Robust analytic continuation of Green's functions via projection, pole estimation, and semidefinite relaxation

Zhen Huang, Emanuel Gull, and Lin Lin
Phys. Rev. B 107, 075151 – Published 23 February 2023
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Abstract

Green's functions of fermions are described by matrix-valued Herglotz-Nevanlinna functions. Since analytic continuation is fundamentally an ill-posed problem, the causal space described by the matrix-valued Herglotz-Nevanlinna structure can be instrumental in improving the accuracy and in enhancing the robustness with respect to noise. We demonstrate a three-pronged procedure for robust analytic continuation called PES: (1) projection of data to the causal space; (2) estimation of pole locations; and (3) semidefinite relaxation within the causal space. We compare the performance of PES with the recently developed Nevanlinna and Carathéodory continuation methods and find that PES is more robust in the presence of noise and does not require the usage of extended precision arithmetics. We also demonstrate that a causal projection improves the performance of the Nevanlinna and Carathéodory methods. The PES method is generalized to bosonic response functions, for which the Nevanlinna and Carathéodory continuation methods have not yet been developed. It is particularly useful for studying spectra with sharp features, as they occur in the study of molecules and band structures in solids.

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  • Received 21 October 2022
  • Revised 3 February 2023
  • Accepted 7 February 2023

DOI:https://doi.org/10.1103/PhysRevB.107.075151

©2023 American Physical Society

Physics Subject Headings (PhySH)

Atomic, Molecular & OpticalCondensed Matter, Materials & Applied Physics

Authors & Affiliations

Zhen Huang1, Emanuel Gull2, and Lin Lin1,3,*

  • 1Department of Mathematics, University of California, Berkeley, California 94720, USA
  • 2Department of Physics, University of Michigan, Ann Arbor, Michigan 48109, USA
  • 3Applied Mathematics and Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, USA

  • *linlin@math.berkeley.edu

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Issue

Vol. 107, Iss. 7 — 15 February 2023

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