Title :
Research on Test-platform and Condition Monitoring Method for AUV
Author :
Wang, Yujia ; Zhang, Mingjun
Author_Institution :
Sch. of Mech. & Electr. Eng., Harbin Eng. Univ.
Abstract :
To improve the reliability and intelligence of autonomous underwater vehicle, an AUV test-platform named "Beaver" is developed. The hardware and software system structure are introduced in detail. By analyzing the performance and the fault mechanism of thruster, it establishes the condition monitoring system for thrusters and sensors based on the double closed-loop PID controller, which includes the performance model of thruster based on RBF neural network and forward model of AUV based on improved dynamic recursive Elman neural network, and it probes into the method of combine fault detection. The results of experiment indicate that the "Beaver" can achieve the basic motion control and meet the requirement in test, and the combine fault detection method by parallel connected performance model and forward model can detect the typical fault of thrusters and sensors, which certificates the reliability and the effectiveness of condition monitoring system
Keywords :
closed loop systems; condition monitoring; control engineering computing; fault diagnosis; mobile robots; motion control; radial basis function networks; reliability; three-term control; underwater vehicles; AUV; Beaver; RBF neural network; autonomous underwater vehicle; closed-loop PID control; condition monitoring; dynamic recursive Elman neural network; fault detection; fault mechanism; motion control; reliability; test-platform; Condition monitoring; Fault detection; Hardware; Intelligent sensors; Intelligent vehicles; Neural networks; Sensor systems; Software systems; Testing; Underwater vehicles; AUV test-platform; Combine fault detection; Condition monitoring; Neural network;
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
DOI :
10.1109/ICMA.2006.257448