WSN-ANN: Parallel and Distributed Neurocomputing with Wireless Sensor Networks

被引:0
|
作者
Serpen, Gursel [1 ]
Li, Jiakai [1 ]
Liu, Linqian [1 ]
Gao, Zhenning [1 ]
机构
[1] Univ Toledo, Elect Engn & Comp Sci Dept, Toledo, OH 43606 USA
关键词
artificial neural network; wireless sensor network; parallel and distributed processing; parallel hardware; parallel and distributed computer architecture; Hopfield neural network; graph optimization; ARTIFICIAL NEURAL-NETWORKS; COMPUTATION; COMPLEXITY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes wireless sensor networks as a parallel and distributed computing platform for neurocomputing. The proposal entails leveraging the existing wireless sensor networks technology to serve as a hardware-software platform to implement and realize artificial neural network algorithms in fully parallel and distributed computation mode. The study describes the proposed parallel and distributed neurocomputing architecture, which is named as WSN-ANN, and its use as a hardware platform on a case study. A Hopfield neural network, which is configured to solve the minimum weakly connected dominating set problem, is embedded into a wireless sensor network. Simulation study results indicate that the proposed computing platform based on wireless sensor networks, WSN-ANN, is feasible and promising to serve as a parallel and distributed neurocomputer.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Parallel and distributed neurocomputing with wireless sensor networks
    Serpen, Gursel
    Liu, Linqian
    [J]. NEUROCOMPUTING, 2016, 173 : 1169 - 1182
  • [2] Wireless Sensor Networks (WSN) 2011
    Rashvand, Habib F.
    Yi, Weidong
    Cui, Li
    [J]. IET WIRELESS SENSOR SYSTEMS, 2011, 1 (04) : 179 - 180
  • [3] i-WSN League: Clustered Distributed Learning in Wireless Sensor Networks
    Mertens, Joannes Sam
    Galluccio, Laura
    Morabito, Giacomo
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (20) : 17920 - 17933
  • [4] Application of Neurocomputing for Data Approximation and Classification in Wireless Sensor Networks
    Jabbari, Amir
    Jedermann, Reiner
    Muthuraman, Ramanan
    Lang, Walter
    [J]. SENSORS, 2009, 9 (04) : 3056 - 3077
  • [5] Parallel distributed detection for wireless sensor networks: Performance analysis and design
    Bahceci, I
    Al-Regib, G
    Altunbasak, Y
    [J]. GLOBECOM '05: IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-6: DISCOVERY PAST AND FUTURE, 2005, : 2420 - 2424
  • [6] Multirate parallel distributed compensation of a cluster in wireless sensor and actor networks
    Yang, Chun-xi
    Huang, Ling-yun
    Zhang, Hao
    Wang, Hua
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2016, 47 (01) : 1 - 13
  • [7] The Wormhole Routing Attack in Wireless Sensor Networks (WSN)
    Sharif, Lukman
    Ahmed, Munir
    [J]. JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2010, 6 (02): : 177 - 184
  • [8] Quality of Service in Wireless Sensor Networks (QOS in WSN)
    Zolhavarieh, Seyedjamal
    Barati, Molood
    [J]. INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2012), 2013, 8768
  • [9] A parallel distributed application of the wireless sensor network
    Khan, AI
    Isreb, M
    Spindler, RS
    [J]. SEVENTH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND GRID IN ASIA PACIFIC REGION, PROCEEDINGS, 2004, : 81 - 88
  • [10] Distributed beamforming in wireless sensor networks
    Tummala, Murali
    Wai, Chan Chee
    Vincent, Patrick
    [J]. 2005 39th Asilomar Conference on Signals, Systems and Computers, Vols 1 and 2, 2005, : 793 - 797