DocumentCode :
2040310
Title :
A fault-tolerant control of inverse system based on LS-SVM and BBO
Author :
Cai Guobiao ; Zhang Pengfei ; Song Jia
Author_Institution :
Dept. of Astronaut., Beihang Univ., Beijing, China
fYear :
2015
fDate :
2-5 Aug. 2015
Firstpage :
555
Lastpage :
560
Abstract :
For the significance of the Near Space Hypersonic Vehicle(NSHV) at aspect of military and civilian and the huge losses of personnel and property when a fault occurs, it is significant to conduct fault-tolerant research for NSHV and avoid some catastrophic events. This paper presents a fault-tolerant control scheme of inverse system based on improved Least Squares Vector Machine(LS-SVM). The control system takes advantage of the superiority of LS-SVM in solving small sample, high dimension and local minima problems and uses the Biogeography-Based Optimization (BBO) to optimize parameters of SVM for the advantage of BBO in optimizing parameters. Then the inverse system based on LS-SVM is built. Finally, the simulation of NSHV in longitudinal channel demonstrated the effectiveness of the fault-tolerant control method.
Keywords :
aircraft control; fault tolerant control; least squares approximations; support vector machines; BBO; LS-SVM; NSHV; biogeography-based optimization; catastrophic events; fault-tolerant control scheme; improved least square vector machine; inverse system; local minima problems; longitudinal channel; near space hypersonic vehicle; Control systems; Fault tolerance; Fault tolerant systems; Mathematical model; Optimization; Support vector machines; System identification; BBO; LS-SVM; NSHV; fault-tolerant control; inverse system;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation (ICMA), 2015 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4799-7097-1
Type :
conf
DOI :
10.1109/ICMA.2015.7237545
Filename :
7237545
Link To Document :
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