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Identifying locations of nodes in wireless sensor networks (WSNs) is critical to both network operations and most application level tasks. Sensor nodes equipped with geographical positioning system (GPS) devices are aware of their locations at a precision level of few meters. However, installing GPS devices on a large number of sensor nodes not only is expensive but also affects the form factor of these nodes. Moreover, GPS-based localization is not applicable in the indoor environments such as buildings. There exists an extensive body of research literature that aims at obtaining absolute locations as well as relative spatial locations of nodes in a WSN without requiring specialized hardware at large scale. The typical approach consists of employing only a limited number of anchor nodes that are aware of their own locations, and then trying to infer locations of non-anchor nodes using graph-theoretic, geometric, statistical, optimization, and machine learning techniques. Thus, the literature represents a very rich ensemble of algorithmic techniques applicable to low power, highly distributed nodes with resource-optimal computations. In this chapter we take a close look at the algorithmic aspects of various important localization techniques for WSNs.
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S. Capkun, M. Hamdi, and J.-P. Hubaux. GPS-free positioning in mobile ad-hoc networks. Proceedings of the 34th Annual Hawaii International Conference on System Sciences, page 9008, 2001.
G. Mao and B. Fidan. Localization algorithms and strategies for wireless sensor networks. Information Science Reference – Imprint of: IGI Publishing, pages 1–526, 2009.
A. Savvides, M. Srivastava, L. Girod, and D. Estrin. Localization in sensor networks. In C. S. Raghavendra, K. M. Sivalingam, and T. Znati, editors, Wireless Sensor Networks, Kluwer, Norwell, MA, pages 327–349, 2004. CrossRef
J. Bachrach and C. Taylor. Localization in sensor networks. In I. Stojmenovic editor Handbook of Sensor Networks: Algorithms and Architectures, Wiley, New York, NY, ch. 9, pages 277–310, 2005.
N. Bulusu, J. Heidemann, and D. Estrin. GPS-less low-cost outdoor localization for very small devices. IEEE Personal Communications Magazine [see also IEEE Wireless Commun. Mag.], 7(5):28–34, 2000.
P. Agrawal, R. K. Ghosh, and S. K. Das. Localization of wireless sensor nodes using proximity information. In ICCCN 2007: The 16th International Conference on Computer Communications and Networks, pages 485–490, 2007.
R. Salomon. Precise localization in coarse-grained localization algorithms through local learning. In IEEE SECON 2005: Second Annual IEEE Communications Society Conference on Sensor and Ad Hoc Communications and Networks, pages 533–540, 2005.
T. He, C. Huang, B. M. Blum, J. A. Stankovic, and T. F. Abdelzaher. Range-free localization and its impact on large scale sensor networks, Transactions on Embedded Computing Systems, 4(4):877–906, 2005. CrossRef
H.-C. Chu and R.-H. Jan. A GPS-less, outdoor, self-positioning method for wireless sensor networks. Ad Hoc Networks, 5(5):547–557, 2007. CrossRef
R. Nagpal, H. Shrobe, and J. Bachrach. Organizing a global coordinate system from local information on an ad hoc sensor network. In IPSN 2003: Proceedings of the 3rd International Symposium on Information Processing in Sensor Networks, 2003.
D. Niculescu and B. Nath. Ad hoc positioning system (APS). IEEE GLOBECOM 2001, pages 2926–2931, 2001.
Y. Shang, W. Ruml, Y. Zhang, and M. P. J. Fromherz. Localization from mere connectivity. In MobiHoc 2003: Proceedings of the 4th ACM International Symposium on Mobile Ad Hoc Networking & Computing, pages 201–212, 2003.
K. Whitehouse, C. Karlof, and D. Culler. A practical evaluation of radio signal strength for ranging-based localization. SIGMOBILE Mobile Computing and Communications Review, 11(1):41–52, 2007. CrossRef
R. Reghelin and A. A. Fröhlich. A decentralized location system for sensor networks using cooperative calibration and heuristics. In MSWiM 2006: Proceedings of the 9th ACM International Symposium on Modeling Analysis and Simulation of Wireless and Mobile Systems, pages 139–146, 2006.
