Analysis of Radial Basis Function network for localization framework in Wireless Sensor Networks

Wireless Sensor Networks (WSNs) are nowadays extensively preferred for collecting data in the field of disaster management, military operations, habitat monitoring, medical monitoring, and environment monitoring. The location of the sensor which is sending this data is very important for developing efficient routing algorithms, energy efficient communication protocols, and other Quality of services (QoS). Localization is the process by which the sensor motes in the network can identify their own location in the overall network. In this paper, we analyse Radial Basis Function (RBF) Network for developing localization framework in WSNs. RBF based localization framework is to be analysed for faster speed of convergence and low cost of computation. We present analysis of RBF through probabilistic neural network and generalized regression neural network in this paper. The proposed method can be used for designing cost-effective localization framework.

[1]  Shih-Hau Fang,et al.  Indoor Location System Based on Discriminant-Adaptive Neural Network in IEEE 802.11 Environments , 2008, IEEE Transactions on Neural Networks.

[2]  M. Castillo-Effer,et al.  Wireless sensor networks for flash-flood alerting , 2004, Proceedings of the Fifth IEEE International Caracas Conference on Devices, Circuits and Systems, 2004..

[3]  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).

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

[5]  Vincent K. N. Lau,et al.  The Mobile Radio Propagation Channel , 2007 .

[6]  Ashish Payal,et al.  Soft computing approach towards localisation in wireless sensor networks: a survey , 2013, Int. J. Inf. Technol. Commun. Convergence.

[7]  Hari Balakrishnan,et al.  Tracking moving devices with the cricket location system , 2004, MobiSys '04.

[8]  Jitender S. Deogun,et al.  Localization and Tracking in Sensor Systems , 2006, IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (SUTC'06).

[9]  Mohamad Musavi,et al.  Localization using neural networks in wireless sensor networks , 2008 .

[10]  M. Hata,et al.  Empirical formula for propagation loss in land mobile radio services , 1980, IEEE Transactions on Vehicular Technology.

[11]  Ali Shareef,et al.  Comparison of MLP neural network and Kalman filter for localization in wireless sensor networks , 2007 .

[12]  Per Enge,et al.  Special Issue on Global Positioning System , 1999, Proc. IEEE.

[13]  Deborah Estrin,et al.  GPS-less low-cost outdoor localization for very small devices , 2000, IEEE Wirel. Commun..

[14]  M.H. Sadeghi,et al.  Energy efficient localization in wireless ad-hoc sensor networks using probabilistic neural network and Independent Component Analysis , 2008, 2008 International Symposium on Telecommunications.

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

[16]  Paramvir Bahl,et al.  RADAR: an in-building RF-based user location and tracking system , 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064).

[17]  Deborah Estrin,et al.  Robust range estimation using acoustic and multimodal sensing , 2001, Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180).

[18]  Theodore S. Rappaport,et al.  Wireless communications - principles and practice , 1996 .

[19]  Vinko Erceg,et al.  Channel Models for Fixed Wireless Applications , 2001 .

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

[21]  Chunxiao Jiang,et al.  Probabilistic Neural Network for RSS-Based Collaborative Localization , 2012, 2012 IEEE 75th Vehicular Technology Conference (VTC Spring).

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

[23]  R. Battiti,et al.  Neural network models for intelligent networks : deriving the location from signal patterns , 2002 .

[24]  Yifeng Zhu,et al.  Localization using neural networks in wireless sensor networks , 2008, MOBILWARE.

[25]  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).

[26]  Hari Balakrishnan,et al.  6th ACM/IEEE International Conference on on Mobile Computing and Networking (ACM MOBICOM ’00) The Cricket Location-Support System , 2022 .

[27]  Rongke Liu,et al.  Wi-Fi-Based Localization in Dynamic Indoor Environment Using a Dynamic Neural Network , 2013 .

[28]  Chee-Yee Chong,et al.  Sensor networks: evolution, opportunities, and challenges , 2003, Proc. IEEE.

[29]  M. Malajner,et al.  Using RSSI value for distance estimation in wireless sensor networks based on ZigBee , 2008, 2008 15th International Conference on Systems, Signals and Image Processing.

[30]  Yifeng Zhu,et al.  Comparisons of three Kalman filter tracking algorithms in sensor network , 2006, 2006 International Workshop on Networking, Architecture, and Storages (IWNAS'06).

[31]  Thomas M. Cover,et al.  Geometrical and Statistical Properties of Systems of Linear Inequalities with Applications in Pattern Recognition , 1965, IEEE Trans. Electron. Comput..

[32]  Soohan Kim,et al.  A soft computing approach to localization in wireless sensor networks , 2009, Expert Syst. Appl..

[33]  Ting-Chieh Tu,et al.  Mixing and combining with AOA and TOA for the enhanced accuracy of mobile location , 2003 .

[34]  Tarek F. Abdelzaher,et al.  Range-free localization and its impact on large scale sensor networks , 2005, TECS.

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

[36]  Sungyoung Lee,et al.  In-building Localization using Neural Networks , 2006, 2006 IEEE International Conference on Engineering of Intelligent Systems.

[37]  Snjezana Rimac-Drlje,et al.  Comparison of Propagation Models Accuracy for WiMAX on 3.5 GHz , 2007, 2007 14th IEEE International Conference on Electronics, Circuits and Systems.

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

[39]  M. Welsh,et al.  Vital Signs Monitoring and Patient Tracking Over a Wireless Network , 2005, 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference.