DocumentCode
691036
Title
Dynamic Model Identification of High Power LED Lighting System Based on BP-Network
Author
Li-jun Liu ; Zhi-Bin Wang ; Qian Zhang ; Yong-cheng Liu ; Zhi-quan Li
Author_Institution
Inst. of Electr. Eng., Yanshan Univ., Qinhuangdao, China
fYear
2013
fDate
21-23 Sept. 2013
Firstpage
390
Lastpage
394
Abstract
In this paper, a system identification method based on BP-network is proposed to realize the study of dynamic characteristics of high power LED luminaire. LED input-output characteristic relations are obtained according to the lighting system structure, and response curves are received using the method of input isolation. A Back Propagation network model is established to simulate input and output relationships of actual system using the approximation ability to nonlinear mapping which multi-layer network has. The neural network is trained to make the input and output of network infinitely close to that of the practical system, and make the network characteristics approximately same to the actual lamps. The research provides the theory basis to establish feedback control system of the LED lighting luminaire.
Keywords
LED lamps; approximation theory; backpropagation; lighting; neural nets; power engineering computing; BP-network; LED input-output characteristic relation; approximation theory; backpropagation network model; dynamic model identification; feedback control system; high power LED lighting system; high power LED luminaire; input isolation method; lamp; lighting system structure; multilayer network; neural network; nonlinear mapping; system identification method; Educational institutions; Junctions; Light emitting diodes; Lighting; System identification; Temperature; Training; BP-network; Dynamic model; LED; System identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation, Measurement, Computer, Communication and Control (IMCCC), 2013 Third International Conference on
Conference_Location
Shenyang
Type
conf
DOI
10.1109/IMCCC.2013.89
Filename
6840478
Link To Document