Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm
In this paper a new wireless sensor network localization algorithm, based on a mobile beacon and TSVM (Transductive Support Vector Machines) is proposed, which is referred to as MTSVM. The new algorithm takes advantage of a mobile beacon to generate virtual beacon nodes and then utilizes the beacon...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Sciendo
2014-12-01
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| Series: | Cybernetics and Information Technologies |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/cait-2014-0047 |
| _version_ | 1828873666334556160 |
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| author | Xu Jiang Qian Huanyan Dai Huan Zhu Jianxin |
| author_facet | Xu Jiang Qian Huanyan Dai Huan Zhu Jianxin |
| author_sort | Xu Jiang |
| collection | DOAJ |
| description | In this paper a new wireless sensor network localization algorithm, based on a mobile beacon and TSVM (Transductive Support Vector Machines) is proposed, which is referred to as MTSVM. The new algorithm takes advantage of a mobile beacon to generate virtual beacon nodes and then utilizes the beacon vector produced by the communication between the nodes to transform the problem of localization into one of classification. TSVM helps to minimize the error of classification of unknown fixed nodes (unlabeled samples). An auxiliary mobile beacon is designed to save the large volumes of expensive sensor nodes with GPS devices. As shown by the simulation test, the algorithm achieves good localization performance. |
| first_indexed | 2024-12-13T07:21:00Z |
| format | Article |
| id | doaj.art-336d9542f68c43d589da533a6ca01f5a |
| institution | Directory Open Access Journal |
| issn | 1314-4081 |
| language | English |
| last_indexed | 2024-12-13T07:21:00Z |
| publishDate | 2014-12-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Cybernetics and Information Technologies |
| spelling | doaj.art-336d9542f68c43d589da533a6ca01f5a2022-12-21T23:55:25ZengSciendoCybernetics and Information Technologies1314-40812014-12-011459810710.2478/cait-2014-0047Wireless Sensor Network Localization Based On A Mobile Beacon And TsvmXu Jiang0Qian Huanyan1Dai Huan2Zhu Jianxin3School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu 210094, China1 School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu 210094, China2 School of Computer Science and Engineering, Changshu Institute of Technology, Changshu, Jiangsu 215500, ChinaDepartment of Self-Propelled Gun, Shenyang Academy, Shenyang, Liaoning 110162, ChinaIn this paper a new wireless sensor network localization algorithm, based on a mobile beacon and TSVM (Transductive Support Vector Machines) is proposed, which is referred to as MTSVM. The new algorithm takes advantage of a mobile beacon to generate virtual beacon nodes and then utilizes the beacon vector produced by the communication between the nodes to transform the problem of localization into one of classification. TSVM helps to minimize the error of classification of unknown fixed nodes (unlabeled samples). An auxiliary mobile beacon is designed to save the large volumes of expensive sensor nodes with GPS devices. As shown by the simulation test, the algorithm achieves good localization performance.https://doi.org/10.2478/cait-2014-0047wsnslocalizationmobile beacontsvm |
| spellingShingle | Xu Jiang Qian Huanyan Dai Huan Zhu Jianxin Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm Cybernetics and Information Technologies wsns localization mobile beacon tsvm |
| title | Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm |
| title_full | Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm |
| title_fullStr | Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm |
| title_full_unstemmed | Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm |
| title_short | Wireless Sensor Network Localization Based On A Mobile Beacon And Tsvm |
| title_sort | wireless sensor network localization based on a mobile beacon and tsvm |
| topic | wsns localization mobile beacon tsvm |
| url | https://doi.org/10.2478/cait-2014-0047 |
| work_keys_str_mv | AT xujiang wirelesssensornetworklocalizationbasedonamobilebeaconandtsvm AT qianhuanyan wirelesssensornetworklocalizationbasedonamobilebeaconandtsvm AT daihuan wirelesssensornetworklocalizationbasedonamobilebeaconandtsvm AT zhujianxin wirelesssensornetworklocalizationbasedonamobilebeaconandtsvm |