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Issue No.11 - November (2011 vol.22)
pp: 1943-1951
Ziguo Zhong , University of Minnesota, Minneapolis
Tian He , University of Minnesota, Minneapolis
Wireless sensor networks have been considered as a promising tool for many location-dependent applications. In such deployments, the requirement of low system cost prohibits many range-based methods for sensor node localization; on the other hand, range-free approaches depending only on radio connectivity may underutilize the proximity information embedded in neighborhood sensing. In response to these limitations, this paper introduces a proximity metric called RSD to capture the distance relationships among 1-hop neighboring nodes in a range-free manner. With little overhead, RSD can be conveniently applied as a transparent supporting layer for state-of-the-art connectivity-based localization solutions to achieve better accuracy. We implemented RSD with three well-known algorithms and evaluated using two outdoor test beds: an 850-foot-long linear network with 54 MICAz motes, and a regular 2D network covering an area of 10,000 square feet with 49 motes. Results show that our design helps eliminate estimation ambiguity with a subhop resolution, and reduces localization errors by as much as 35 percent. In addition, simulations confirm its effectiveness for large-scale networks and reveal an interesting feature of robustness under unevenly distributed radio path loss.
Wireless sensor networks, localization, range free, neighborhood sensing, signature distance, RSD.
Ziguo Zhong, Tian He, "RSD: A Metric for Achieving Range-Free Localization beyond Connectivity", IEEE Transactions on Parallel & Distributed Systems, vol.22, no. 11, pp. 1943-1951, November 2011, doi:10.1109/TPDS.2011.105
[1] D. Culler, D. Estrin, and M. Srivastava, "Guest Editors' Introduction: Overview of Sensor Networks," Computer, vol. 37, no. 8, pp. 41-49, 2004.
[2] G. Simon et al., "Sensor Network-Based Countersniper System," Proc. Second Int'l Conf. Embedded Networked Sensor Systems (SenSys '04), 2004.
[3] G. Werner-Allen, J. Johnson, M. Ruiz, and J. Lees, "Monitoring Volcanic Eruptions with a Wireless Sensor Network," Proc. European Wireless Sensor Networks (EWSN '05), 2005.
[4] A. Terzis et al., "Slip Surface Localization in Wireless Sensor Networks for Landslide Prediction," Proc. Fifth Int'l Conf. Information Processing in Sensor Networks (IPSN '06), 2006.
[5] B. Karp and H.T. Kung, "GPSR: Greedy Perimeter Stateless Routing for Wireless Networks," Proc. MobiCom, 2000.
[6] Y. Kim, R. Govindan, B. Karp, and S. Shenker, "Geographic Routing Made Practical," Proc. Second Conf. Networked Systems Design Implementation (NSDI '05), 2005.
[7] P. Bahl and V.N. Padmanabhan, "Radar: An In-Building RF-Based User Location and Tracking System," Proc. IEEE INFOCOM, 2000.
[8] N.B. Priyantha, A. Chakraborty, and H. Balakrishnan, "The Cricket Location-Support System," Proc. ACM MobiCom, 2000.
[9] X. Cheng, A. Thaeler, G. Xue, and D. Chen, "TPS: A Time-Based Positioning Scheme for Outdoor Wireless Sensor Networks," Proc. IEEE INFOCOM, 2004.
[10] A. Savvides, C. Han, and M.B. Strivastava, "Dynamic Fine-Grained Localization in Ad-Hoc Networks of Sensors," Proc. ACM MobiCom, 2001.
[11] S. Lanzisera, D.T. Lin, and K.S.J. Pister, "RF Time of Flight Ranging for Wireless Sensor Network Localization," Proc. Workshop on Intelligent Solutions in Embedded Systems (WISES '06), 2006.
[12] J. Liu, Y. Zhang, and F. Zhao, "Robust Distributed Node Localization with Error Management," Proc. Seventh ACM Int'l Symp. Mobile Ad Hoc Networking and Computing (MobiHoc), 2006.
[13] D. Moore, J. Leonard, and K.S.J. Pister, "Robust Distributed Network Localization with Noisy Range Measurements," Proc. Second Int'l Conf. Embedded Networked Sensor Systems (SenSys '04), 2004.
[14] X. Cheng, H. Shu, Q. Liang, and D.H.-C. Du, "Silent Positioning in Underwater Acoustic Sensor Networks," IEEE Trans. Vehicular Technology, vol. 57, no. 3, pp. 1756-1766, May 2008.
[15] M. Maróti, B. Kusý, G. Balogh, P. Völgyesi, A. Nádas, K. Molnár, S. Dóra, and Á. Ledeczi, "Radio Interferometric Geolocation," Proc. Third Int'l Conf. Embedded Networked Sensor Systems (SenSys '05), 2005.
[16] H. Chang, J. Tian, T. Lai, H. Chu, and P. Huang, "Spinning Beacons for Precise Indoor Localization," Proc. Sixth ACM Conf. Embedded Network Sensor Systems (SenSys '08), 2008.
[17] A. Basu et al., "Distributed Localization by Noisy Distance and Angle Information," Proc. Seventh ACM Int'l Symp. Mobile Ad Hoc Networking and Computing (MobiHoc), 2006.
[18] Z. Yang and Y. Liu, "Quality of Trilateration: Confidence-Based Iterative Localization," Proc. Int'l Conf. Distributed Computing Systems (ICDCS '08), 2008.
[19] K. Chintalapudi, R. Govindan, R. Govindan, and G. Sukhatme, "Ad-Hoc Localization Using Ranging and Sectoring," Proc. IEEE INFOCOM, 2004.
[20] D. Niculescu and B. Nath, "Ad Hoc Positioning System (APS) Using AOA," Proc. IEEE INFOCOM, 2003.
[21] J. Bruck, J. Gao, and A. Jiang, "Localization and Routing in Sensor Networks by Local Angle Information," Proc. Sixth ACM Int'l Symp. Mobile Ad Hoc Networking and Computing (MobiHoc), 2005.
[22] D.K. Goldenberg et al., "Localization in Sparse Networks Using Sweeps," Proc. ACM MobiCom, 2006.
[23] N. Bulusu, J. Heidemann, and D. Estrin, "GPS-Less Low Cost Outdoor Localization for Very Small Devices," IEEE Personal Comm. Magazine, vol. 7, no. 5, pp. 28-34, Oct. 2000.
[24] Y. Shang, W. Ruml, Y. Zhang, and M.P.J. Fromherz, "Localization from Mere Connectivity," Proc. Fourth ACM Int'l Symp. Mobile Ad Hoc Networking and Computing (MobiHoc), 2003.
[25] D. Niculescu and B. Nath, "DV Based Positioning in Ad Hoc Networks," J. Telecomm. Systems, vol. 22, no. 4, pp. 267-280, 2003.
[26] T. He, C. Huang, B.M. Blum, and J.A. Stankovic, "Range-Free Localization Schemes in Large-Scale Sensor Networks," Proc. ACM MobiCom, 2003.
[27] S. Lederer, Y. Wang, and J. Gao, "Connectivity-Based Localization of Large Scale Sensor Networks with Complex Shape," Proc. INFOCOM, 2003.
[28] N. Bulusu, J. Heidemann, D. Estrin, and T. Tran, "Self-Configuring Localization Systems: Design and Experimental Evaluation," Trans. ACM Embedded Computing Systems, vol. 3, no. 1, 2004.
[29] M. Li and Y. Liu, "Rendered Path: Range-Free Localization in Anisotropic Sensor Networks with Holes," Proc. ACM MobiCom, 2007.
[30] R. Nagpal, H. Shrobe, and J. Bachrach, "Organizing a Global Coordinate System from Local Information on an Ad Hoc Sensor Network," Proc. Second Int'l Conf. Information Processing in Sensor Networks (IPSN '03), 2003.
[31] C. Savarese, J.M. Rabaey, and K. Langendoen, "Robust Positioning Algorithms for Distributed Ad-Hoc Wireless Sensor Networks," Proc. General Track of the Ann. Conf. USENIX, 2002.
[32] C. Wang and L. Xiao, "Locating Sensors in Concave Environments," Proc. IEEE INFOCOM, 2006.
[33] L. Doherty, K.S.J. Pister, and L. El Ghaoui, "Convex Position Estimation in Wireless Sensor Networks," Proc. IEEE INFOCOM, 2001.
[34] L. Römer, "The Lighthouse Location System for Smart Dust," Proc. First Int'l Conf. Mobile Systems (MobiSys '03), 2003.
