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      An open-source, end-to-end workflow for multidimensional photoemission spectroscopy

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          Abstract

          Characterization of the electronic band structure of solid state materials is routinely performed using photoemission spectroscopy. Recent advancements in short-wavelength light sources and electron detectors give rise to multidimensional photoemission spectroscopy, allowing parallel measurements of the electron spectral function simultaneously in energy, two momentum components and additional physical parameters with single-event detection capability. Efficient processing of the photoelectron event streams at a rate of up to tens of megabytes per second will enable rapid band mapping for materials characterization. We describe an open-source workflow that allows user interaction with billion-count single-electron events in photoemission band mapping experiments, compatible with beamlines at 3 rd and 4 rd generation light sources and table-top laser-based setups. The workflow offers an end-to-end recipe from distributed operations on single-event data to structured formats for downstream scientific tasks and storage to materials science database integration. Both the workflow and processed data can be archived for reuse, providing the infrastructure for documenting the provenance and lineage of photoemission data for future high-throughput experiments.

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              The atomic simulation environment—a Python library for working with atoms

              The atomic simulation environment (ASE) is a software package written in the Python programming language with the aim of setting up, steering, and analyzing atomistic simulations. In ASE, tasks are fully scripted in Python. The powerful syntax of Python combined with the NumPy array library make it possible to perform very complex simulation tasks. For example, a sequence of calculations may be performed with the use of a simple 'for-loop' construction. Calculations of energy, forces, stresses and other quantities are performed through interfaces to many external electronic structure codes or force fields using a uniform interface. On top of this calculator interface, ASE provides modules for performing many standard simulation tasks such as structure optimization, molecular dynamics, handling of constraints and performing nudged elastic band calculations.
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                Author and article information

                Contributors
                xian@fhi-berlin.mpg.de
                rettig@fhi-berlin.mpg.de
                ernstorfer@fhi-berlin.mpg.de
                Journal
                Sci Data
                Sci Data
                Scientific Data
                Nature Publishing Group UK (London )
                2052-4463
                17 December 2020
                17 December 2020
                2020
                : 7
                : 442
                Affiliations
                [1 ]GRID grid.418028.7, ISNI 0000 0001 0565 1775, Fritz Haber Institute of the Max Planck Society, ; 14195 Berlin, Germany
                [2 ]GRID grid.5801.c, ISNI 0000 0001 2156 2780, Laboratory for Solid State Physics, ETH Zurich, ; 8093 Zurich, Switzerland
                [3 ]GRID grid.5802.f, ISNI 0000 0001 1941 7111, Institute of Physics, , University of Mainz, ; 55128 Mainz, Germany
                [4 ]GRID grid.7048.b, ISNI 0000 0001 1956 2722, Department of Physics and Astronomy, Interdisciplinary Nanoscience Center (iNANO), , Aarhus University, ; 8000 Aarhus C, Denmark
                [5 ]DESY Photon Science, 22607 Hamburg, Germany
                [6 ]GRID grid.9026.d, ISNI 0000 0001 2287 2617, Department of Physics, , University of Hamburg, ; 22761 Hamburg, Germany
                [7 ]GRID grid.7468.d, ISNI 0000 0001 2248 7639, Department of Physics, , Humboldt University of Berlin, ; 12489 Berlin, Germany
                Author information
                http://orcid.org/0000-0001-9895-6956
                http://orcid.org/0000-0002-6700-8600
                http://orcid.org/0000-0002-6294-4600
                http://orcid.org/0000-0003-2692-2540
                http://orcid.org/0000-0003-4551-7444
                http://orcid.org/0000-0002-0725-6696
                http://orcid.org/0000-0001-6665-3520
                Article
                769
                10.1038/s41597-020-00769-8
                7746702
                33335108
                0432ff18-a710-40de-b334-b8e1fc7c18af
                © The Author(s) 2020

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 24 August 2020
                : 13 November 2020
                Funding
                Funded by: FundRef https://doi.org/10.13039/501100001659, Deutsche Forschungsgemeinschaft (German Research Foundation);
                Award ID: RE 3977/1
                Award ID: SFB 925
                Award ID: EXC 1074
                Award ID: SFB 925
                Award ID: SFB TRR 173
                Award ID: SFB 925
                Award ID: RE 3977/1
                Award ID: ERC-2015-CoG-682843
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/100008398, Villum Fonden (Villum Foundation);
                Award ID: 11744
                Award ID: 11744
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/100010663, EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council);
                Award ID: ERC-2015-CoG-682843
                Award ID: ERC-2015-CoG-682843
                Award Recipient :
                Funded by: FundRef https://doi.org/10.13039/501100004189, Max-Planck-Gesellschaft (Max Planck Society);
                Award ID: BiGmax
                Award Recipient :
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                © The Author(s) 2020

                electronic properties and materials,characterization and analytical techniques

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