H. Lim, L.-C. Kung, J. C. Hou, and H. Luo. Zero-configuration, robust indoor localization: Theory and experimentation. INFOCOM 2006: 25th IEEE International Conference on Computer Communications, pages 1–12, April 2006.
R. Peng and M. L. Sichitiu. Probabilistic localization for outdoor wireless sensor networks. SIGMOBILE Mobile Computing and Communications Review, 11(1):53–64, 2007. CrossRef
X. Cheng, A. Thaeler, G. Xue, and D. Chen. TPS: a time-based positioning scheme for outdoor wireless sensor networks. INFOCOM 2004: 23rd AnnualJoint Conference of the IEEE Computer and Communications Societies, 4:2685–2696, 2004.
J. Zhang, T. Yan, J. A. Stankovi, and S. H. Son. Thunder: towards practical, zero cost acoustic localization for outdoor wireless sensor networks. SIGMOBILE Mobile Computing and Communications Review, 11(1):15–28, 2007. CrossRef
M. Broxton, J. Lifton, and J. A. Paradiso. Localization on the pushpin computing sensor network using spectral graph drawing and mesh relaxation. SIGMOBILE Mobile Computing and Communications Review, 10(1):1–12, 2006. CrossRef
A. Savvides, C.-C. Han, and M. B. Strivastava. Dynamic fine-grained localization in ad-hoc networks of sensors. In MobiCom 2001: the 7th Annual International Conference on Mobile Computing and Networking, pages 166–179, 2001.
M. Youssef, A. Youssef, C. Rieger, U. Shankar, and A. Agrawala. PinPoint: An asynchronous time-based location determination system. In MobiSys 2006: the 4th International Conference on Mobile Systems, Applications and Services, pages 165–176, 2006.
T. Eren, O. Goldenberg, W. Whiteley, Y. Yang, A. Morse, B. Anderson, and P. Belhumeur. Rigidity, computation, and randomization in network localization. INFOCOM 2004: The 23rd AnnualJoint Conference of the IEEE Computer and Communications Societies, 4: pages 2673–2684, 2004.
J. Aspnes, D. Goldenberg, and Y. R. Yang. On the computational complexity of sensor network localization. In The 1st International Workshop on Algorithmic Aspects of Wireless Sensor Networks, pages 32–44, 2004.
D. Niculescu and B. Nath. Ad hoc positioning system (APS) using AOA. INFOCOM 2003: The 22nd Annual Joint Conference of the IEEE Computer and Communications Societies, 3:1734–1743, 2003.
D. Niculescu and B. Nath. Dv based positioning in ad hoc networks. Telecommunication Systems, 22(1–4):267–280, 2003. CrossRef
Y. Zhang and L. Cheng. PLACE: protocol for location and coordinate estimation: A wireless sensor network approach. Computing Network, 46(5):679–693, 2004. CrossRef
K. Chintalapudi, A. Dhariwal, R. Govindan, and G. Sukhatme. Ad-hoc localization using ranging and sectoring. INFOCOM 2004: The 23rd AnnualJoint Conference of the IEEE Computer and Communications Societies, 4:2662–2672, 2004.
A. Savvides, H. Park, and M. B. Srivastava. The bits and flops of the n-hop multilateration primitive for node localization problems. In WSNA 2002: The 1st ACM International Workshop on Wireless Sensor Networks and Applications, pages 112–121, ACM, New York, NY, 2002.
L. Doherty, K. Pister, and L. E. Ghaoui. Convex position estimation in wireless sensor networks. INFOCOM 2001: The 20th Annual Joint Conference of the IEEE Computer and Communications Societies, 3:1655–1663, 2001.
P. Biswas, T.-C. Lian, T.-C. Wang, and Y. Ye. Semidefinite programming based algorithms for sensor network localization. ACM Transaction on Sensor Networks, 2(2):188–220, 2006. CrossRef
X. Ji and H. Zha. Sensor positioning in wireless ad-hoc sensor networks using multidimensional scaling. INFOCOM 2004: The 23rd AnnualJoint Conference of the IEEE Computer and Communications Societies, 4: 2652–2661, 2004.
D. Moore, J. Leonard, D. Rus, and S. Teller. Robust distributed network localization with noisy range measurements. SenSys 2004: The 2nd International Conference on Embedded Networked Sensor Systems, pages 50–61, 2004.
