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
Link To Document