Sensor positioning in wireless ad-hoc sensor networks using multidimensional scaling
Sensor Positioning is a fundamental and crucial issue for sensor network operation and management. In the paper, we first study some situations where most existing sensor positioning methods tend to fail to perform well, an example being when the topology of a sensor network is anisotropic. Then, we...
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| Published in: | IEEE INFOCOM 2004 Vol. 4; pp. 2652 - 2661 vol.4 |
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| Main Authors: | , |
| Format: | Conference Proceeding |
| Language: | English |
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2004
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| ISBN: | 0780383559, 9780780383555 |
| ISSN: | 0743-166X |
| Online Access: | Get full text |
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| Abstract | Sensor Positioning is a fundamental and crucial issue for sensor network operation and management. In the paper, we first study some situations where most existing sensor positioning methods tend to fail to perform well, an example being when the topology of a sensor network is anisotropic. Then, we explore the idea of using dimensionality reduction techniques to estimate sensors coordinates in two (or three) dimensional space, and we propose a distributed sensor positioning method based on multidimensional scaling technique to deal with these challenging conditions. Multidimensional scaling and coordinate alignment techniques are applied to recover positions of adjacent sensors. The estimated positions of the anchors are compared with their true physical positions and corrected. The positions of other sensors are corrected accordingly. With iterative adjustment, our method can overcome adverse network and terrain conditions, and generate accurate sensor position. We also propose an on demand sensor positioning method based on the above method. |
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| AbstractList | Sensor Positioning is a fundamental and crucial issue for sensor network operation and management. In the paper, we first study some situations where most existing sensor positioning methods tend to fail to perform well, an example being when the topology of a sensor network is anisotropic. Then, we explore the idea of using dimensionality reduction techniques to estimate sensors coordinates in two (or three) dimensional space, and we propose a distributed sensor positioning method based on multidimensional scaling technique to deal with these challenging conditions. Multidimensional scaling and coordinate alignment techniques are applied to recover positions of adjacent sensors. The estimated positions of the anchors are compared with their true physical positions and corrected. The positions of other sensors are corrected accordingly. With iterative adjustment, our method can overcome adverse network and terrain conditions, and generate accurate sensor position. We also propose an on demand sensor positioning method based on the above method. |
| Author | Hongyuan Zha Xiang Ji |
| Author_xml | – sequence: 1 surname: Xiang Ji fullname: Xiang Ji organization: Dept. of Comput. Sci. & Eng., Pennsylvania State Univ., University Park, PA, USA – sequence: 2 surname: Hongyuan Zha fullname: Hongyuan Zha organization: Dept. of Comput. Sci. & Eng., Pennsylvania State Univ., University Park, PA, USA |
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| Snippet | Sensor Positioning is a fundamental and crucial issue for sensor network operation and management. In the paper, we first study some situations where most... |
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| StartPage | 2652 |
| SubjectTerms | Anisotropic magnetoresistance Computer network management Computer science Engineering management Intelligent networks Iterative methods Multidimensional systems Network topology Object detection Wireless sensor networks |
| Title | Sensor positioning in wireless ad-hoc sensor networks using multidimensional scaling |
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