N. B. Priyantha, A. Chakraborty, and H. Balakrishnan. The cricket location-support system, MobiCom 2000: The 6th Annual ACM International Conference on Mobile Computing and Networking, 2000.
J. Bruck, J. Gao, and A. A. Jiang. Localization and routing in sensor networks by local angle information. MobiHoc 2005: The 6th ACM International Symposium on Mobile Ad Hoc Networking and Computing, pages 181–192, 2005.
M. Bădoiu, E. D. Demaine, M. T. Hajiaghayi, and P. Indyk. Low-dimensional embedding with extra information. SCG 2004: The 20th Annual Symposium on Computational Geometry, pages 320–329, 2004.
R. Iyengar and B. Sikdar. Scalable and distributed GPS free positioning for sensor networks. ICC 2003: IEEE International Conference on Communications, 1:338–342, 2003. CrossRef
H. Chan, M. Luk, and A. Perrig. Using clustering information for sensor network localization. DCOSS 2005: IEEE Conference on Distributed Computing in Sensor Systems, 2005.
J. A. Costa, N. Patwari, and A. O. H. Iii. Distributed weighted-multidimensional scaling for node localization in sensor networks, ACM Transactions Sensor Networks, 2:39–64, 2006. CrossRef
J. Liu, Y. Zhang, and F. Zhao, Robust distributed node localization with error management. MobiHoc 2006: The 7th ACM International Symposium on Mobile Ad Hoc Networking and Computing, pages 250–261, 2006.
M. L. Sichitiu and V. Ramadurai. Localization of wireless sensor networks with a mobile beacon. IEEE International Conference on Mobile Ad-hoc and Sensor Systems, pages 174–183, 2004.
A. Galstyan, B. Krishnamachari, K. Lerman, and S. Pattem. Distributed online localization in sensor networks using a moving target. IPSN 2004: The 3rd International Symposium on Information Processing in Sensor Networks, pages 61–70, 2004.
K.-F. Ssu, C.-H. Ou, and H. Jiau. Localization with mobile anchor points in wireless sensor networks, IEEE Transactions on Vehicular Technology, 54(3):1187–1197, 2005. CrossRef
P. Bahl and V. N. Padmanabhan. RADAR: An in-building RF-based user location and tracking system. INFOCOM 2000: The 19th IEEE International Conference on Computer Communications, pages 775–784, 2000.
X. Nguyen, M. I. Jordan, and B. Sinopoli. A kernel-based learning approach to ad hoc sensor network localization. ACM Transactions Sensor Networks, 1(1):134–152, 2005. CrossRef
E. T. Ihler, J. W. Fisher, O. L. Moses, and A. S. Willsky. Nonparametric belief propagation for self-localization of sensor networks. IEEE Journal on Selected Areas Communications, 23:809–819, 2005. CrossRef
C. Taylor, A. Rahimi, J. Bachrach, H. Shrobe, and A. Grue. Simultaneous localization, calibration, and tracking in an ad hoc sensor network. IPSN 2006: The 5th International Conference on Information Processing in Sensor Networks, pages 27–33, 2006.
D. Fox, J. Hightower, L. Liao, D. Schulz, and G. Borriello. Bayesian filtering for location estimation. IEEE Pervasive Computing, 2(3):24–33, 2003. CrossRef
L. Hu and D. Evans. Localization for mobile sensor networks. MobiCom 2004: The 10th Annual International Conference on Mobile Computing and Networking, pages 45–57, 2004.
L. Zhang, Q. Cheng, Y. Wang, and S. Zeadally. Landscape: a high performance distributed positioning scheme for outdoor sensor networks. WiMob 2005: IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, 3:430–437, 2005. CrossRef
R. Peng and M. L. Sichitiu. Probabilistic localization for outdoor wireless sensor networks. SIGMOBILE Mobile Computing Communication Review, 11(1):53–64, 2007. CrossRef
D. Madigan, E. Einahrawy, R. P. Martin, W. H. Ju, P. Krishnan, and A. S. Krishnakumar. Bayesian indoor positioning systems. INFOCOM 2005: The 24th Annual Joint Conference of the IEEE Computer and Communications Societies, 2:1217–1227, 2005. CrossRef
A. Cerpa, J. L. Wong, L. Kuang, M. Potkonjak, and D. Estrin. Statistical model of lossy links in wireless sensor networks. IPSN 2005: The 4th International Symposium on Information Processing in Sensor Networks, 2005.
