DocumentCode :
3275369
Title :
Intelligent book positioning for library using RFID and book spine matching
Author :
Ng, Wing W Y ; Qiao, Yi-song ; Lin, Li ; Ding, Hai-lan ; Chan, Patrick P K ; Yeung, Daniel S.
Author_Institution :
Machine Learning & Cybern. Res. Center, South China Univ. of Technol., Guangzhou, China
Volume :
2
fYear :
2011
fDate :
10-13 July 2011
Firstpage :
465
Lastpage :
470
Abstract :
In library, the management of books is very complication and timing costing. The location of books could be altered by librarian, students, teachers and any one around the library. Therefore, allocating a book is not an easy task in big library. Indoor positioning is an important technology to help storage management and customer services providing. RFID provides a good wireless platform to facilitate indoor positioning. However, duo to the small width of each book spine, adopting positioning based RFID alone is not enough to locate books in a library. In this work, we combine image matching with L-GEM based RBFNN to enhance the accuracy and robustness of the book locating system. We apply this new method in a library environment to position the certain books. Experimental results show that the proposed method is highly accurate and robust to white noise of RFID signals.
Keywords :
customer services; image matching; indoor communication; library automation; radial basis function networks; radiofrequency identification; storage management; white noise; L-GEM based RBFNN; RFID signals; book locating system; book spine matching; customer services providing; image matching; indoor positioning; intelligent book positioning; library environment; radial basis function neural network; storage management; white noise; Feature extraction; Image matching; Libraries; Neurons; Noise; Radiofrequency identification; Training; Image matching; Indoor Positioning; Neural Network; RFID;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2011 International Conference on
Conference_Location :
Guilin
ISSN :
2160-133X
Print_ISBN :
978-1-4577-0305-8
Type :
conf
DOI :
10.1109/ICMLC.2011.6016840
Filename :
6016840
Link To Document :
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