Using automatic differentiation as a general framework for ptychographic reconstruction

Kandel, Saugat; Maddali, S.; Allain, Marc; Hruszkewycz, Stephan O.; Jacobsen, Chris; Nashed, Youssef S. G.

doi:10.1364/OE.27.018653

Title: Using automatic differentiation as a general framework for ptychographic reconstruction

Journal Article · Wed Jun 19 00:00:00 EDT 2019 · Optics Express

DOI:https://doi.org/10.1364/OE.27.018653· OSTI ID:1527070

Kandel, Saugat;

; Allain, Marc; Hruszkewycz, Stephan O.;

;

Coherent diffraction imaging methods enable imaging beyond lens-imposed resolution limits. In these methods, the object can be recovered by minimizing an error metric that quantifies the difference between diffraction patterns as observed, and those calculated from a present guess of the object. Efficient minimization methods require analytical calculation of the derivatives of the error metric, which is not always straightforward. This limits our ability to explore variations of basic imaging approaches. Here, we propose to substitute analytical derivative expressions with the automatic differentiation method, whereby we can achieve object reconstruction by specifying only the physics-based experimental forward model. We demonstrate the generality of the proposed method through straightforward object reconstruction for a variety of complex ptychographic experimental models.

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Research Organization:: Argonne National Lab. (ANL), Argonne, IL (United States)

Sponsoring Organization:: USDOE Laboratory Directed Research and Development (LDRD) Program; USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities Division; National Institutes of Health (NIH); USDOE Office of Science (SC), Basic Energy Sciences (BES) (SC-22). Materials Sciences & Engineering Division

Grant/Contract Number:: AC02-06CH11357

OSTI ID:: 1527070

Alternate ID(s):: OSTI ID: 1543288

Journal Information:: Optics Express, Journal Name: Optics Express Vol. 27 Journal Issue: 13; ISSN 1094-4087

Publisher:: Optical Society of AmericaCopyright Statement

Country of Publication:: United States

Language:: English

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Cited by: 24 works

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