Authors
Stefan Bauer, Peter Benner, Tristan Bereau, Volker Blum, Mario Boley, Christian Carbogno, Richard Catlow, Gerhard Dehm, Sebastian Eibl, Ralph Ernstorfer, Ádám Fekete, Lucas Foppa, Peter Fratzl, Christoph Freysoldt, Baptiste Gault, Luca M Ghiringhelli, Sajal K Giri, Anton Gladyshev, Pawan Goyal, Jason Hattrick-Simpers, Lara Kabalan, Petr Karpov, Mohammad S Khorrami, CT Koch, Sebastian Kokott, Thomas Kosch, Igor Kowalec, Kurt Kremer, Andreas Leitherer, Yue Li, Christian H Liebscher, Andrew Logsdail, Zhongwei Lu, Felix Luong, Andreas Marek, Florian Merz, Jaber Rezaei Mianroodi, Joerg Neugebauer, Zongrui Pei, Thomas AR Purcell, Dierk Raabe, Markus Rampp, Mariana Rossi, Jan M Michael Rost, James E Saal, Ulf Saalmann, Kasturi Narasimha Sasidhar, Alaukik Saxena, Luigi Sbailo, Markus Scheidgen, Marcel Schloz, Daniel Schmidt, Simon Teshuva, Annette Trunschke, Ye Wei, Gerhard Weikum, R Patrick Xian, Yi Yao, Junqi Yin, Meng Zhao, Matthias Scheffler
Publication date
2024/2/1
Journal
Modelling and Simulation in Materials Science and Engineering
Description
Science is and always has been based on data, but the terms ‘data-centric’ and the ‘4th paradigm of’ materials research indicate a radical change in how information is retrieved, handled and research is performed. It signifies a transformative shift towards managing vast data collections, digital repositories, and innovative data analytics methods. The integration of Artificial Intelligence (AI) and its subset Machine Learning (ML), has become pivotal in addressing all these challenges. This Roadmap on Data-Centric Materials Science explores fundamental concepts and methodologies, illustrating diverse applications in electronic-structure theory, soft matter theory, microstructure research and experimental techniques like photoemission, and electron microscopy. While the roadmap delves into specific areas within the broad interdisciplinary field of materials science, the provided examples elucidate key concepts …
Scholar articles
S Bauer, P Benner, T Bereau, V Blum, M Boley… - Modelling and Simulation in Materials Science and …, 2024