Title :
Research on fault diagnosis for TBM Based on wavelet packet transforms and BP neural network
Author :
Zhang Tianrui ; Wang Zhenyu ; Yu Tianbiao ; Wang Wanshan ; Zhao Haifeng
Author_Institution :
Sch. of Mech. Eng. & Autom., Northeastern Univ., Shenyang, China
Abstract :
Analyzed the particularity of the TBM work environment and the superiority of virtual instrument for condition monitoring, and built a virtual instrument-based TBM condition monitoring systems. Researched the collected method of certainty feature vectors based on wavelet packet transform, and verified the applicability of this approach. A combination diagnostic methods of wavelet packet transform and BP neural network for fault diagnosis was proposed. In the process of applying this method, presented the method to adjust the weights of neural netwoek by the second learning to influent oefficient weighting method. Built a TBM condition monitoring and fault diagnosis system using LabVIEW and Matlab software. And shared the system online by using the web publishing tool. The technical feasibility were validated by the results of the operation of the system.
Keywords :
Internet; backpropagation; boring machines; computerised monitoring; condition monitoring; construction equipment; fault diagnosis; geotechnical engineering; neural nets; structural engineering computing; tunnels; virtual instrumentation; wavelet transforms; BP neural network; LabVIEW; Matlab software; TBM condition monitoring systems; TBM work environment; Web publishing tool; coefficient weighting method; fault diagnosis system; feature vectors; learning; neural network weight adjustment; online system sharing; tunnel boring machine; virtual instrument; wavelet packet transforms; Application software; Companies; Educational institutions; Feature extraction; Filtering algorithms; Hardware; Vibrations; BP neural netwoek; TBM; Wavelet Packet Transforms; condition monitoring; fault diagnosis; feature extration;
Conference_Titel :
Advance Computing Conference (IACC), 2013 IEEE 3rd International
Conference_Location :
Ghaziabad
Print_ISBN :
978-1-4673-4527-9
DOI :
10.1109/IAdCC.2013.6514308