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Cluster-based MDS algorithm for nodes localization in wireless sensor networks with irregular topologies

Published: 28 October 2008 Publication History

Abstract

Nodes localization in Wireless Sensor Networks (WSN) has arisen as a very challenging problem in the research community. Most of the applications for WSN are not useful without a priori known nodes positions. One solution to the problem is by adding GPS receivers to each node. Since this is an expensive approach and inapplicable for indoor environments, we need to find an alternative intelligent mechanism for determining nodes location. In this paper, we propose our cluster-based approach of multidimensional scaling (MDS) technique. Our initial experiments show that our algorithm outperforms MDS-MAP[8], particularly for irregular topologies in terms of accuracy.

References

[1]
Gwo-Jong Yu, and Shao-Chun Wang "Hierarchical MDS-based Localization Algorithm for Wireless Sensor Networks", 22nd International Conference on Advanced Information Networking and Applications, 25--28 March, 2008, pp. 748--754
[2]
F. L. Lewis, Wireless Sensor Networks, chapter 4 in D. J. Cook and S. K. Das, editors, Smart Environments: Technologies, Protocols, and Applications, John Wiley, New York, 2004
[3]
K. Akkaya, M. Younis, A survey of routing protocols in wireless sensor networks, Elsevier Ad Hoc Network Journal, 3(3):325--349, May 2005.
[4]
Rajagopal Iyengar and Biplab Sikdar, "Scalable and distributed GPS free positioning for sensor networks," Proceedings of IEEE International Conference on Communications (ICC2003), vol. 1, pp. 338--342, May 2003.
[5]
T. Cox and M. Cox, Multidimensional Scaling, Chapman & and Hall, London, 1994.
[6]
T. J. Kwon and M. Gerla. Efficient Flooding with Passive Clustering (PC) in AdHoc Networks. Computer Communication Review, 32(1):44--56, January 2002.
[7]
Xiang Ji and Hongyuan Zha, "Sensor Positioning in Wireless Ad-hoc Sensor Networks using Multidimensional Scaling," Proceedings of 23rd Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM 2004), March 2004.
[8]
Yi Shang, Wheeler Ruml, Ying Zhang, and Markus P. J. Fromherz, "Localization from mere connectivity," in Proceedings of ACM International symposium on mobile ad hoc networking and computing, pp. 201--212, June 2003.
[9]
Yi Shang and Wheeler Ruml, "Improved mds-based localization," in Twenty-third Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM), pp. 2640--2651, 2004

Cited By

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  • (2024)Iterative Vector-Based Localization in a Large Heterogeneous Sensor NetworkIEEE Journal of Selected Areas in Sensors10.1109/JSAS.2024.33977691(60-72)Online publication date: 2024
  • (2023)Localization in wireless sensor networks and wireless multimedia sensor networks using clustering techniquesMultimedia Tools and Applications10.1007/s11042-023-15956-z83:3(6829-6879)Online publication date: 18-Jun-2023
  • (2022)A Novel Localization Approach for Irregular Wireless Sensor Networks Based on Anchor SegmentationIEEE Sensors Journal10.1109/JSEN.2022.314382622:7(7267-7276)Online publication date: 1-Apr-2022
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  1. Cluster-based MDS algorithm for nodes localization in wireless sensor networks with irregular topologies

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          cover image ACM Other conferences
          CSTST '08: Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
          October 2008
          733 pages
          ISBN:9781605580463
          DOI:10.1145/1456223
          Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

          Sponsors

          • The French Chapter of ACM Special Interest Group on Applied Computing
          • Ministère des Affaires Etrangères et Européennes
          • Région Ile de France
          • Communauté d'Agglomération de Cergy-Pontoise
          • Institute of Electrical and Electronics Engineers Systems, Man and Cybernetics Society
          • The European Society For Fuzzy And technology
          • Institute of Electrical and Electronics Engineers France Section
          • Laboratoire des Equipes Traitement des Images et du Signal
          • AFIHM: Ass. Francophone d'Interaction Homme-Machine
          • The International Fuzzy System Association
          • Laboratoire Innovation Développement
          • University of Cergy-Pontoise
          • The World Federation of Soft Computing
          • Agence de Développement Economique de Cergy-Pontoise
          • The European Neural Network Society
          • Comité d'Expansion Economique du Val d'Oise

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          Association for Computing Machinery

          New York, NY, United States

          Publication History

          Published: 28 October 2008

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          Author Tags

          1. multidimensional scaling
          2. nodes localization
          3. wireless sensor networks

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          Cited By

          View all
          • (2024)Iterative Vector-Based Localization in a Large Heterogeneous Sensor NetworkIEEE Journal of Selected Areas in Sensors10.1109/JSAS.2024.33977691(60-72)Online publication date: 2024
          • (2023)Localization in wireless sensor networks and wireless multimedia sensor networks using clustering techniquesMultimedia Tools and Applications10.1007/s11042-023-15956-z83:3(6829-6879)Online publication date: 18-Jun-2023
          • (2022)A Novel Localization Approach for Irregular Wireless Sensor Networks Based on Anchor SegmentationIEEE Sensors Journal10.1109/JSEN.2022.314382622:7(7267-7276)Online publication date: 1-Apr-2022
          • (2022)Robust Localization System Using Vector Combination in Wireless Sensor NetworksIEEE Access10.1109/ACCESS.2022.319040910(73437-73445)Online publication date: 2022
          • (2021)Anchor-Free Multi-Level Self-Localization in Ad-hoc Networks2021 IEEE Wireless Communications and Networking Conference (WCNC)10.1109/WCNC49053.2021.9417602(1-6)Online publication date: 29-Mar-2021
          • (2019)A State-of-the-Art Survey on Multidimensional Scaling-Based Localization TechniquesIEEE Communications Surveys & Tutorials10.1109/COMST.2019.292197221:4(3565-3583)Online publication date: Dec-2020
          • (2018)A Survey on Multidimensional ScalingACM Computing Surveys10.1145/317815551:3(1-25)Online publication date: 23-May-2018
          • (2016)Robust localisation algorithm for large scale 3D wireless sensor networksInternational Journal of Ad Hoc and Ubiquitous Computing10.1504/IJAHUC.2016.07848123:1/2(82-91)Online publication date: 1-Jan-2016
          • (2016)A taxonomy of localization techniques based on multidimensional scaling2016 39th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)10.1109/MIPRO.2016.7522221(649-654)Online publication date: May-2016
          • (2013)A Distributed Localization Algorithm Based on Random Diffusion in WSNProceedings of the 2013 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications10.1109/TrustCom.2013.220(1774-1777)Online publication date: 16-Jul-2013
          • Show More Cited By

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