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Super-Resolution on the Two-Dimensional Unit Sphere

Published 22 Jul 2021 in math.FA, cs.NA, math.NA, and math.OC | (2107.10762v3)

Abstract: We study the problem of recovering an atomic measure on the unit 2-sphere $\mathbb{S}2$ given finitely many moments with respect to spherical harmonics. The analysis relies on the formulation of this problem as an optimization problem on the space of bounded Borel measures on $\mathbb{S}2$ as it was considered by Y. de Castro & F. Gamboa and E. Cand\'es & C. Fernandez-Granda. We construct a dual certificate using a kernel given in an explicit form and make a concrete analysis of the interpolation problem. Numerical examples are provided and analyzed.

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