DocumentCode :
2887188
Title :
A Novel Carbon Monoxide Detection System Based on Infrared Absorption Used in Mine
Author :
He, Yu-kai ; Wang, Ru Lin ; Yang, Yu Qiang
fYear :
2006
fDate :
13-16 Aug. 2006
Firstpage :
645
Lastpage :
649
Abstract :
At present carbon monoxide detection system has the general problems of low detecting precision, easily poisoning and aging, short service life, narrow measurement range and bed anti-jamming ability. Considering the complexity of the circumstance and the diversity of the interference factors in mine, dual light sources and four detectors system is introduced into the new optical structure and most of the interference factors such as power source anti-jamming, mismatch of the detectors, gas cell material´s absorption, and dust´s influence and etc can be compensated. In addition, an infrared carbon monoxide (CO) sensor´s mathematical model is built by adopting radial basic function´s (RBF) neural network model, so as to dispel the influence of temperature, pressure and humidity. A momentum factor´s gradient descending method can be applied to adjust the parameters of RBF neural network. The experimental results have shown that the whole system has a high precision, a strong capacity of anti-jamming, a wide measurement range, a good selectivity, and an online detecting ability
Keywords :
carbon compounds; gas sensors; infrared detectors; mining industry; radial basis function networks; carbon monoxide detection system; dual light source; gradient descending method; infrared absorption; infrared carbon monoxide sensor; interference factor; mathematical model; mines; optical structure; radial basic function neural network; Aging; Electromagnetic wave absorption; Gas detectors; Infrared detectors; Interference; Light sources; Mathematical model; Neural networks; Optical computing; Optical sensors; Carbon monoxide; Infrared absorption; Mathematical model; Optics structure; Rbf neural network;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2006 International Conference on
Conference_Location :
Dalian, China
Print_ISBN :
1-4244-0061-9
Type :
conf
DOI :
10.1109/ICMLC.2006.258392
Filename :
4028143
Link To Document :
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