DocumentCode :
512390
Title :
A novel optical fiber system for non-touch detecting roll wear based on neural network and software imitation
Author :
Yuan, Guo ; Zhengliang, Liu
Author_Institution :
Coll. of Comput. & Control Eng., Qi Qihaer Univ., Hei Longjiang, China
Volume :
1
fYear :
2009
fDate :
28-29 Nov. 2009
Firstpage :
330
Lastpage :
333
Abstract :
A non-touch on-line optical fiber measurement system for roll wears is designed, based on the principle of reflective displacement fiber-optic sensor. By using a novel probe of three optical fibers in equal transverse space, the effects of fluctuations in the light source, reflective changing of target surface and the intensity losses in the fiber lines are automatically compensated. Meantime, an optical fiber sensor model of correcting static error based on BP artificial neural network (ANN) is set up. Also by using interpolation method and value filtering to process the signals, effectively reduce the influence of random noise and the vibration of the roller bearing. So enhance the accuracy and resolution remarkably. A simulation-software program is compiled with Microsoft Visual Basic 6.0 based on this detective principle. By using it, the detecting signal curve is automatically drawn. And the date of I/O signal for this system is gained in good time.
Keywords :
backpropagation; fibre optic sensors; interpolation; mechanical engineering computing; mechanical variables measurement; neural nets; rollers (machinery); vibrations; wear; BP artificial neural network; Microsoft Visual Basic 6.0; correcting static error; interpolation method; nontouch detecting roll wear; nontouch on-line optical fiber measurement system; novel optical fiber system; optical fiber sensor model; random noise; reflective displacement fiber-optic sensor; roller bearing; simulation-software program; software imitation; value filtering; vibration; Artificial neural networks; Displacement measurement; Fluctuations; Light sources; Neural networks; Optical design; Optical fiber sensors; Optical fibers; Probes; Sensor systems; neural network; optical fiber; probe; roll wear; simulatoin;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Industrial Applications, 2009. PACIIA 2009. Asia-Pacific Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-4606-3
Type :
conf
DOI :
10.1109/PACIIA.2009.5406423
Filename :
5406423
Link To Document :
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