Article
Optimal Channel-Aware Bayesian Estimation with 1-Bit Quantization
2021 55th Asilomar Conference on Signals, Systems, and Computers
Document Type
Conference Proceeding
Publication Date
1-1-2021
Disciplines
Abstract
We address the optimal quantizer design problem for distributed Bayesian parameter estimation where each sensor quantizes its local observation into one bit and transmit it through non-ideal channels to the Fusion Center. We first develop an asymptotic performance limit (PL) as a performance bound for any quantizer design with a known prior. Aided by this PL, we derive the optimal quantizer and near optimal quantizer with set of observation models that achieves the PL, thus solve a set of optimal quantizer design problem for distributed estimation.
Citation Information
Santosh Paudel and Hao Chen. "Optimal Channel-Aware Bayesian Estimation with 1-Bit Quantization" 2021 55th Asilomar Conference on Signals, Systems, and Computers (2021) Available at: http://works.bepress.com/hao_chen/48/