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Papers matching “data interpretation” 24

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Machine Learning-based estimation and explainable artificial intelligence-supported interpretation of the critical temperature from magnetic ab initio Heusler alloys data
2025 Physical Review Materials article Materials Science Machine Learning in Materials Science Open access

Robin Hilgers, Daniel Wortmann, Stefan Blügel

9

citations
kMap.py: A Python program for simulation and data analysis in photoemission tomography
2021 Computer Physics Communications article Materials Science Electron and X-Ray Spectroscopy Techniques Open access

Dominik Brandstetter, Xiaosheng Yang, Daniel Lüftner, Frank Stefan Tautz, Peter Puschnig

1

citations
Revisiting claims of natural monocrystalline lonsdaleite: a re-assessment of published data
2025 Physics and Chemistry of Minerals article Materials Science Diamond and Carbon-based Materials Research Open access

Thomas E. Weirich

0

citations
Grain segmentation in atomistic simulations using orientation-based iterative self-organizing data analysis
2022 Materialia article Materials Science Microstructure and mechanical properties Open access

M. Vimal, Stefan Sandfeld, Aruna Prakash

16

citations
Application of Machine Learning in Nanotoxicology: A Critical Review and Perspective
2024 Environmental Science & Technology article Materials Science Machine Learning in Materials Science Open access

Yunchi Zhou, Ying Wang, Willie J.G.M. Peijnenburg, Martina G. Vijver, Surendra Balraadjsing, Zhaomin Dong, +9 more

32

citations
Sequential EXtreme Gradient Boosting-Based Descriptor Reduction for Size Prediction of Zwitterionic Polymer-Based Nanoparticles
2025 ACS Omega article Materials Science Machine Learning in Materials Science Open access

Sima Rezvantalab, Sara Mihandoost, Roger M. Pallares, Fabian M. Kiessling

1

citations
Finding and Characterising Active Slip Systems: A Short Review and Tutorial with Automation Tools
2021 Materials article Materials Science Microstructure and mechanical properties Open access

J.S. Gibson, Risheng Pei, Martin Heller, Setareh Medghalchi, Wei Luo, Sandra Korte‐Kerzel

39

citations
Practical feature filter strategy to machine learning for small datasets in chemistry
2024 Scientific Reports article Materials Science Machine Learning in Materials Science Open access

Yang Hu, Roland Sandt, Robert Spatschek

20

citations
Inelastic Constitutive Kolmogorov–Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models
2026 International Journal of Engineering Science article Materials Science Machine Learning in Materials Science Open access

Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen, Christian Johannes Cyron, Kevin Linka

0

citations
Changes in the Form Factor and Size Distribution of Nanogels in Crowded Environments
2022 Nano Letters article Materials Science Material Dynamics and Properties

Tom Höfken, Christian Strauch, Stefanie Schneider, Andrea Scotti

17

citations
Microwave-Assisted CO Oxidation over Perovskites as a Model Reaction for Exhaust Aftertreatment—A Critical Assessment of Opportunities and Challenges
2022 Catalysts article Materials Science Catalytic Processes in Materials Science Open access

Daniel Röhrens, Ahed Abouserie, Bangfen Wang, Greta M. Haselmann, Ulrich Simon

4

citations
Corrosion Prediction Approach Combining FEM‐Simulations and AI‐Modules for Complex Automotive Geometries
2026 Materials and Corrosion article Materials Science Corrosion Behavior and Inhibition

Marcel Gollé‐Leidreiter, Konstantin Kapfer, Andreas Mittelbach, Marcel Mandel, Lutz Krüger, Julia Kowalski

0

citations
Machine guess of scattering factors – SALTED-NoSpherA2
2024 Acta Crystallographica Section A Foundations and Advances article Materials Science X-ray Diffraction in Crystallography Open access

Florian Kleemiss, L. Seiffert, D. Brüx

0

citations
Multi-isotopic and trace element evidence against different formation pathways for oyster microstructures
2021 Geochimica et Cosmochimica Acta article Materials Science Calcium Carbonate Crystallization and Inhibition Open access

Niels Jonathan de Winter, Linda K. Dämmer, Michaela Falkenroth, Gert‐Jan Reichart, Simone Moretti, Alfredo Martínez‐García, +7 more

48

citations
Variable‐Range Hopping Conduction in Amorphous, Non‐Stoichiometric Gallium Oxide
2024 Advanced Electronic Materials article Materials Science Ga2O3 and related materials Open access

Tobias Romstadt, Fabian M. Draber, Jinseok Ryu, Thorben Böger, Andreas Falkenstein, Miyoung Kim, +1 more

15

citations
Large Distortion of Fused Aromatics on Dielectric Interlayers Quantified by Photoemission Orbital Tomography
2022 ACS Nano article Materials Science Electron and X-Ray Spectroscopy Techniques Open access

Philipp Hurdax, Christian S. Kern, Thomas Georg Boné, Anja Haags, Michael Hollerer, Larissa Egger, +11 more

8

citations
Interpretably learning the critical temperature of superconductors: Electron concentration and feature dimensionality reduction
2024 APL Materials article Materials Science Machine Learning in Materials Science Open access

Ángel Díaz Carral, Martín Roitegui, Maria Fyta

4

citations
Deductive molecular mechanics of carbon allotropes (Review article)
2020 Low Temperature Physics article Materials Science Boron and Carbon Nanomaterials Research Open access

Andrei L. Tchougréeff, Richard Dronskowski

4

citations
The Role of Silicon During Solidification Process of Cast Al-Si-Mg Alloys
2025 Materials article Materials Science Solidification and crystal growth phenomena Open access

Aleksandra Patarić, Mile B Djurdjevic, S. Manasijević, Srećko R. Stopić, Marija Mihailović

3

citations
Detection of residual microbial biomarkers in bacterial cellulose using laser-induced fluorescence spectroscopy
2026 Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy article Materials Science Advanced Cellulose Research Studies Open access

Petr Larionov, N.A. Maslov, Natalia Anatolyevna Pogorelova, I. A. Rozhin, Natalya Anatolyevna Sarnitskaya, Vyacheslav Vladimirovich Stupak, +3 more

2

citations
Linear-scaling aspherical crystallographic refinement of proteins: a case study for crambin and rubredoxin
2025 IUCrJ article Materials Science Enzyme Structure and Function Open access

Justin Bergmann, Florian Kleemiss, Joel Creutzberg, Esko Oksanen, Ulf Ryde

2

citations
Kinetic Monte Carlo Simulations for Solid State Ionics: Case Studies with the MOCASSIN Program
2021 Diffusion foundations article Materials Science Advancements in Solid Oxide Fuel Cells

Steffen Grieshammer, Sebastian Eisele

2

citations
Basic properties of ferromagnetic vector hysteresis play models and their validation by finite element method
2024 COMPEL The International Journal for Computation and Mathematics in Electrical and Electronic Engineering article Materials Science Magnetic Properties and Applications

Xiao Xiao, Andreas Thul, Lars Eric Müller, Kay Hameyer

1

citations
Diffusion Kinetics of Ba Cations in Perovskite BaTiO3: A Combined Tracer Diffusion and Metadynamics Study
2026 Chemistry of Materials article Materials Science Ferroelectric and Piezoelectric Materials Open access

Sylvia Koerfer, Bianca Dißmann, Norman Schier, Han‐Ill Yoo, Manfred Martin, Roger A. De Souza

0

citations

24 results