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Erschienen in: Wireless Networks 5/2010

01.07.2010

Node distribution-based localization for large-scale wireless sensor networks

verfasst von: Sangjin Han, Sungjin Lee, Sanghoon Lee, Jongjun Park, Sangjoon Park

Erschienen in: Wireless Networks | Ausgabe 5/2010

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Abstract

Distributed localization algorithms are required for large-scale wireless sensor network applications. In this paper, we introduce an efficient algorithm, termed node distribution-based localization (NDBL), which emphasizes simple refinement and low system-load for low-cost and low-rate wireless sensors. Each node adaptively chooses neighboring nodes, updates its position estimate by minimizing a local cost-function, and then passes this updated position to neighboring nodes. This update process uses a node distribution that has the same density per unit area as large-scale networks. Neighbor nodes are selected from the range in which the strength of received signals is greater than an experimentally based threshold. Based on results of a MATLAB simulation, the proposed algorithm was more accurate than trilateration and less complex than multi-dimensional scaling. Numerically, the mean distance error of the NDBL algorithm is 1.08–5.51 less than that of distributed weighted multi-dimensional scaling (dwMDS). Implementation of the algorithm using MicaZ with TinyOS-2.x confirmed the practicality of the proposed algorithm.

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Literatur
1.
Zurück zum Zitat Shang, Y., & Ruml, W. (2004, March). Improved mds-based localization. In INFOCOM 2004. 23rd AnnualJoint conference of the IEEE computer and communications societies (Vol. 4, pp. 2640–2651). Shang, Y., & Ruml, W. (2004, March). Improved mds-based localization. In INFOCOM 2004. 23rd AnnualJoint conference of the IEEE computer and communications societies (Vol. 4, pp. 2640–2651).
2.
Zurück zum Zitat Ji, X., & Zha, H. (2004, March). Sensor positioning in wireless ad-hoc sensor networks using multidimensional scaling. In INFOCOM 2004. 23rd AnnualJoint conference of the IEEE computer and communications societies (Vol. 4, pp. 2652–2661). Ji, X., & Zha, H. (2004, March). Sensor positioning in wireless ad-hoc sensor networks using multidimensional scaling. In INFOCOM 2004. 23rd AnnualJoint conference of the IEEE computer and communications societies (Vol. 4, pp. 2652–2661).
3.
Zurück zum Zitat Costa, J. A., Patwari, N., & Hero, A. O., III (2006). Distributed weighted-multidimensional scaling for node localization in sensor networks. ACM Transactions on Sensor Networks, 2(1), 39–64.CrossRef Costa, J. A., Patwari, N., & Hero, A. O., III (2006). Distributed weighted-multidimensional scaling for node localization in sensor networks. ACM Transactions on Sensor Networks, 2(1), 39–64.CrossRef
4.
Zurück zum Zitat Bachrach, J., & Taylor, C. (2005). Localization in sensor networks. In Handbook of sensor networks (pp. 277–310). Bachrach, J., & Taylor, C. (2005). Localization in sensor networks. In Handbook of sensor networks (pp. 277–310).
5.
Zurück zum Zitat Mao, G., Fidan, B., & Anderson, B. D. (2007). Wireless sensor network localization techniques. Computer Networks, 51(10), 2529–2553.MATHCrossRef Mao, G., Fidan, B., & Anderson, B. D. (2007). Wireless sensor network localization techniques. Computer Networks, 51(10), 2529–2553.MATHCrossRef
6.
Zurück zum Zitat Desai, J., & Tureli, U. (2007). Evaluating performance of various localization algorithms in wireless and sensor networks. In Personal, indoor and mobile radio communications, 2007 (PIMRC 2007) (pp. 1–5). IEEE 18th international Symposium on, September 2007. Desai, J., & Tureli, U. (2007). Evaluating performance of various localization algorithms in wireless and sensor networks. In Personal, indoor and mobile radio communications, 2007 (PIMRC 2007) (pp. 1–5). IEEE 18th international Symposium on, September 2007.
7.
Zurück zum Zitat Peng, R., & Sichitiu, M. L. (2007). Probabilistic localization for outdoor wireless sensor networks. SIGMOBILE SIGMOBILE Mobile Computing Communication Review, 11(1), 53–64.CrossRef Peng, R., & Sichitiu, M. L. (2007). Probabilistic localization for outdoor wireless sensor networks. SIGMOBILE SIGMOBILE Mobile Computing Communication Review, 11(1), 53–64.CrossRef
8.
Zurück zum Zitat Whitehouse, K., Karlof, C., & Culler, D. (2007). A practical evaluation of radio signal strength for ranging-based localization. SIGMOBILE Mobile Computing Communication Review, 11(1), 41–52.CrossRef Whitehouse, K., Karlof, C., & Culler, D. (2007). A practical evaluation of radio signal strength for ranging-based localization. SIGMOBILE Mobile Computing Communication Review, 11(1), 41–52.CrossRef
9.
