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基于SVM与轴心轨迹不变矩的转子状态识别方法 被引量:5

A Method in Support Vector Machines Based Invariant Moments to Recognize Shaft Orbit
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摘要 轴心轨迹是反映转子轴振的重要特征,其中隐含着转子的各种故障信息。提出了利用转子轴心轨迹图像不变矩与SVM的转子轴心轨迹自动识别方法。该方法首先对转子轴心轨迹图形进行填充处理,得到转子轴心轨迹图像,然后计算图像的7个不变矩。将提出的7个不变矩作为特征向量结合SVM分类方法对故障进行诊断。经实验分析和验证,该方法可以有效实现转子故障的诊断。 Axis orbit of rotor is a reflection of the important characteristics of shaft vibration, which implies the rotor fault information. This paper proposes an intelligent dentification method of shaft orbit based on support vector machines and invariant moments. The first step is filling The rotor orbit graphics, get rotor orbit image. The second step is calculating the image of 7 invariant moments, combined with SVM to diagnosis fault. According to experimental analysis and validation, this method can effectively achieve the rotor fault diagnosis.
出处 《汽轮机技术》 北大核心 2012年第6期469-472,414,共5页 Turbine Technology
关键词 支持向量机 不变矩 特征提取 轴心轨迹 SVM support vector machine invariant moments feature extraction shaft orbit SVM
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  • 1段吉安,张小栋.基于小波变换的轴心轨迹特征提取[J].振动.测试与诊断,1997,17(1):29-32. 被引量:13
  • 2[1]Chellappa R,Wilson C L, and Sirohey S. Human and machine recognition of faces: A survey. Proceedings of the IEEE, 1995, 83(5):705~740. 被引量:1
  • 3[2]Daugman, J Face and Gesture Recognition: Overview. IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(7):675-676. 被引量:1
  • 4[3]Turk M. Pentland A. Eigenfaces for recognition, Journal of cognitive neuroscience, 1991,3(1):71~86. 被引量:1
  • 5[4]P N Belhumeur, J P Hespanha, and D J Kriegman, Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection. IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, No. 7:711-720, 1997. 被引量:1
  • 6[5]Hu M. Visual Pattern Recognition by Moment Invariants, IRE Trans. Inform. Theory, vol. IT-8, Feb. 1962:179-187. 被引量:1
  • 7[6]L D Harmon, The recognition of faces, Scientific American, vol. 229:71-82, 1973. 被引量:1
  • 8[7]J Sergent. Microgenesis of face perception. In H D Ellis et al., editor, Aspects of Face Processing, NATO ASI Series, pages 17-33. Martinus Injhoff Publishers, Boston, 1986. 被引量:1
  • 9[8]J H Lai, P C Yuen and G C Feng, "Face recognition using holistic Fourier invariant features", Pattern Recognition, Vol. 34, No.1: 95-109, 2001. 被引量:1
  • 10[9]A Sluzek, Identification and inspection of 2-D objects using new moment-based shape descriptors, Pattern Recognition Letter, Vol. 16 (1995): 687-697. 被引量:1

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