Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network
In wireless sensor networks (WSNs), plenty of sensor nodes are typically deployed in the field to provide a long-term monitoring facility. These sensor nodes are usually collect a huge amount of data over time. Transmitting the huge data from the sensor nodes to a sink introduces a big challenge to...
| Main Authors: | Alam, M.K., Aziz, A.A., Latif, S.A., Awang, A. |
|---|---|
| Format: | Conference or Workshop Item |
| Institution: | Universiti Teknologi Petronas |
| Record Id / ISBN-0: | utp-eprints.23608 / |
| Published: |
Institute of Electrical and Electronics Engineers Inc.
2019
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https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075639997&doi=10.1109%2fSCORED.2019.8896244&partnerID=40&md5=a99203de9236aac6a78c74117f1efbeb http://eprints.utp.edu.my/23608/ |
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utp-eprints.236082021-08-19T08:09:31Z Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network Alam, M.K. Aziz, A.A. Latif, S.A. Awang, A. In wireless sensor networks (WSNs), plenty of sensor nodes are typically deployed in the field to provide a long-term monitoring facility. These sensor nodes are usually collect a huge amount of data over time. Transmitting the huge data from the sensor nodes to a sink introduces a big challenge to the network due to energy constraint of the sensor nodes. Therefore, many research efforts have been carried out so far to design efficient data clustering techniques for WSNs. The main purpose of these techniques is to reduce the amount of data over the network while retaining their fundamental properties. This paper aims to develop a Histogram-based Data Clustering (HDC) technique at the cluster-head (CH) for in-network data reduction. The HDC groups the homogeneous data into clusters and then performs in-network data reduction by selecting the central values (instead of all data points) of each cluster. Simulations on real-world sensor data show that the proposed HDC can effectively reduce a significant amount of redundant data and outperform existing techniques. © 2019 IEEE. Institute of Electrical and Electronics Engineers Inc. 2019 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075639997&doi=10.1109%2fSCORED.2019.8896244&partnerID=40&md5=a99203de9236aac6a78c74117f1efbeb Alam, M.K. and Aziz, A.A. and Latif, S.A. and Awang, A. (2019) Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network. In: UNSPECIFIED. http://eprints.utp.edu.my/23608/ |
| institution |
Universiti Teknologi Petronas |
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UTP Institutional Repository |
| description |
In wireless sensor networks (WSNs), plenty of sensor nodes are typically deployed in the field to provide a long-term monitoring facility. These sensor nodes are usually collect a huge amount of data over time. Transmitting the huge data from the sensor nodes to a sink introduces a big challenge to the network due to energy constraint of the sensor nodes. Therefore, many research efforts have been carried out so far to design efficient data clustering techniques for WSNs. The main purpose of these techniques is to reduce the amount of data over the network while retaining their fundamental properties. This paper aims to develop a Histogram-based Data Clustering (HDC) technique at the cluster-head (CH) for in-network data reduction. The HDC groups the homogeneous data into clusters and then performs in-network data reduction by selecting the central values (instead of all data points) of each cluster. Simulations on real-world sensor data show that the proposed HDC can effectively reduce a significant amount of redundant data and outperform existing techniques. © 2019 IEEE. |
| format |
Conference or Workshop Item |
| author |
Alam, M.K. Aziz, A.A. Latif, S.A. Awang, A. |
| spellingShingle |
Alam, M.K. Aziz, A.A. Latif, S.A. Awang, A. Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network |
| author_sort |
Alam, M.K. |
| title |
Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network |
| title_short |
Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network |
| title_full |
Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network |
| title_fullStr |
Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network |
| title_full_unstemmed |
Data Clustering Technique for In-Network Data Reduction in Wireless Sensor Network |
| title_sort |
data clustering technique for in-network data reduction in wireless sensor network |
| publisher |
Institute of Electrical and Electronics Engineers Inc. |
| publishDate |
2019 |
| url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075639997&doi=10.1109%2fSCORED.2019.8896244&partnerID=40&md5=a99203de9236aac6a78c74117f1efbeb http://eprints.utp.edu.my/23608/ |
| _version_ |
1741196702947213312 |
| score |
11.62408 |