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Wavelet Packet-based Kernel Extreme Learning Machine for Sensor Faults Diagnosis of Hypersonic Vehicle

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成果类型:
期刊论文、会议论文
作者:
Song, Jia*;Zheng, Ziyuan;Liu, Yang;Guo, Xiaohong;Zhou, Jin
通讯作者:
Song, Jia
作者机构:
[Zheng, Ziyuan; Song, Jia; Liu, Yang] Beihang Univ, Beijing 100191, Peoples R China.
[Guo, Xiaohong] Key Lab Fault Diag & Maintenance Spacecraft Orbit, Xian 710043, Shaanxi, Peoples R China.
[Zhou, Jin] Wuhan Polytech Univ, Wuhan 430023, Hubei, Peoples R China.
通讯机构:
[Song, Jia] B
Beihang Univ, Beijing 100191, Peoples R China.
语种:
英文
关键词:
hypersonic vehicle (HV);fault diagnosis;wavelet packet decomposition (WPD);biogeography based optimization (BBO);kernel extreme learning machine (KELM)
期刊:
2018 CHINESE AUTOMATION CONGRESS (CAC)
年:
2018
页码:
2017-2022
会议名称:
Chinese Automation Congress (CAC)
会议时间:
NOV 30-DEC 02, 2018
会议地点:
Xian, PEOPLES R CHINA
会议主办单位:
[Song, Jia;Zheng, Ziyuan;Liu, Yang] Beihang Univ, Beijing 100191, Peoples R China.^[Guo, Xiaohong] Key Lab Fault Diag & Maintenance Spacecraft Orbit, Xian 710043, Shaanxi, Peoples R China.^[Zhou, Jin] Wuhan Polytech Univ, Wuhan 430023, Hubei, Peoples R China.
会议赞助商:
CAA, IEEE, IEEE Syst Man & Cybernet Soc
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-7281-1312-8
基金类别:
National H863 Foundation of China [11100002017115004]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61473015, 91646108]
机构署名:
本校为其他机构
摘要:
Sensor faults diagnosis is an important research field of the Hypersonic Vehicle (HV). A fast and effective fault diagnosis method can reduce the probability of flight accidents and improve the reliability of vehicle. Aiming at the uncertainty of the HV model and the rapidity of fault diagnosis, wavelet packet decomposition integrated with Biogeography Based Optimization Kernel Extreme Learning Machine (BBO-KELM) is proposed for the first time to identify fault. And the Biogeography Based Optimization (BBO) is used to improve the performance of the KELM firstly. The time-frequency analysis cap...

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