Employing CHNN to develop a data refining algorithm for wireless sensor networks

Joy Iong Zong Chen, Chieh Chung Yu, Meng Tsu Hsieh, Yi-Nung Chung

研究成果: Conference contribution

2 引文 斯高帕斯(Scopus)

摘要

In this report a data fusion algorithm (DFA) for obtaining the relationships between wireless sensor measurements and existing tracks is proposed. It is known that a DFA plays an important role in wireless sensors for target tracking over WSN (wireless sensor network) deployments. However, a new approach to data fusion based on the CHNN (competitive Hopfield neural network) is here investigated, wherein the matching between mobile sensor measurements and existing target tracks can achieve global consideration. Embedded within the CHNN is also a competitive learning mechanism which creatively removes the dilemma of occasional irrational solutions in traditional HNN (Hopfield neural networks). In this research, it is also established that with the proposed approach, the network is guaranteed to converge into a stable state when performing a data association. The CHNN-based DFA is combined with mobile sensors in a WSN system to demonstrate the target tracking capabilities. Finally, computer simulation results indicate that this approach successfully solves the data association problems addressed over WSN environments.

原文English
主出版物標題2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009
頁面24-31
頁數8
DOIs
出版狀態Published - 2009 十一月 12
事件2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009 - Los Angeles, CA, United States
持續時間: 2009 三月 312009 四月 2

出版系列

名字2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009
1

Other

Other2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009
國家United States
城市Los Angeles, CA
期間09-03-3109-04-02

    指紋

All Science Journal Classification (ASJC) codes

  • Computer Science Applications
  • Hardware and Architecture
  • Information Systems
  • Software

引用此

Chen, J. I. Z., Yu, C. C., Hsieh, M. T., & Chung, Y-N. (2009). Employing CHNN to develop a data refining algorithm for wireless sensor networks. 於 2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009 (頁 24-31). [5171127] (2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009; 卷 1). https://doi.org/10.1109/CSIE.2009.666