Fan fault forecasting based on wavelet analysis and support vector machine

被引：0

作者：

Huang Wei ^{[1
]}

Huang Daming ^{[1
]}

Yao Qihong ^{[1
]}

Liu Huining ^{[1
]}

Wang Yarixue ^{[1
]}

机构：

[1] Guangxi Univ, Dept Mech Engn, Nanning 530004, Peoples R China

来源：

ISTM/2007: 7TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-7, CONFERENCE PROCEEDINGS | 2007年

关键词：

wavelet analysis; support vector machine; fan; fault; forecasting;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper introduced a method of fan fault forecasting(1) based on wavelet analysis and support vector machine for fans which are widely-used in enterprises. By wavelet decomposing, original time series is decomposed into many series according to scale. By build model and forecasting for every series and composing the results, we get the final forecasting of the original time series. Finally, we apply this method for blowers of a aluminum plant.

引用

页码：6070 / 6073

页数：4

共 50 条

[21] Fault diagnosis method for disc slitting machine based on wavelet packet transform and support vector machine
Zhu, Yiwei
Yan, Qiusheng
Lu, Jiabin
[J]. INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2020, 33 (10-11) : 1118 - 1128
[22] Forecasting of Stock Returns by Using Manifold Wavelet Support Vector Machine
汤凌冰
盛焕烨
汤凌霄
[J]. Journal of Shanghai Jiaotong University(Science), 2010, 15 (01) : 49 - 53
[23] Support vector machine and wavelet transform for short term load forecasting
Liu, Mengliang
Liu, Xiaohua
Ma, Jinjun
[J]. General System and Control System, Vol I, 2007, : 60 - 63
[24] Forecasting of stock returns by using manifold wavelet support vector machine
Tang L.-B.
Sheng H.-Y.
Tang L.-X.
[J]. Journal of Shanghai Jiaotong University (Science), 2010, 15 (1) : 49 - 53
[25] Wavelet-support vector machine for forecasting palm oil price
Shabri, Ani
Hamid, Mohd Fahmi Abdul
[J]. MALAYSIAN JOURNAL OF FUNDAMENTAL AND APPLIED SCIENCES, 2019, 15 (03): : 398 - 406
[26] Simulation Study on Fault Diagnosis of Power Electronic Circuits Based on Wavelet Packet Analysis and Support Vector Machine
Sun, Hongyan
Zhang, Lan
[J]. JOURNAL OF ELECTRICAL SYSTEMS, 2018, 14 (04) : 21 - 33
[27] Scintillation detector fault diagnosis based on wavelet packet analysis and multi-classification support vector machine
Xie, Y. X.
Yan, Y. J.
Li, G. F.
Li, X.
[J]. JOURNAL OF INSTRUMENTATION, 2020, 15 (03)
[28] Support vector machine regression forecasting of O3 concentrations based on wavelet transformation
Su, Xiao-Qian
An, Jun-Lin
Zhang, Yu-Xin
[J]. Zhongguo Huanjing Kexue/China Environmental Science, 2019, 39 (09): : 3719 - 3726
[29] Product sales forecasting model based on robust wavelet v-support vector machine
Wu, Qi
Yan, Hong-Sen
Wang, Bin
[J]. Zidonghua Xuebao/ Acta Automatica Sinica, 2009, 35 (07): : 1027 - 1032
[30] Wavelet support vector machine
Zhang, L
Zhou, WD
Jiao, LC
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01): : 34 - 39

← 1 2 3 4 5 →