Publikationen von Thomas Purcell
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Zeitschriftenartikel (11)
2024
Zeitschriftenartikel
C. Carbogno, , , , R. Ernstorfer, , L. Foppa, , , , L.M. Ghiringhelli, , , , , , , , , S. Kokott, , , , A. Leitherer, , , , , , , , , , , T. Purcell, , , , , , , , , , , , , , A. Trunschke, , , , , , und M. Scheffler: Roadmap on data-centric materials science. Modelling and Simulation in Materials Science and Engineering 32 (6), 063301 (2024).
, , , , , 2023
Zeitschriftenartikel
M. Scheffler, T. Purcell, , und : Interpretable Machine Learning for Materials Design. Journal of Materials Research 38 (20), 4477–4496 (2023).
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Zeitschriftenartikel
Knoop, F., T. Purcell, M. Scheffler und C. Carbogno: Anharmonicity in Thermal Insulators: An Analysis from First Principles. Physical Review Letters 130 (23), 236301 (2023).
Zeitschriftenartikel
Purcell, T., M. Scheffler und L.M. Ghiringhelli: Recent advances in the SISSO method and their implementation in the SISSO++ Code. The Journal of Chemical Physics 159 (11), 114110 (2023).
Zeitschriftenartikel
Purcell, T., M. Scheffler, L.M. Ghiringhelli und C. Carbogno: Accelerating materials-space exploration for thermal insulators by mapping materials properties via artificial intelligence. npj Computational Materials 9, 112 (2023).
2022
Zeitschriftenartikel
Foppa, L., T. Purcell, , M. Scheffler und L.M. Ghiringhelli: Hierarchical Symbolic Regression for Identifying Key Physical Parameters Correlated with Bulk Properties of Perovskites. Physical Review Letters 129 (5), 0545301 (2022).
Zeitschriftenartikel
Purcell, T., M. Scheffler, C. Carbogno und L.M. Ghiringhelli: SISSO++: A C++ Implementation of the Sure-Independence Screening and Sparisifying Operator Approach. The Journal of Open Source Software 7 (71), 3960 (2022).
2021
Zeitschriftenartikel
F.R. Mohamed, , , , M. Scheidgen, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , T. Purcell, , , M. Scheffler, D. Speckhard, , , , , , und : OPTIMADE, an API for exchanging materials data. Scientific Data 8, 217 (2021).
, , , , , , , , , , 2020
Zeitschriftenartikel
Knoop, F., T. Purcell, M. Scheffler und C. Carbogno: Anharmonicity measure for materials. Physical Review Materials 4 (8), 083809 (2020).
Zeitschriftenartikel
Knoop, F., T. Purcell, M. Scheffler und C. Carbogno: FHI-vibes: Ab Initio Vibrational Simulations. The Journal of Open Source Software 5 (56), 2671 (2020).
2019
Zeitschriftenartikel
Lenz, M.-O., T. Purcell, , , M. Scheffler und C. Carbogno: Parametrically constrained geometry relaxations for high-throughput materials science. npj Computational Materials 5, 123 (2019).
Vortrag (7)
2023
Vortrag
Vortrag
Vortrag
Vortrag
2022
Vortrag
Vortrag
2021
Vortrag
Forschungspapier (1)
2024
Forschungspapier
Kang, K., M. Scheffler, C. Carbogno und T. Purcell: Accelerating the Training and Improving the Reliability of Machine-Learned Interatomic Potentials for Strongly Anharmonic Materials Through Active Learning., im Druck.