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

Published • Jul 7, 2025
NobleIDNI2P12W28R29S45
Authors:
Jakob Möderl
,
Anders Malthe 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 demon...

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