely on artificial experience and regular inspection, can't rely on the historical data to establish fault forecast and diagnosis model. Put forward a kind of decision tree based on Optimization of rotor fault diagnosis method of extracting rotor fault, rich in frequency domain information, in accordance with the frequency composition of decision trees split- ting attribute, using decision tree structure of rotor fault diagnosis model. Experiments show that, the model of the rotor fault prediction and diagnosis has high accuracy, has the very strong practical value.
作者 张翼飞 赵凯
出处 《计算机测量与控制》 北大核心 2013年第9期2375-2377,2381,共4页 Computer Measurement &Control
关键词 转子故障 决策树 频域信息 rotor fault decision tree frequency domain information
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  • 1刘喜庆,夏松波,汪光明.转子不平衡引起的轴承与轴颈碰摩[J].电站系统工程,1994,10(5):3-9. 被引量:8
  • 2常新宇,兴成宏.碰摩故障诊断实例研究[J].中国设备工程,2006(5):42-44. 被引量:7
  • 3张金泽,单甘霖.改进的SVM算法及其在故障诊断中的应用研究[J].电光与控制,2006,13(6):97-100. 被引量:8
  • 4V Vapnik. The Nature of Statistical Learning Theory [ M ]. New York : Springer - Verlag, 1999.
  • 5C W HSU. A Comparison of Methods for Multi - class Support Vector Machines [ C ]. IEEE Transactions on Neural Networks, 2002,13(2) :415 -425.
  • 6Vijaja R,Shakeri M,Pattripati K. Optimal and nearoptimal test sequencing algorithms with realistic test models [J]. IEEE Transactions on Systems,Man,and Cybernetics, 1999,29( 1 ) : 11,26.
  • 7Liu G J;Yang P,Qiu J. Research on DFT-oriented uncertain dependency model [C]//Beijing:7th International Symposium on Test and Measurement, 2007,1 : 269-272.
  • 8Peter Bunus, Olle Isaksson, Beate Frey, Burkhard Munker. RODON-A Model-Based Diagnosis Approach for the DX Diagnostic Competition [C] //In Proceedings of 20th International Workshop on Principles of Diagnosis (DX- 09),p423-430,2009.
  • 9Association Modelica. Modelica-A Unified Object-Oriented Language for Physical Systems Modeling-Language Specification Version 3.0. [M] September,2007.
  • 10De Kleer J. An assumption-based TMS. [J]. Artificial Intelligence, 1986(28) : 127-162.

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