A Hierarchical MDS-Based Localization Algorithm for Wireless Sensor Networks

In many applications of wireless sensor networks, location is very important information. Conventional location information comes from manual setting or GPS device. However, manual location setting requires huge cost of human time, and GPS location setting requires expensive device cost and large device size. Furthermore, GPS can not operate in indoor environment. Both approaches are not applicable to localization task of wireless sensor networks. In this paper, an accurate and efficient localization algorithm based on multidimensional scaling (AIDS) is proposed in hierarchical network environment. Through localized computation of multidimensional scaling within a cluster, the computation overhead can be distributed to each cluster. On the other hand, MDS- based localization approach requires the estimation of multihop distance. Through restricting estimation of multihop distances within a cluster, the proposed localization algorithm achieves better accuracy and can operate in non-convex network environment. Experimental results reveal that the proposed HMDS localization algorithm outperforms MDSMAP algorithm in terms of accuracy.

[1]  Ian F. Akyildiz,et al.  Sensor Networks , 2002, Encyclopedia of GIS.

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

[3]  Dmitri Perkins,et al.  Reducing localization errors in sensor ad hoc networks , 2004, IEEE International Conference on Performance, Computing, and Communications, 2004.

[4]  Andrew R. Webb,et al.  Statistical Pattern Recognition , 1999 .

[5]  Liang Zhao,et al.  Energy-efficient self-organization for wireless sensor networks: a fully distributed approach , 2004, IEEE Global Telecommunications Conference, 2004. GLOBECOM '04..

[6]  Anantha P. Chandrakasan,et al.  An application-specific protocol architecture for wireless microsensor networks , 2002, IEEE Trans. Wirel. Commun..

[7]  Dragos Niculescu,et al.  Positioning in ad hoc sensor networks , 2004, IEEE Network.

[8]  Winston Khoon Guan Seah,et al.  Density-aware hop-count localization (DHL) in wireless sensor networks with variable density , 2005, IEEE Wireless Communications and Networking Conference, 2005.

[9]  Erik D. Demaine,et al.  Anchor-Free Distributed Localization in Sensor Networks , 2003 .

[10]  Biplab Sikdar,et al.  Scalable and distributed GPS free positioning for sensor networks , 2003, IEEE International Conference on Communications, 2003. ICC '03..

[11]  Ying Zhang,et al.  Localization from mere connectivity , 2003, MobiHoc '03.

[12]  Andreas Willig,et al.  Protocols and Architectures for Wireless Sensor Networks , 2005 .