Sound field reconstruction using sparse Bayesian learning equivalent source method with hyperparametric-coupled prior

•This method is applied to sound field reconstruction for block sparse sources.•This method provideshyperparametric-coupled prior to promote block sparsity.•This method can obtain accurate reconstruction without any block partition.•The feasibility of the method is verified by simulations and two experiments.