Precise distributed localization algorithms for wireless networks

We propose reliable and precise distributed localization algorithms for wireless networks, iterative multidimensional scaling (IT-MDS) and simulated annealing multidimensional scaling (SA-MDS). We use only radio communication constraints to infer a node's distances, and uniquely combine a multidimensional scaling algorithm (MDS) with a lateration algorithm. We analytically establish the upperbound on the estimation error. The proposed techniques can estimate all nodes' positions, even with limited and imprecise network knowledge. Analysis and test runs show that the proposed methods are independent of the topology randomness and the range measurement errors. We attempt to bound the localization imprecision. Simulation results yield an average estimation error of about 25% of radio transmission range. The highest estimation error observed is 40% radio range for most networks.

[1]  A. Householder,et al.  Discussion of a set of points in terms of their mutual distances , 1938 .

[2]  Mihail L. Sichitiu,et al.  Localization in Wireless Sensor Networks: A Probabilistic Approach , 2003, International Conference on Wireless Networks.

[3]  Jan M. Rabaey,et al.  Robust Positioning Algorithms for Distributed Ad-Hoc Wireless Sensor Networks , 2002, USENIX Annual Technical Conference, General Track.

[4]  B. R. Badrinath,et al.  Ad hoc positioning system (APS) , 2001, GLOBECOM'01. IEEE Global Telecommunications Conference (Cat. No.01CH37270).

[5]  Deborah Estrin,et al.  Habitat monitoring: application driver for wireless communications technology , 2001, CCRV.

[6]  B. R. Badrinath,et al.  Ad hoc positioning system (APS) using AOA , 2003, IEEE INFOCOM 2003. Twenty-second Annual Joint Conference of the IEEE Computer and Communications Societies (IEEE Cat. No.03CH37428).

[7]  R. Sibson Studies in the Robustness of Multidimensional Scaling: Perturbational Analysis of Classical Scaling , 1979 .

[8]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[9]  Radhika Nagpal,et al.  Organizing a Global Coordinate System from Local Information on an Amorphous Computer , 1999 .

[10]  Eija Kaasinen,et al.  User needs for location-aware mobile services , 2003, Personal and Ubiquitous Computing.

[11]  David Evans,et al.  Localization for mobile sensor networks , 2004, MobiCom '04.

[12]  L. El Ghaoui,et al.  Convex position estimation in wireless sensor networks , 2001, Proceedings IEEE INFOCOM 2001. Conference on Computer Communications. Twentieth Annual Joint Conference of the IEEE Computer and Communications Society (Cat. No.01CH37213).

[13]  Keith Brendley,et al.  Networked sensors for the objective force , 2002, SPIE Defense + Commercial Sensing.

[14]  Chris Savarese LOCATIONING IN DISTRIBUTED AD-HOC WIRELESS SENSOR NETWORKS , 2001 .

[15]  John A. Silvester,et al.  Optimum transmission radii for packet radio networks or why six is a magic number , 1978 .

[16]  Zygmunt J. Haas,et al.  Determining the optimal configuration for the zone routing protocol , 1999, IEEE J. Sel. Areas Commun..

[17]  B. Nath,et al.  Localized positioning in ad hoc networks , 2003, Proceedings of the First IEEE International Workshop on Sensor Network Protocols and Applications, 2003..

[18]  Mani B. Srivastava,et al.  The n-Hop Multilateration Primitive for Node Localization Problems , 2003, Mob. Networks Appl..

[19]  Radhika Nagpal,et al.  Organizing a Global Coordinate System from Local Information on an Ad Hoc Sensor Network , 2003, IPSN.

[20]  Tian He,et al.  Differentiated surveillance for sensor networks , 2003, SenSys '03.

[21]  Kamal Premaratne,et al.  Location information-aided task-oriented self-organization of ad-hoc sensor systems , 2004 .

[22]  Tian He,et al.  Range-free localization schemes in large scale sensor network , 2003, MobiCom 2003.

[23]  Mihail L. Sichitiu,et al.  Simple Algorithm for Outdoor Localization of Wireless Sensor Networks with Inaccurate Range Measurements , 2003, International Conference on Wireless Networks.

[24]  Tarek F. Abdelzaher,et al.  Range-free localization schemes for large scale sensor networks , 2003, MobiCom '03.

[25]  Jan M. Rabaey,et al.  Location in distributed ad-hoc wireless sensor networks , 2001, 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221).

[26]  Xiang Ji,et al.  Sensor positioning in wireless ad-hoc sensor networks using multidimensional scaling , 2004, IEEE INFOCOM 2004.

[27]  Mani B. Srivastava,et al.  The bits and flops of the n-hop multilateration primitive for node localization problems , 2002, WSNA '02.

[28]  Deborah Estrin,et al.  Target classification and localization in habitat monitoring , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

[29]  N. Metropolis,et al.  Equation of State Calculations by Fast Computing Machines , 1953, Resonance.

[30]  Randolph L. Moses,et al.  An auto-calibration method for Unattended Ground Sensors , 2002, 2002 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[31]  Nitin H. Vaidya,et al.  GeoTORA: a protocol for geocasting in mobile ad hoc networks , 2000, Proceedings 2000 International Conference on Network Protocols.