Title :
Distributed wavelet transform for irregular sensor network grids
Author :
Wagner, Rene ; Hyeokho Choi ; Baraniuk, Richard ; Delouille, Veronique
Author_Institution :
Rice Univ., Houston, TX
Abstract :
Wavelet-based distributed data processing holds much promise for sensor networks; however, irregular sensor node placement precludes the direct application of standard wavelet techniques. In this paper, we develop a new distributed wavelet transform based on lifting that takes into account irregular sampling and provides a piecewise-planar multiresolution representation of the sensed data. We develop the transform theory; outline how to implement it in a multi-hop, wireless sensor network; and illustrate with several simulations. The new transform performs on par with conventional wavelet methods in a head-to-head comparison on a regular grid of sensor nodes
Keywords :
signal representation; signal resolution; wavelet transforms; wireless sensor networks; distributed data processing; distributed wavelet transform; irregular sensor network grids; piecewise-planar multiresolution representation; transform theory; wireless sensor network; Data processing; Intelligent sensors; Observatories; Sampling methods; Sensor phenomena and characterization; Signal processing; Signal processing algorithms; Spread spectrum communication; Wavelet transforms; Wireless sensor networks;
Conference_Titel :
Statistical Signal Processing, 2005 IEEE/SP 13th Workshop on
Conference_Location :
Novosibirsk
Print_ISBN :
0-7803-9403-8
DOI :
10.1109/SSP.2005.1628777