Title :
Diffusion LMS algorithms with information exchange
Author :
Cattivelli, Federico S. ; Sayed, Ali H.
Author_Institution :
Dept. of Electr. Eng., Univ. of California, Los Angeles, CA
Abstract :
We consider the problem of distributed estimation, where a set of nodes are required to collectively estimate some parameter of interest. We motivate and propose new versions of the diffusion LMS algorithm, including a version that outperforms previous solutions without increasing the complexity or communications, and others that obtain even better performance by allowing additional communications. We analyze their performance and compare with simulation results.
Keywords :
least mean squares methods; minimisation; set theory; diffusion LMS algorithm; distributed estimation; information exchange; random process realization; Analytical models; Cost function; Filtering algorithms; Lab-on-a-chip; Least squares approximation; Parameter estimation; Performance analysis; Random processes; Resonance light scattering; Time measurement;
Conference_Titel :
Signals, Systems and Computers, 2008 42nd Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2940-0
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2008.5074402