Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment
Critical applications in the engineering and scientific area such as Structural Health Monitoring (SHM) and forest fire detection requires active detection mechanisms, which utilise current technology such as Wireless Sensor Network (WSN). Nevertheless, existing event detection applications implemen...
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my.utp.eprints.57272017-01-19T08:23:21Z Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment Muhamad Amin , Anang Hudaya Khan, Asad I. QA75 Electronic computers. Computer science Critical applications in the engineering and scientific area such as Structural Health Monitoring (SHM) and forest fire detection requires active detection mechanisms, which utilise current technology such as Wireless Sensor Network (WSN). Nevertheless, existing event detection applications implemented on WSN are far from achieving its fullest potential. In this paper, we propose a distributed intelligent event detection scheme known as Distributed Hierarchical Graph Neuron (DHGN) that performs pattern recognition on spatio-temporal sensory data within an integrated WSN-Grid environment. Fire detection data is analysed over a simulated WSN network. The results indicate that DHGN produces high recognition accuracy and is capable of performing spatio-temporal event tracking within specified locations and time instances. 2011 Conference or Workshop Item NonPeerReviewed application/pdf http://eprints.utp.edu.my/5727/1/MUHAMAD.PDF http://www.civil-comp.com/conf/photop11.htm Muhamad Amin , Anang Hudaya and Khan, Asad I. (2011) Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment. In: The Second International Conference on Parallel, Distributed, Grid and Cloud Computing for Engineering 2011 (PARENG 2011), 12-15 April 2011, Ajaccio, Corsica, France. http://eprints.utp.edu.my/5727/ |
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QA75 Electronic computers. Computer science Muhamad Amin , Anang Hudaya Khan, Asad I. Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment |
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Critical applications in the engineering and scientific area such as Structural Health Monitoring (SHM) and forest fire detection requires active detection mechanisms, which utilise current technology such as Wireless Sensor Network (WSN). Nevertheless, existing event detection applications implemented on WSN are far from achieving its fullest potential. In this paper, we propose a distributed intelligent event detection scheme known as Distributed Hierarchical Graph Neuron (DHGN) that performs pattern recognition on spatio-temporal sensory data within an integrated WSN-Grid environment. Fire detection data is analysed over a simulated WSN network. The results indicate that DHGN produces high recognition accuracy and is capable of performing spatio-temporal event tracking within specified locations and time instances. |
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Conference or Workshop Item |
author |
Muhamad Amin , Anang Hudaya Khan, Asad I. |
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Muhamad Amin , Anang Hudaya Khan, Asad I. |
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Muhamad Amin , Anang Hudaya |
title |
Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment |
title_short |
Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment |
title_full |
Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment |
title_fullStr |
Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment |
title_full_unstemmed |
Spatio-Temporal Forest Fire Detection using a Distributed Hierarchical Graph Neuron within an Integrated Wireless Sensor Network-Grid Environment |
title_sort |
spatio-temporal forest fire detection using a distributed hierarchical graph neuron within an integrated wireless sensor network-grid environment |
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2011 |
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http://eprints.utp.edu.my/5727/1/MUHAMAD.PDF http://www.civil-comp.com/conf/photop11.htm http://eprints.utp.edu.my/5727/ |
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