A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks
We propose a three-phase top- k query based distributed data collection scheme which is designed for clustered or multisink wireless sensor networks. The proposed scheme consists of a distributed iterative hard thresholding algorithm and a three-phase top- k query algorithm. In the distributed itera...
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| Format: | Article |
| Language: | English |
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Wiley
2015-01-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1155/2015/856507 |
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| _version_ | 1832553157551456256 |
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| author | Guorui Li Jingsha He Cong Wang |
| author_facet | Guorui Li Jingsha He Cong Wang |
| author_sort | Guorui Li |
| collection | DOAJ |
| description | We propose a three-phase top- k query based distributed data collection scheme which is designed for clustered or multisink wireless sensor networks. The proposed scheme consists of a distributed iterative hard thresholding algorithm and a three-phase top- k query algorithm. In the distributed iterative hard thresholding algorithm, the cluster heads or sink nodes reconstruct the compressed data in a distributed and cooperative manner. Meanwhile, the top- k query operation in the above algorithm is realized by pruning unnecessary elements among cluster heads or sink nodes in the three-phase top- k query algorithm. Simulation results show that there is no obvious difference in the performance of data reconstruction between our proposed scheme and existing compressive sensing theory based data collection schemes. However, both the number of interactions and the amount of transmitted data among cluster heads or sink nodes can be effectively reduced in the proposed scheme. The performance of the proposed scheme is analyzed in detail in this paper to support the claims. |
| format | Article |
| id | doaj-art-deaccf5a5d0c482d973b9ada8f3bba01 |
| institution | Kabale University |
| issn | 1550-1477 |
| language | English |
| publishDate | 2015-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj-art-deaccf5a5d0c482d973b9ada8f3bba012025-02-03T05:55:25ZengWileyInternational Journal of Distributed Sensor Networks1550-14772015-01-011110.1155/2015/856507856507A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor NetworksGuorui Li0Jingsha He1Cong Wang2 School of Computer and Communication Engineering, Northeastern University at Qinhuangdao, Qinhuangdao, Hebei 066004, China School of Software Engineering, Beijing University of Technology, Beijing 100124, China School of Computer and Communication Engineering, Northeastern University at Qinhuangdao, Qinhuangdao, Hebei 066004, ChinaWe propose a three-phase top- k query based distributed data collection scheme which is designed for clustered or multisink wireless sensor networks. The proposed scheme consists of a distributed iterative hard thresholding algorithm and a three-phase top- k query algorithm. In the distributed iterative hard thresholding algorithm, the cluster heads or sink nodes reconstruct the compressed data in a distributed and cooperative manner. Meanwhile, the top- k query operation in the above algorithm is realized by pruning unnecessary elements among cluster heads or sink nodes in the three-phase top- k query algorithm. Simulation results show that there is no obvious difference in the performance of data reconstruction between our proposed scheme and existing compressive sensing theory based data collection schemes. However, both the number of interactions and the amount of transmitted data among cluster heads or sink nodes can be effectively reduced in the proposed scheme. The performance of the proposed scheme is analyzed in detail in this paper to support the claims.https://doi.org/10.1155/2015/856507 |
| spellingShingle | Guorui Li Jingsha He Cong Wang A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks International Journal of Distributed Sensor Networks |
| title | A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks |
| title_full | A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks |
| title_fullStr | A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks |
| title_full_unstemmed | A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks |
| title_short | A Three-Phase Top- Query Based Distributed Data Collection Scheme in Wireless Sensor Networks |
| title_sort | three phase top query based distributed data collection scheme in wireless sensor networks |
| url | https://doi.org/10.1155/2015/856507 |
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