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Lenz Fiedler
Lenz Fiedler
PhD Student, HZDR
Dirección de correo verificada de hzdr.de - Página principal
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Accelerating finite-temperature Kohn-Sham density functional theory with deep neural networks
JA Ellis, L Fiedler, GA Popoola, NA Modine, JA Stephens, AP Thompson, ...
Physical Review B 104 (3), 035120, 2021
572021
Deep dive into machine learning density functional theory for materials science and chemistry
L Fiedler, K Shah, M Bussmann, A Cangi
Physical Review Materials 6 (4), 040301, 2022
492022
PyFLOSIC: Python-based Fermi–Löwdin orbital self-interaction correction
S Schwalbe, L Fiedler, J Kraus, J Kortus, K Trepte, S Lehtola
The Journal of Chemical Physics 153 (8), 2020
312020
Interpretation and Automatic Generation of Fermi‐Orbital Descriptors
S Schwalbe, K Trepte, L Fiedler, AI Johnson, J Kraus, T Hahn, JE Peralta, ...
Journal of Computational Chemistry 40 (32), 2843-2857, 2019
292019
Accelerating equilibration in first-principles molecular dynamics with orbital-free density functional theory
L Fiedler, ZA Moldabekov, X Shao, K Jiang, T Dornheim, M Pavanello, ...
Physical Review Research 4 (4), 043033, 2022
142022
Predicting electronic structures at any length scale with machine learning
L Fiedler, NA Modine, S Schmerler, DJ Vogel, GA Popoola, AP Thompson, ...
npj Computational Materials 9 (1), 115, 2023
112023
Training-free hyperparameter optimization of neural networks for electronic structures in matter
L Fiedler, N Hoffmann, P Mohammed, GA Popoola, T Yovell, V Oles, ...
Machine Learning: Science and Technology 3 (4), 045008, 2022
72022
Machine learning the electronic structure of matter across temperatures
L Fiedler, NA Modine, KD Miller, A Cangi
Physical Review B 108 (12), 125146, 2023
32023
Predicting the electronic structure of matter on ultra-large scales
L Fiedler, N Modine, S Schmerler, DJ Vogel, GA Popoola, A Thompson, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2022
22022
Machine-Learning for Static and Dynamic Electronic Structure Theory
L Fiedler, K Shah, A Cangi
Machine Learning in Molecular Sciences, 113-160, 2023
2023
A machine learning surrogate for density functional theory based on the local density of state.
N Modine, L Fiedler, D Vogel, A Thompson, A Ellis, J Stephens, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2022
2022
Size transferability of machine-learning based density functional theory surrogates
L Fiedler, G Popoola, N Modine, A Thompson, A Cangi
APS March Meeting Abstracts 2022, G01. 008, 2022
2022
Finding Electronic Structure Machine Learning Surrogates without Training
L Fiedler, N Hoffmann, P Mohammed, GA Popoola, T Yovell, V Oles, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2022
2022
Electronic Structure Machine Learning Surrogates without Training
L Fiedler, N Hoffmann, P Mohammed, GA Popoola, T Yovell, V Oles, ...
arXiv e-prints, arXiv: 2202.09186, 2022
2022
An Introduction to the Materials Learning Algorithms Package (MALA).
L Fiedler, A Ellis, S Rajamanickam, A Cangi
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2021
2021
Finding Machine-Learning Surrogates for Electronic Structures without Training
L Fiedler, N Hoffmann, P Mohammed, GA Popoola, T Yovell, V Oles, ...
Uncertainty quantification in machine learning applications
S Schmerler, S Starke, P Steinbach, QMK Siddiqui, L Fiedler, A Cangi, ...
Bond order analysis in FLO-SIC
K Trepte, S Schwalbe, L Fiedler, AI Johnson, J Kraus, T Hahn, JE Peralta, ...
Fermi-orbital descriptor generators
K Trepte, S Schwalbe, L Fiedler, AI Johnson, J Kraus, T Hahn, JE Peralta, ...
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Artículos 1–19