Title :
Localized Energy Efficient Detection and Tracking of Dynamic Phenomena
Author :
Tiwari, Ravi ; Thai, My T. ; Helal, Abdelsalam
Author_Institution :
Comput. & Inf. Sci. & Eng. Dept., Univ. of Florida, Gainesville, FL, USA
Abstract :
Dynamic phenomena such as oil spills, mud flow, diffusion or leakage of gases in the environment are characterized by non-deterministic variations in shape, size and direction of motion. Due to the absence of any well defined model for tracking their dynamics, the detection and tracking of such phenomena through Wireless Sensor Networks (WSNs) is very challenging. Most of the existing works consider static phenomena with certain shapes, only few of them study dynamic phenomena. However, existing works studying dynamic phenomena mainly concentrate on reducing the communication overheads and neglect the energy consumed in sensing, which result in higher energy consumption and shorter network lifetime. In this paper, we propose a novel protocol for detection and tracking dynamic phenomena through WSNs, with an objective to minimize the resource usage and energy consumption. We also propose a robust localized clustering method, which helps in reducing the network traffic generated by the information packets destined to a Centralized Query Processor (CQP). The experimental results show that, in comparison to the existing work, our protocol consumes 90% less energy and generates 65% less network traffic.
Keywords :
edge detection; energy conservation; pattern clustering; protocols; query processing; radio tracking; telecommunication traffic; wireless sensor networks; CQP; centralized query processor; dynamic phenomena tracking; energy consumption; localized clustering method; localized energy efficient detection; network traffic; nondeterministic shape variation; nondeterministic size variation; protocol; wireless sensor networks; Arrays; Dynamics; Energy consumption; Peer to peer computing; Protocols; Shape; Wireless sensor networks;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2010), 2010 IEEE
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-5636-9
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2010.5683257