Title :
Hierarchical censoring for distributed detection in wireless sensor networks
Author :
Patwari, Neal ; Hero, Alfred O., III
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Abstract :
In energy-limited wireless sensor networks, detection using ´censoring sensors´ reduces the probability that a sensor must transmit, thereby saving energy. We introduce a hierarchical distributed detection scheme designed specifically for multihop networks. If a sensor´s local likelihood ratio (LLR) crosses a threshold, it is sent to the next higher level sensor. A simple feedback scheme is also considered. We study the performance of a Gaussian change-of-mean detection system using this hierarchical censoring scheme, with and without feedback. We show that good detection performance can be achieved while significantly reducing sensor transmissions compared to the optimal detection system.
Keywords :
Gaussian processes; energy conservation; feedback; probability; signal detection; wireless sensor networks; Gaussian change-of-mean detection system; feedback scheme; hierarchical censoring; hierarchical distributed detection; local likelihood ratio; multihop networks; wireless sensor networks; Bit rate; Capacitive sensors; Costs; Event detection; Feedback; Gas detectors; Intelligent networks; Temperature sensors; Transmitters; Wireless sensor networks;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1202776