• DocumentCode
    2815083
  • Title

    Neuro Wireless Sensor Network architecture: Cool stores dynamic thermal mapping

  • Author

    Yamani, Naresh ; Al-Anbuky, Adnan

  • Author_Institution
    Sensor Network & Smart Environ. (SeNSe) Res. Centre, AUT Univ., Auckland, New Zealand
  • fYear
    2011
  • fDate
    22-24 Feb. 2011
  • Firstpage
    45
  • Lastpage
    50
  • Abstract
    This work focuses on developing cool store´s thermal mapping system based on the neuro Wireless Sensor Network (nWSN). The network intelligence is taken care of by the sensor network embedded neural net. The target application of the architecture development is for cool stores with emphasis on meat storage. The meat quality is a significant characteristic within the cold chain management. Temperature is the main parameter that needs to be monitored. nWSN architecture deals with the distributed neural network (NN) that predicts the temperature variations within the space. WSN nodes have categorized into infrastructural sensor nodes and portable sensor nodes. The neural net algorithm is embedded into the fully functional infrastructural nodes while portable nodes provide the surrounding information. The portable nodes that are attached to the meat carcass are dynamically establishing connection with one of the infrastructural nodes. The overall network formulates clusters based on Dijkstra´s algorithm. The Nodes Message interaction (NMi) model is developed to organize the communication between the infrastructural nodes and portable nodes. This work disclosed the viability of nWSN architecture to execute further on a real-time test bed. It is found that the Mean Absolute Error (MAE) at the infrastructural nodes has a variation of 1°C. The resulting MAE is considerably good where nWSN can be capable of yielding similar applications of predictions.
  • Keywords
    cold storage; food products; neural nets; production engineering computing; temperature distribution; wireless sensor networks; Dijkstra´s algorithm; cold chain management; cool stores; distributed neural network; infrastructural sensor nodes; mean absolute error; meat carcass; meat storage; network intelligence; neuro wireless sensor network architecture; nodes message interaction; portable sensor nodes; thermal mapping system; Artificial neural networks; Computational modeling; Peer to peer computing; Temperature distribution; Temperature measurement; Temperature sensors; Wireless sensor networks; Artificial Neural Networks; Nodes Message interaction; Temperature Distribution; neuro Wireless Sensor Network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensors Applications Symposium (SAS), 2011 IEEE
  • Conference_Location
    San Antonio, TX
  • Print_ISBN
    978-1-4244-8063-0
  • Type

    conf

  • DOI
    10.1109/SAS.2011.5739807
  • Filename
    5739807