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A Distributed Event Detection Scheme for Wireless Sensor Networks

Many of the existing event detection schemes in wireless sensor networks that employ classification or clustering approaches suffer from high communication and computational overheads. We propose a low-computation, distributed, and lightweight event detection scheme in wireless sensor networks, whic...

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Main Authors: Muhamad Amin , Anang Hudaya, Khan, Asad I., Raja Mahmood, Raja Azlina
Format: Conference or Workshop Item
Published: 2009
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://eprints.utp.edu.my/6247/1/MoMM2009.pdf
http://eprints.utp.edu.my/6247/
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id my.utp.eprints.6247
record_format eprints
spelling my.utp.eprints.62472017-01-19T08:25:51Z A Distributed Event Detection Scheme for Wireless Sensor Networks Muhamad Amin , Anang Hudaya Khan, Asad I. Raja Mahmood, Raja Azlina QA75 Electronic computers. Computer science Many of the existing event detection schemes in wireless sensor networks that employ classification or clustering approaches suffer from high communication and computational overheads. We propose a low-computation, distributed, and lightweight event detection scheme in wireless sensor networks, which is adopted from the pattern recognition scheme known as Distributed Hierarchical Graph Neuron. The experimental results show that the proposed scheme guarantees satisfactory classification accuracy, in comparison to Support VectorMachine and Self-Organizing Map algorithms. 2009 Conference or Workshop Item PeerReviewed application/pdf http://eprints.utp.edu.my/6247/1/MoMM2009.pdf Muhamad Amin , Anang Hudaya and Khan, Asad I. and Raja Mahmood, Raja Azlina (2009) A Distributed Event Detection Scheme for Wireless Sensor Networks. In: The 7th International Conference on Advances in Mobile Computing & Multimedia (MoMM2009), 14-16 December 2009, Kuala Lumpur, Malaysia. http://eprints.utp.edu.my/6247/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Muhamad Amin , Anang Hudaya
Khan, Asad I.
Raja Mahmood, Raja Azlina
A Distributed Event Detection Scheme for Wireless Sensor Networks
description Many of the existing event detection schemes in wireless sensor networks that employ classification or clustering approaches suffer from high communication and computational overheads. We propose a low-computation, distributed, and lightweight event detection scheme in wireless sensor networks, which is adopted from the pattern recognition scheme known as Distributed Hierarchical Graph Neuron. The experimental results show that the proposed scheme guarantees satisfactory classification accuracy, in comparison to Support VectorMachine and Self-Organizing Map algorithms.
format Conference or Workshop Item
author Muhamad Amin , Anang Hudaya
Khan, Asad I.
Raja Mahmood, Raja Azlina
author_facet Muhamad Amin , Anang Hudaya
Khan, Asad I.
Raja Mahmood, Raja Azlina
author_sort Muhamad Amin , Anang Hudaya
title A Distributed Event Detection Scheme for Wireless Sensor Networks
title_short A Distributed Event Detection Scheme for Wireless Sensor Networks
title_full A Distributed Event Detection Scheme for Wireless Sensor Networks
title_fullStr A Distributed Event Detection Scheme for Wireless Sensor Networks
title_full_unstemmed A Distributed Event Detection Scheme for Wireless Sensor Networks
title_sort distributed event detection scheme for wireless sensor networks
publishDate 2009
url http://eprints.utp.edu.my/6247/1/MoMM2009.pdf
http://eprints.utp.edu.my/6247/
_version_ 1738655473911988224
score 13.18916

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