Workflow Engineering in Materials Design within the BATTERY 2030+Project

被引:31
作者
Schaarschmidt, Joerg [1 ]
Yuan, Jie [1 ]
Strunk, Timo [2 ]
Kondov, Ivan [3 ]
Huber, Sebastiaan P. [4 ,5 ]
Pizzi, Giovanni [4 ,5 ]
Kahle, Leonid [6 ]
Bolle, Felix T. [7 ]
Castelli, Ivano E. [7 ]
Vegge, Tejs [7 ]
Hanke, Felix [8 ]
Hickel, Tilmann [9 ]
Neugebauer, Jorg [9 ]
Rego, Celso R. C. [1 ]
Wenzel, Wolfgang [1 ]
机构
[1] Karlsruhe Inst Technol KIT, Inst Nanotechnol KIT, D-76344 Eggenstein Leopoldshafen, Germany
[2] Karlsruhe Inst Technol KIT, Steinbuch Ctr Comp, D-76344 Eggenstein Leopoldshafen, Germany
[3] Nanomatch GmbH, D-76185 Karlsruhe, Germany
[4] Ecole Polytech Fed Lausanne, Theory & Simulat Mat THEOS, CH-1015 Lausanne, Switzerland
[5] Ecole Polytech Fed Lausanne, Natl Ctr Computat Design & Discovery Novel Mat MA, CH-1015 Lausanne, Switzerland
[6] IBM Res Europe, Natl Ctr Computat Design & Discovery Novel Mat MA, CH-8803 Ruschlikon, Switzerland
[7] Tech Univ Denmark, Dept Energy Convers & Storage, DK-2800 Lyngby, Denmark
[8] Dassault Syst BIOVIA, 334 Sci Pk, Cambridge CB4 0WN, England
[9] Max Planck Inst Eisenforsch GmbH, Dept Computat Mat Design, D-40237 Dusseldorf, Germany
基金
瑞士国家科学基金会;
关键词
high-throughput materials simulation; multi-scale modeling; multi-scale simulation; SCIENCE; ENVIRONMENT; CHALLENGES; CATALYST; SYSTEMS;
D O I
10.1002/aenm.202102638
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
In recent years, modeling and simulation of materials have become indispensable to complement experiments in materials design. High-throughput simulations increasingly aid researchers in selecting the most promising materials for experimental studies or by providing insights inaccessible by experiment. However, this often requires multiple simulation tools to meet the modeling goal. As a result, methods and tools are needed to enable extensive-scale simulations with streamlined execution of all tasks within a complex simulation protocol, including the transfer and adaptation of data between calculations. These methods should allow rapid prototyping of new protocols and proper documentation of the process. Here an overview of the benefits and challenges of workflow engineering in virtual material design is presented. Furthermore, a selection of prominent scientific workflow frameworks used for the research in the BATTERY 2030+ project is presented. Their strengths and weaknesses as well as a selection of use cases in which workflow frameworks significantly contributed to the respective studies are discussed.
引用
收藏
页数:14
相关论文
共 85 条
  • [1] Oxygen-Evolution Reaction by a Palladium Foil in the Presence of Iron
    Akbari, Nader
    Kondov, Ivan
    Vandichel, Matthias
    Aleshkevych, Pavlo
    Najafpour, Mohammad Mahdi
    [J]. INORGANIC CHEMISTRY, 2021, 60 (08) : 5682 - 5693
  • [2] Monte Carlo methods in Materials Studio
    Akkermans, Reinier L. C.
    Spenley, Neil A.
    Robertson, Struan H.
    [J]. MOLECULAR SIMULATION, 2013, 39 (14-15) : 1153 - 1164
  • [3] Ab initio chemical potentials of solid and liquid solutions and the chemistry of the Earth's core
    Alfè, D
    Gillan, MJ
    Price, GD
    [J]. JOURNAL OF CHEMICAL PHYSICS, 2002, 116 (16) : 7127 - 7136
  • [4] Andersen R., ARXIV2104134312021
  • [5] A service-oriented framework for integration of domain-specific data models in scientific workflows
    Bender, Andreas
    Poschlad, Angela
    Bozic, Stefan
    Kondov, Ivan
    [J]. 2013 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, 2013, 18 : 1087 - 1096
  • [6] KNIME:: The Konstanz Information Miner
    Berthold, Michael R.
    Cebron, Nicolas
    Dill, Fabian
    Gabriel, Thomas R.
    Koetter, Tobias
    Meinl, Thorsten
    Ohl, Peter
    Sieb, Christoph
    Thiel, Kilian
    Wiswedel, Bernd
    [J]. DATA ANALYSIS, MACHINE LEARNING AND APPLICATIONS, 2008, : 319 - 326
  • [7] Ab initio molecular simulations with numeric atom-centered orbitals
    Blum, Volker
    Gehrke, Ralf
    Hanke, Felix
    Havu, Paula
    Havu, Ville
    Ren, Xinguo
    Reuter, Karsten
    Scheffler, Matthias
    [J]. COMPUTER PHYSICS COMMUNICATIONS, 2009, 180 (11) : 2175 - 2196
  • [8] Structural and chemical mechanisms governing stability of inorganic Janus nanotubes
    Boelle, Felix T.
    Mikkelsen, August E. G.
    Thygesen, Kristian S.
    Vegge, Tejs
    Castelli, Ivano E.
    [J]. NPJ COMPUTATIONAL MATERIALS, 2021, 7 (01)
  • [9] Automatic Migration Path Exploration for Multivalent Battery Cathodes using Geometrical Descriptors
    Bolle, Felix T.
    Bhowmik, Arghya
    Vegge, Tejs
    Maria Garcia Lastra, Juan
    Castelli, Ivano E.
    [J]. BATTERIES & SUPERCAPS, 2021, 4 (09) : 1516 - 1524
  • [10] Bolle N.R., 2020, CASTELLI, V3, P470