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Object Tracking in Wireless Sensor Systems
The Hong Kong University of Science and Technology Department of Computer Science and Engineering Title: "Object Tracking in Wireless Sensor Systems" by Mr. HONG, Ke David Abstract In wireless sensor networks (WSNs), sensors are used to locate and track objects based on their emitting signals (i.e. heat, sound, vibration). Due to the inherent power constraint of wireless sensor nodes, this kind of object tracking applications also face the challenge of energy efficiency. In spite of some general techniques in achieving high energy efficiency in WSNs, a tailored-made solution may further improve the energy efficiency of object tracking in WSNs. In this thesis, we address a tradeoff between energy consumption and tracking quality for object tracking sensors in an omnidirectional sensing model. To well balance these two factors, we formulate a reasonable mathematical model of the trade-off, based on which we design a fully distributed and suboptimal tracking solution in the setting of a sample extraction problem. Experiment results indicate high optimality of our decision making strategy on different tracking scenarios, and also imply the existence of the tradeoff. Moreover, we extend the energy efficiency issue to a directional sensing model. A dynamic object coverage problem in directional sensor networks, which has not been addressed by any academic literature before, is proposed to obtain higher energy efficiency in object tracking using directional sensors. Date : 25 May 2011 (Wednesday) Time : 11am to 11:40am Venue : 4475 (lift 25-26) Advisor : Dr. Zhang Qian 2nd reader : Dr. Lei Chen