Zurück zum Zitat Zhang, Y., Huang, Q., & Liu, J. (2006). Sequential localization algorithm for active sensor network deployment. Advanced information networking and applications, international conference (Vol. 2, pp. 171–178). Zhang, Y., Huang, Q., & Liu, J. (2006). Sequential localization algorithm for active sensor network deployment. Advanced information networking and applications, international conference (Vol. 2, pp. 171–178).
10.
Zurück zum Zitat Giorgetti, G., Gupta, S. K. S., & Manes, G. (2007). Wireless localization using self-organizing maps. In IPSN ’07: Proceedings of the 6th international conference on information processing in sensor networks (pp. 293–302). New York, NY: ACM. Giorgetti, G., Gupta, S. K. S., & Manes, G. (2007). Wireless localization using self-organizing maps. In IPSN ’07: Proceedings of the 6th international conference on information processing in sensor networks (pp. 293–302). New York, NY: ACM.
11.
Zurück zum Zitat Patwari, N., Hero, I. A. O., Perkins, M., Correal, N., & O’Dea, R. (2003). Relative location estimation in wireless sensor networks. IEEE Transactions on Signal Processing, 51, 2137–2148. Patwari, N., Hero, I. A. O., Perkins, M., Correal, N., & O’Dea, R. (2003). Relative location estimation in wireless sensor networks. IEEE Transactions on Signal Processing, 51, 2137–2148.
12.
Zurück zum Zitat Patwari, N., Ash, J., Kyperountas, S., Hero, I., Moses, A. O. R., & Correal, N. (2005). Locating the nodes: cooperative localization in wireless sensor networks. Signal Processing Magazine, IEEE, 22, 54–69. Patwari, N., Ash, J., Kyperountas, S., Hero, I., Moses, A. O. R., & Correal, N. (2005). Locating the nodes: cooperative localization in wireless sensor networks. Signal Processing Magazine, IEEE, 22, 54–69.
15.
Zurück zum Zitat IEEE standard for information technology (2006). Telecommunications and information exchange between systems—local and metropolitan area networks- specific requirements part 15.4: Wireless medium access control (mac) and physical layer (phy) specifications for low-rate wireless personal area networks (wpans). IEEE Std 802.15.4-2006 (Revision of IEEE Std 802.15.4-2003), 1–305. IEEE standard for information technology (2006). Telecommunications and information exchange between systems—local and metropolitan area networks- specific requirements part 15.4: Wireless medium access control (mac) and physical layer (phy) specifications for low-rate wireless personal area networks (wpans). IEEE Std 802.15.4-2006 (Revision of IEEE Std 802.15.4-2003), 1–305.
17.
Zurück zum Zitat IEEE standard for information technology (2007). Telecommunications and information exchange between systems—local and metropolitan area networks—specific requirement part 15.4: Wireless medium access control (mac) and physical layer (phy) specifications for low-rate wireless personal area networks (wpans) IEEE Std 802.15.4a-2007 (Amendment to IEEE Std 802.15.4-2006), 1–203. IEEE standard for information technology (2007). Telecommunications and information exchange between systems—local and metropolitan area networks—specific requirement part 15.4: Wireless medium access control (mac) and physical layer (phy) specifications for low-rate wireless personal area networks (wpans) IEEE Std 802.15.4a-2007 (Amendment to IEEE Std 802.15.4-2006), 1–203.
21.
Zurück zum Zitat FCC Part 15.250 Operation of wideband systems within the band 5925-7250 MHz. FCC Part 15.250 Operation of wideband systems within the band 5925-7250 MHz.
23.
Zurück zum Zitat Groenen, P., Mathar, R., & Heiser, W. (1995). The majorization approach to multidimensional scaling for minkowski distances. Journal of Classification, 12, 3–19.MATHCrossRefMathSciNet Groenen, P., Mathar, R., & Heiser, W. (1995). The majorization approach to multidimensional scaling for minkowski distances. Journal of Classification, 12, 3–19.MATHCrossRefMathSciNet
24.
Zurück zum Zitat Capkun, S., Hamdi, M., & Hubaux, J.-P. (2002). Gps-free positioning in mobile ad hoc networks. Cluster Computing, 5, 157–167(11), April. Capkun, S., Hamdi, M., & Hubaux, J.-P. (2002). Gps-free positioning in mobile ad hoc networks. Cluster Computing, 5, 157–167(11), April.
25.
Zurück zum Zitat Savarese, C., & Rabaey, J. M. (2001). Locationing in distributed ad-hoc wireless sensor networks. In Proceedings of the international conference on acoustics, speech, and signal processing (pp. 2037–2040). Savarese, C., & Rabaey, J. M. (2001). Locationing in distributed ad-hoc wireless sensor networks. In Proceedings of the international conference on acoustics, speech, and signal processing (pp. 2037–2040).
Metadaten
Titel
Node distribution-based localization for large-scale wireless sensor networks
verfasst von
Sangjin Han
Sungjin Lee
Sanghoon Lee
Jongjun Park
Sangjoon Park
Publikationsdatum
01.07.2010
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 5/2010
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-009-0210-1

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