An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks
Recently, the data collection problem in wireless sensor networks (WSNs) using mobile sinks has received much attention. The main challenge in such problems is constructing the path that the mobile sink (MS) will use to collect the data. In this paper, an efficient path generation algorithm for the...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2021-11-01
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| Series: | Journal of Sensor and Actuator Networks |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2224-2708/10/4/69 |
| _version_ | 1797503118904131584 |
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| author | Omar Banimelhem Eyad Taqieddin Ibrahim Shatnawi |
| author_facet | Omar Banimelhem Eyad Taqieddin Ibrahim Shatnawi |
| author_sort | Omar Banimelhem |
| collection | DOAJ |
| description | Recently, the data collection problem in wireless sensor networks (WSNs) using mobile sinks has received much attention. The main challenge in such problems is constructing the path that the mobile sink (MS) will use to collect the data. In this paper, an efficient path generation algorithm for the mobile sink based on principal component analysis (PCA) is proposed. The proposed approach was evaluated using two data collection modes—direct and multihop—and it was compared with another approach called the mobile-sink-based energy-efficient clustering algorithm for wireless sensor networks (MECA). When compared with MECA, simulation results have shown that the proposed approach improves the performance of WSN in terms of the number of live nodes and average remaining energy. |
| first_indexed | 2024-03-10T03:45:57Z |
| format | Article |
| id | doaj.art-773aee8b02104a3399ad3a9dd5f26c4f |
| institution | Directory Open Access Journal |
| issn | 2224-2708 |
| language | English |
| last_indexed | 2024-03-10T03:45:57Z |
| publishDate | 2021-11-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Journal of Sensor and Actuator Networks |
| spelling | doaj.art-773aee8b02104a3399ad3a9dd5f26c4f2023-11-23T09:09:08ZengMDPI AGJournal of Sensor and Actuator Networks2224-27082021-11-011046910.3390/jsan10040069An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor NetworksOmar Banimelhem0Eyad Taqieddin1Ibrahim Shatnawi2Department of Network Engineering and Security, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, JordanDepartment of Network Engineering and Security, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, JordanDepartment of Computer Engineering, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, JordanRecently, the data collection problem in wireless sensor networks (WSNs) using mobile sinks has received much attention. The main challenge in such problems is constructing the path that the mobile sink (MS) will use to collect the data. In this paper, an efficient path generation algorithm for the mobile sink based on principal component analysis (PCA) is proposed. The proposed approach was evaluated using two data collection modes—direct and multihop—and it was compared with another approach called the mobile-sink-based energy-efficient clustering algorithm for wireless sensor networks (MECA). When compared with MECA, simulation results have shown that the proposed approach improves the performance of WSN in terms of the number of live nodes and average remaining energy.https://www.mdpi.com/2224-2708/10/4/69wireless sensor networkprincipal component analysismobile sinkdata collection |
| spellingShingle | Omar Banimelhem Eyad Taqieddin Ibrahim Shatnawi An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks Journal of Sensor and Actuator Networks wireless sensor network principal component analysis mobile sink data collection |
| title | An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks |
| title_full | An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks |
| title_fullStr | An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks |
| title_full_unstemmed | An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks |
| title_short | An Efficient Path Generation Algorithm Using Principle Component Analysis for Mobile Sinks in Wireless Sensor Networks |
| title_sort | efficient path generation algorithm using principle component analysis for mobile sinks in wireless sensor networks |
| topic | wireless sensor network principal component analysis mobile sink data collection |
| url | https://www.mdpi.com/2224-2708/10/4/69 |
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