Julian P. Merkofer — accepted AI-conference papers

2023

Deep Root Music Algorithm for Data-Driven Doa Estimation

Dor Haim Shmuel, Julian P. Merkofer, Guy Revach, Ruud J. G. van Sloun, Nir Shlezinger

ICASSP 2023accepted

Direction of arrival (DoA) estimation is a fundamental task in array processing. A popular family of DoA estimation algorithms are subspace methods, which operate by dividing the measurements into distinct signal and noise subspaces. Subspace methods, such as Root-MUSIC, require the sources to be no…

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2022

Deep Augmented Music Algorithm for Data-Driven Doa Estimation

Julian P. Merkofer, Guy Revach, Nir Shlezinger, Ruud J. G. van Sloun

ICASSP 2022accepted

Direction of arrival (DoA) estimation is a crucial task in sensor array signal processing, giving rise to various successful model-based (MB) algorithms as well as recently developed data-driven (DD) methods. This paper introduces a new hybrid MB/DD DoA estimation architecture, based on the classica…

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