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Issue No.02 - February (2012 vol.23)
pp: 211-218
Dineshbalu Balakrishnan , Research in Motion (RIM), Ottawa
Amiya Nayak , University of Ottawa, Ottawa
Due to the heterogeneity involved in smart interconnected devices, cellular applications, and surrounding (GPS-aware) environments there is a need to develop a realistic approach to track mobile assets. Current tracking systems are costly and inefficient over wireless data transmission systems where cost is based on the rate of data being sent. Our aim is to develop an efficient and improved geographical asset tracking solution and conserve valuable mobile resources by dynamically adapting the tracking scheme by means of context-aware personalized route learning techniques. We intend to perform this tracking by proactively monitoring the context information in a distributed, efficient, and scalable fashion. Context profiles, which indicate the characteristics of a route based on environmental conditions, are utilized to dynamically represent the values of the asset's properties. We designed and implemented an adaptive learning based scheme that makes an optimized judgment of data transmission. This manuscript is complemented with theoretical and practical evaluations that prove that significant costs can be saved and operational efficiency can be achieved.
Adaptable architectures, context awareness, distributed systems, mobile environments, personalization.
Dineshbalu Balakrishnan, Amiya Nayak, "An Efficient Approach for Mobile Asset Tracking Using Contexts", IEEE Transactions on Parallel & Distributed Systems, vol.23, no. 2, pp. 211-218, February 2012, doi:10.1109/TPDS.2011.128
[1] G.D. Bhanage, Y. Zhang, Y. Zhang, W. Trappe, and R.E. Howard, "RollCall : The Design for a Low-Cost and Power Efficient Active RFID Asset Tracking System," Proc. Int'l Conf. Computer as a Tool, pp. 2521-2528, Sept. 2007.
[2] F. Silva, V. Filipe, and A. Pereira, "Automatic Control of Students' Attendance in Classrooms Using RFID," Proc. Third Int'l Conf. Systems and Networks Comm., pp. 384-389, Oct. 2008.
[3] J.H. Youn, H. Alia, H. Sharif, J. Deogun, J. Uher, and S.H. Hinrichs, "WLAN-Based Real-Time Asset Tracking System in Healthcare Environments," Proc. IEEE Third Int'l Conf. Wireless and Mobile Computing, Networking, and Comm., Oct. 2007.
[4] N. Rajendran, P. Kamal, D. Nayak, and S.A. Rabara, "WATS-SN: A Wireless Asset Tracking System Using Sensor Networks," Proc. IEEE Int'l Conf. Personal Wireless Comm., pp. 237-243, Jan. 2005.
[5] G.H. Truelove, M.A. Foster, V.K. Kohli, and T.G. Raslear, "Real-Time Asset Tracking and Monitoring Using Low-Cost Cellular Networks," Proc. IEEE/ASME Joint Rail Conf., pp. 315-318, Apr. 2006.
[6] H.K. Kim and J.J. Moon, "Route Tracking of Moving Magnetic Sensor Objects and Data Processing Module in a Wireless Sensor Network," Proc. Int'l Conf. Smart Manufacturing Application, pp. 343-348, Apr. 2008.
[7] A.K. Dey and G.D. Abowd, "Towards a Better Understanding of Context and Context-Awareness," Proc. Conf. on Human Factors in Computing Systems, Apr. 2000.
[8] C. Bettini, D. Maggiorini, and D. Riboni, "Distributed Context Monitoring for the Adaptation of Continuous Services," World Wide Web J., vol. 10, no. 4, pp. 503-528, Dec. 2007.
[9] H. Helin, H. Laamanen, and K. Raatikainen, "Mobile Agent Communication in Wireless Networks," Proc. European Wireless '99, pp. 211-216, Oct. 1999.
[10] G. Gehlen, F. Aijaz, S. Muhammad, and B. Walke, "A Rule Based Publish/Subscribe Context Dissemination Middleware," Proc. Wireless Comm. and Networking Conf., pp. 2541-2546, Mar. 2007.
[11] G. Chen and D. Kotz, "Policy-Driven Data Dissemination for Context-Aware Applications," Proc. IEEE Third Int'l Conf. Pervasive Computing and Comm., pp. 283-289, Mar. 2005.
[12] H. Liu, H. Darabi, P. Banerjee, and J. Liu, "Survey of Wireless Indoor Positioning Techniques and Systems," IEEE Tran. Systems, Man, and Cybernetics, vol. 37, no. 6, pp. 1067-1080, Nov. 2007.
[13] S. Eichler, C. Schroth, T. Kosch, and M. Strassberger, "Strategies for Context-Adaptive Message Dissemination in Vehicular Ad Hoc Networks," Proc. Second Int'l Workshop Vehicle-to-Vehicle Comm., pp. 1-9, July 2006.
[14] W. Ballantyne, G. Turetzky, G. Slimak, and J. Shewfelt, "PowerDown: Achieving Low Energy-per-Fix in Cell Phones," GPS World, vol. 17, no. 7,http://www. articleDetail.jsp? id = 352807, July 2006.
[15] D. Balakrishnan, A. Nayak, P. Dhar, and S. Kaul, "Efficient Geo-Tracking and Adaptive Routing of Mobile Assets," Proc. IEEE 11th Int'l Conf. High Performance Computing and Comm., June 2009.
[16] D. Balakrishnan, A. Nayak, and P. Dhar, "Adaptive and Intelligent Route Learning for Mobile Assets Using Geo-Tracking and Context Profiles," Proc. IEEE/IFIP Seventh Int'l Conf. Embedded and Ubiquitous Computing, Aug. 2009.
[17] C. Ma and Y. Yang, "Battery-Aware Routing for Streaming Data Transmissions in Wireless Sensor Networks," ACM/Kluwer Mobile Networks and Applications, vol. 11, no. 5, pp. 757-767, Oct. 2006.
[18] P. Nurmi and S. Bhattacharya, "Identifying Meaningful Places— The Nonparametric Way," Proc. Sixth Int'l Conf. Pervasive Computing, pp. 111-127, May 2008.
[19] J. Laitakari and D. Pakkala, "Dynamic Context Monitoring Service for Adaptive and Context-Aware Applications," Proc. Eighth Int'l Workshop Applcations and Services in Wireless Networks (ASWN '08), pp. 11-19, Oct. 2008.
[20] S. Willmott, F.O.F. Pena, C. Merida-Campos, I. Con-stantinescu, J. Dale, and D. Cabanillas, "Adapting Agent Communication Languages for Semantic Web Service Inter-Communication," Proc. IEEE/WIC/ACM Int'l Conf. Web Intelligence, pp. 405-408, Sept. 2005.
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