S. Slijepcevic, S. Megerian, and M. Potkonjak. Location errors in wireless embedded sensor networks: sources, models, and effects on applications. SIGMOBILE Mobile Computing Communications Review, 6(3):67–78, 2002. CrossRef
H. A. Oliveira, E. F. Nakamura, A. A. F. Loureiro, and A. Boukerche. Error analysis of localization systems for sensor networks, GIS 2005: The 13th Annual ACM International Workshop on Geographic Information Systems, pages 71–78, 2005.
A. Savvides, W. Garber, R. Moses, and M. Srivastava. An analysis of error inducing parameters in multihop sensor node localization. IEEE Transactions Mobile Computing, 4(6):567–577, Nov.-Dec. 2005. CrossRef
K. Whitehouse, C. Karlof, A. Woo, F. Jiang, and D. Culler. The effects of ranging noise on multihop localization: an empirical study. IPSN 2005: The 4th International Symposium on Information Processing in Sensor Networks, pages 73–80, 2005.
N. Patwari, I. A.O. Hero, M. Perkins, N. Correal, and R. O’Dea. Relative location estimation in wireless sensor networks. IEEE Trans. Signal Processing , 51(8):2137–2148, 2003. CrossRef
C. Chang and A. Sahai. Estimation bounds for localization. SECON 2004: The 1st IEEE Communications Society Conference on Sensor and Ad Hoc Communications and Networks, pages 415–424, 2004.
S. Venkatesh and R. M. Buehrer. Multiple-access insights from bounds on sensor localization. Pervasive Mobile Computing, 4(1): 33–61, 2008. CrossRef
N. Bulusu, J. Heidemann, D. Estrin, and T. Tran. Self-configuring localization systems: Design and experimental evaluation. Transactions on Embedded Computing Systems, 3(1):24–60, 2004. CrossRef
K. Yedavalli, B. Krishnamachari, S. Ravula, and B. Srinivasan. Ecolocation: A sequence based technique for RF localization in wireless sensor networks. IPSN 2005: The 4th International Symposium on Information Processing in Sensor Networks, pages 285–292, 2005.
K. Sreenath, F. L. Lewis, and D. O. Popa. Simultaneous adaptive localization of a wireless sensor network. SIGMOBILE Mobile Computing Communication Review, 11(2):14–28, 2007. CrossRef
A. Y. Teymorian, W. Cheng, L. Ma, X. Cheng, X. Lu, and Z. Lu. 3d underwater sensor network localization. IEEE Transactions. Mobile Computing., 8:1610–1621, 2009. CrossRef
H. S. Abdelsalam and S. Olariu. A 3d-localization and terrain modeling technique for wireless sensor networks. In FOWANC 2009: The 2nd ACM International Workshop on Foundations of Wireless Ad Hoc and Sensor Networking and Computing. ACM, New York, NY, pages 37–46, 2009.
Z. Li, W. Trappe, Y. Zhang, and B. Nath. Robust statistical methods for securing wireless localization in sensor networks. IPSN 2005: The 4th International Symposium on Information Processing in Sensor Networks, pages 91–98, 2005.
L. Lazos, R. Poovendran, and S. Čapkun. ROPE: robust position estimation in wireless sensor networks. IPSN 2005: The 4th International Symposium on Information Processing in Sensor Networks, 2005.
M. Shao, Y. Yang, S. Zhu, and G. Cao. Towards statistically strong source anonymity for sensor networks. In INFOCOM 2008: The 27th IEEE International Conference on Computer Communications, pages 51–55, 2008.
Y. Jian, S. Chen, Z. Zhang, and L. Zhang. Protecting receiver-location privacy in wireless sensor networks. In INFOCOM 2007: The 26th IEEE International Conference on Computer Communications, pages 1955–1963, 2007.
- Algorithmic Aspects of Sensor Localization
Sajal K. Das
- Springer Berlin Heidelberg
- Chapter 9
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