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A Block-Sparse Bayesian Learning Algorithm with Dictionary Parameter Estimation for Multi-Sensor Data Fusion

Published in arXiv (Cornell University) • Mar 17, 2025
NobleIDNI5P62W39R32S18
Authors:
Jakob Möderl
,
Anders Malte Westerkam
,
Alexander Venus

Abstract

We propose an sparse Bayesian learning (SBL)-based method that leverages group sparsity and multiple parameterized dictionaries to detect the relevant dictionary entries and estimate their continuous parameters by combining data from multiple independent sensors. In a MIMO multi-radar setup, we demo...

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