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基于支持向量机的水电机组故障诊断研究

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摘要 针对水电机组故障信息缺乏、故障识别困难等问题,提出基于支持向量机的水电机组故障诊断模型。并针对实测水电机组故障数据,分析支持向量机水电机组故障诊断模型和常用的神经网络故障诊断模型等理论在水电机组故障诊断中的优劣。研究表明,支持向量机理论在小样本情况下比神经网络具有更强的诊断能力。
作者 黄涛
出处 《机电技术》 2017年第2期44-45,49,共3页 Mechanical & Electrical Technology
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  • 1赵道利,梁武科,罗兴锜,张彦宁.水电机组振动信号的子带能量特征提取方法研究[J].水力发电学报,2004,23(6):116-119. 被引量:27
  • 2韩捷.齿式联接不对中转子的故障物理特性研究[J].振动工程学报,1996,9(3):297-301. 被引量:43
  • 3韩捷,张瑞林.旋转机械故障机理及诊断技术.北京:机械工业出版社,1997
  • 4Xu M,Mazangoni R D. Vibration analysis of a motorflexible coupling-rotor system subject to misalingment and unblance (part : 1 ), Theoretical model and analysis.Journal of Sound and Vibration, 1994,176: 663-679
  • 5Xu M,Mazangoni R D. Vibration analysis of a motorflexible coupling-rotor system subject to misalingment and unblance (part : 2),Experimental validation. Journal of Sound and Vibration, 1994 ; 176:663-679
  • 6Li Wei, Yang Yi, Sheng Deren, et al. A Novel Non- linear Model of Rotor/Bearing/Seal System and Nu- merical Analysis[J]. Mechanism and Machine Theo- ry,2011,46(5) :618-631.
  • 7Tiwari R,Chakravarthy V. Simultaneous Estimation of the Residual Unbalance and Bearing Dynamic Pa- rameters from the Experimental Data in a Rotor- bearing System[J]. Mechanism and Machine Theo- ry, 2009,44(4) :792-812.
  • 8AL-Shudeifat M A,Butcher E A,et al. General Har- monic Balance Solution of a Cracked Rotor-bearing- disk System for Harmonic and Sub-harmonic Analy- sis:Analytical and Experimental Approach [J ]. In- ternational Journal of Engineering Science, 2010,48 (10) :921-935.
  • 9Inayat-Hussain J I. Nonlinear Dynamics of a Mag- netically Supported Rigid Rotor in Auxiliary Bear- ings [J]. Mechanism and Machine Theory, 2010,45 (10):1 651-1 667.
  • 10Zhou Y, Pan L P, Li P P. Fault Feature Extraction for Shaft System of Hydraulic Machinery Based on Wavelet Packet [J]. Applied Mechanics and Materials, 2013, 437: 373-376.

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