[35] R. Stoleru et al., "A High-Accuracy, Low-Cost Localization System for Wireless Sensor Networks," Proc. Third Int'l Conf. Embedded Networked Sensor Systems (SenSys '05), 2005
[36] Z. Zhong and T. He, "MSP: Multi-Sequence Positioning of Wireless Sensor Nodes," Proc. Fifth Int'l Conf. Embedded Networked Sensor Systems (SenSys '07), 2007.
[37] K. Whitehouse et al., "The Effects of Ranging Noise on Multihop Localization: An Empirical Study," Proc. Fourth Int'l Symp. Information Processing in Sensor Networks (IPSN '05), 2005.
[38] K. Whitehouse, C. Karlof, and D. Culler, "A Practical Evaluation of Radio Signal Strength for Ranging-Based Localization," ACM Mobile Computing and Comm. Rev. (SIGMOBILE), vol. 11, no. 1, p. 41 , 2007.
[39] X. Li, H. Shi, and Y. Shang, "A Partial-Range-Aware Localization Algorithm for Ad-Hoc Wireless Sensor Networks," Proc. IEEE 29th Ann. Int'l Conf. Local Computer Networks (LCN '04), 2004.
[40] X. Li, H. Shi, and Y. Shang, "A Sorted RSSI Quantization Based Algorithm for Sensor Network Localization," Inter. J. Ad Hoc and Ubiquitous Computing, vol. 1, no. 4, pp. 222-229, 2006.
[41] K. Srinivasan, "Understanding the Causes of Packet Delivery Success and Failure in Dense Wireless Sensor Networks," Proc. Fourth Int'l Conf. Embedded Networked Sensor Systems, 2006.
[42] E. Miluzzo, X. Zheng, K. Fodor, and A.T. Campbell, "Radio Characterization of 802.15.4 and Its Impact on the Design of Mobile Sensor Networks," Proc. Fifth European Conf. Wireless Sensor Networks (EWSN '08), 2008.
[43] J.A. Costa, N. Patwari, and A.O. Hero III, "Distributed Weighted-Multidimensional Scaling for Node Localization in Sensor Networks," Trans. ACM Sensor Networks, vol. 2, no. 1, pp. 39-64, 2006.
[44] N. Patwari, A.O. Hero Iii, and J.A. Costa, "Learning Sensor Location from Signal Strength and Connectivity," Advances in Information Security Series, Springer, 2006.
[45] J. Hightower, G. Borriello, and R. Want, "SpotON: An Indoor 3D Location Sensing Technology Based on RF Signal Strength," Proc. IEEE Int'l Conf. Computational Science and Eng. (CSE), 2000.
[46] Z. Zhong, D. Wang, and T. He, "Sensor Node Localization Using Uncontrolled Events," Proc. Int'l Conf. Distributed Computing Systems (ICDCS '08), 2008.
[47] A. Varshavsky, E. Delara, J. Hightower, A. Lamarca, and V. Otsason, "GSM Indoor Localization," Pervasive and Mobile Computing, vol. 3, no. 6, pp. 698-720, 2007.
[48] T.S. Rappaport, Wireless Communications, Principles and Practice. Prentice Hall, 1996.
[49] K. Yedavalli and B. Krishnamachari, "Sequence-Based Localization in Wireless Sensor Networks," Trans. IEEE Mobile Computing, vol. 7, no. 1, pp. 81-94, Jan. 2008.
[50] Y. Zhang, L. Zhang, and X. Shan, "Ranking-Based Statistical Localization for Wireless Sensor Networks," Proc. IEEE Wireless Comm. and Networking Conf. (WCNC '08), 2008.
[51] E.W. Weisstein, "Circle Division by Lines," MathWorld http://mathworld.wolfram.comCircleDivisionbyLines.html , 2011.
[52] S. Carlsson, "A Variant of Heapsort with Almost Optimal Number of Comparisons," Information Processing Letters, vol. 24, no. 4, pp. 247-250, 1987.
[53] M.J. Greenacre, Theory and Applications of Correspondence Analysis. Academic Press, Inc., 1984.
[54] K. Smith, "Antennas for Low Power Applications," RFM Corp., Dallas. , 2011.
[55] The ns Manual, Chapter 18: Radio Propagation Models. ed.: Kevin Fall et al., , 2011.
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