DocumentCode :
2871280
Title :
Research of the Thruster Fault Diagnosis for Open-frame Underwater Vehicles
Author :
Wang, Yujia ; Jin, Zhixian ; Zhang, Mingjun
Author_Institution :
Sch. of Mech. & Electr. Eng., Engineering Univ. of Harbin
fYear :
2006
fDate :
25-28 June 2006
Firstpage :
2404
Lastpage :
2409
Abstract :
This paper introduces a novel fault diagnosis system of thruster for open-frame underwater vehicles (UV). Basically, the fault diagnosis system is a control allocator, but this primary function is enhanced with the ability of automatic thruster fault detection and diagnosis. The proposed fault diagnosis system consists of two subsystems: a underwater vehicle motion condition monitoring subsystem and a thruster fault detection subsystem. The motion condition monitoring subsystem analyses the output residuals of UVs motion model which is constructed with an improved Elman neural network and the real state value, to monitor its motion condition. The thruster fault detection subsystem uses fault detector units associated with each thruster, to monitor their conditions. Robust and reliable fault detection units are based on RBF neural network and fault conditions classifying methods. Fusion fault diagnosis unit integrates information provided by the two subsystems to locate and identify thruster fault. Results of the actual experiment show that the proposed fault diagnosis system is effective and feasible
Keywords :
condition monitoring; fault diagnosis; mobile robots; motion control; radial basis function networks; remotely operated vehicles; telerobotics; underwater vehicles; Elman neural network; RBF neural network; fault detection; motion condition monitoring subsystem; open-frame underwater vehicles; thruster fault diagnosis; Condition monitoring; Fault detection; Fault diagnosis; Fault tolerance; Mathematical model; Motion analysis; Motion control; Neural networks; Sensor fusion; Underwater vehicles; Fault diagnosis; Neural network; Thruster; Underwater vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation, Proceedings of the 2006 IEEE International Conference on
Conference_Location :
Luoyang, Henan
Print_ISBN :
1-4244-0465-7
Electronic_ISBN :
1-4244-0466-5
Type :
conf
DOI :
10.1109/ICMA.2006.257727
Filename :
4026476
Link To Document :
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