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Content Provider | IEEE Xplore Digital Library |
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Author | Hong-bin Chen Jiu-chao Feng Tse, C.K. |
Copyright Year | 2009 |
Description | Author affiliation: Department of Electronic and Information Engineering, Hong Kong Polytechnic University, China (Tse, C.K.) || School of Electronic and Information Engineering, South China University of Technology, Guangzhou 510641, China (Hong-bin Chen; Jiu-chao Feng) |
Abstract | We consider the scenario where each sensor in a sensor network observes an instantaneous linear mixture of multiple sources in a sensing field. A portion of sensors transmit their observations to a fusion center simultaneously, through channels with different gains. Due to the bandwidth constraint of links, the sensors' observations are quantized before transmission. A multiple-access interference (MAI) model is therefore adopted to measure the quality of the links under two cases. The fusion center uses a fast independent component analysis (Fast ICA) algorithm with pre-whitening to extract the sources, based on the received data from the transmitting sensors. The performance of source extraction is evaluated by numerical simulations. The results show that the second case is better regarding the impact of MAI on the performance. |
Starting Page | 2461 |
Ending Page | 2464 |
File Size | 630922 |
Page Count | 4 |
File Format | |
ISBN | 9781424438273 |
DOI | 10.1109/ISCAS.2009.5118299 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2009-05-24 |
Publisher Place | Taiwan |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Multiple access interference Interference constraints Wireless sensor networks Sensor fusion Sensor phenomena and characterization Data mining Bandwidth Independent component analysis Signal processing algorithms Intelligent sensors |
Content Type | Text |
Resource Type | Article |
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