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Conference Paper: Solutions for connectivity-based sensor network localization
Title | Solutions for connectivity-based sensor network localization |
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Authors | |
Keywords | connectivity localization Multiple dimensional scaling (MDS) non-convex constraints nonlinear programmng |
Issue Date | 2011 |
Publisher | IEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1001093 |
Citation | The 2011 IEEE International Conference on Mechatronics and Automation (ICMA 2011), Beijing, China, 7-10 August 2011. In Proceedings of ICMA, 2011, p. 1056-1062 How to Cite? |
Abstract | This paper compares the solutions obtained by various methods in the literature for sensor network localization based on connectivity. The deficiencies of some of those solutions are discussed. It is argued that the actual problem should be represented as an optimization problem with both convex and non-convex constraints. A new method is proposed which utilizes multi-dimensional scaling (MDS) to provide an initial solution on the location of the unknown nodes and then searches for a solution to satisfy all the constraints of the problem. The final solution can reach the most suitable configuration of the unknown nodes because all the information on the constraints (convex and non-convex) related to connectivity will have been used. Compared with other constraint models that only consider the nodes that have connections, this method considers not only the connection constraints, but also the disconnection constraints. Simulation results have shown that better solution can be obtained through the use of this method when compared with those produced by other methods. © 2011 IEEE. |
Persistent Identifier | http://hdl.handle.net/10722/135858 |
ISBN | |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Qiao, D | en_HK |
dc.contributor.author | Pang, GKH | en_HK |
dc.date.accessioned | 2011-07-27T01:49:42Z | - |
dc.date.available | 2011-07-27T01:49:42Z | - |
dc.date.issued | 2011 | en_HK |
dc.identifier.citation | The 2011 IEEE International Conference on Mechatronics and Automation (ICMA 2011), Beijing, China, 7-10 August 2011. In Proceedings of ICMA, 2011, p. 1056-1062 | en_HK |
dc.identifier.isbn | 978-1-4244-8115-6 | - |
dc.identifier.uri | http://hdl.handle.net/10722/135858 | - |
dc.description.abstract | This paper compares the solutions obtained by various methods in the literature for sensor network localization based on connectivity. The deficiencies of some of those solutions are discussed. It is argued that the actual problem should be represented as an optimization problem with both convex and non-convex constraints. A new method is proposed which utilizes multi-dimensional scaling (MDS) to provide an initial solution on the location of the unknown nodes and then searches for a solution to satisfy all the constraints of the problem. The final solution can reach the most suitable configuration of the unknown nodes because all the information on the constraints (convex and non-convex) related to connectivity will have been used. Compared with other constraint models that only consider the nodes that have connections, this method considers not only the connection constraints, but also the disconnection constraints. Simulation results have shown that better solution can be obtained through the use of this method when compared with those produced by other methods. © 2011 IEEE. | en_HK |
dc.language | eng | en_US |
dc.publisher | IEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1001093 | - |
dc.relation.ispartof | Proceedings of the IEEE International Conference on Mechatronics and Automation, ICMA 2011 | en_HK |
dc.subject | connectivity | en_HK |
dc.subject | localization | en_HK |
dc.subject | Multiple dimensional scaling (MDS) | en_HK |
dc.subject | non-convex constraints | en_HK |
dc.subject | nonlinear programmng | en_HK |
dc.title | Solutions for connectivity-based sensor network localization | en_HK |
dc.type | Conference_Paper | en_HK |
dc.identifier.email | Pang, GKH:gpang@eee.hku.hk | en_HK |
dc.identifier.authority | Pang, GKH=rp00162 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1109/ICMA.2011.5985806 | en_HK |
dc.identifier.scopus | eid_2-s2.0-81055144345 | en_HK |
dc.identifier.hkuros | 186798 | en_US |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-81055144345&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.spage | 1056 | en_HK |
dc.identifier.epage | 1062 | en_HK |
dc.description.other | The 2011 IEEE International Conference on Mechatronics and Automation (ICMA 2011), Beijing, China, 7-10 August 2011. In Proceedings of ICMA, 2011, p. 1056-1062 | - |
dc.identifier.scopusauthorid | Qiao, D=25651913600 | en_HK |
dc.identifier.scopusauthorid | Pang, GKH=7103393283 | en_HK |