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作者:

Zhang, Huiqing (Zhang, Huiqing.) | Shi, Xiaowei (Shi, Xiaowei.)

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摘要:

After lots of research and analysis of the RSSId (received signal strength indicator RSSI and distanced) relationship between the reference nodes and blind nodes, A new indoor WLAN location technology using BP neural network to fit the RSSI-d curve is proposed. Firstly, establish a threelayer BP neural network, the input layer of the network is RSSI, through the hidden layer processing, the final output from the output layer is distance d between the reference node and blind node. Once get three more such distance d, according to the known coordinates of the reference nodes, Taylor series expansion algorithm is used to determine the coordinates of the blind node. Finally, the experiment result shows that the new algorithm improves the positioning accuracy and universality, compared with the traditional positioning algorithms. © 2012 IEEE.

关键词:

Backpropagation Intelligent control Location Multilayer neural networks Network layers Taylor series Torsional stress Wireless local area networks (WLAN)

作者机构:

  • [ 1 ] [Zhang, Huiqing]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Shi, Xiaowei]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China

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年份: 2012

页码: 80-83

语种: 英文

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WoS核心集被引频次: 0

SCOPUS被引频次: 4

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