Papers matching “prediction model performance” 67
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Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties2024 Machine Learning with Applications article Materials Science Machine Learning in Materials Science Open access
Binh Duong Nguyen, Pavlo Potapenko, Aytekin Demirci, Kishan Govind, Sébastien Bompas, Stefan Sandfeld
22citations -
Weakening Local Chemical Bonds for Enhanced Thermoelectric Performance in YbMg 2 Sb 2 Zintl Compounds2026 Advanced Energy Materials article Materials Science Advanced Thermoelectric Materials and Devices Open access
Ming Liu, Donglin Yuan, Xiaotian Zhang, Muchun Guo, Jiong Yang, Pengyuan Zhang, +10 more
0citations -
Predicting localised corrosion and mechanical performance of a PEO surface modified rare earth magnesium alloy for implant use through in-silico modelling2023 Bioactive Materials article Materials Science Magnesium Alloys: Properties and Applications Open access
Kerstin van Gaalen, Conall Quinn, Marek Weiler, Felix Gremse, Felix Benn, P.E. McHugh, +2 more
19citations -
An anisotropic thermo-mechanically coupled constitutive model for glass fiber reinforced polyamide 6 including crystallization kinetics2025 International Journal of Plasticity article Materials Science Polymer crystallization and properties Open access
Marie‐Christine Reuvers, Christopher Dannenberg, Michael Johlitz, Alexander Lion, Stefanie Reese, Tim Brepols
9citations -
Numerical prediction of primary dendrite arm spacing (PDAS), properties of the mushy zone, and freckle risk for various multicomponent Ni-base superalloys using the 3D-phase-field method15citations
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Accurate prediction of structural and mechanical properties on amorphous materials enabled through machine-learning potentials: a case study of silicon nitride2024 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access
Ganesh Kumar Nayak, Prashanth Srinivasan, Juraj Todt, Rostislav Daniel, Paolo Nicolini, David Holec
1citations -
Beyond Capacitance Ratio: Electrolyte Voltage Division and a New Impedance Model for Organic Electrochemical Transistors2026 ACS Applied Materials & Interfaces article Materials Science Conducting polymers and applications Open access
Qinyu Hu, Hangyu Li, Shengkai Sun, Viviana Rincón Montes, Sven Ingebrandt, Francesca Santoro, +2 more
1citations -
A rate-dependent damage mechanics model for predicting plasticity and ductile fracture behavior of sheet metals at high strain rates2024 Engineering Fracture Mechanics article Materials Science High-Velocity Impact and Material Behavior Open access
Chongyang Zeng, Xiangfan Fang, Niloufar Habibi, Sebastian Münstermann, Junhe Lian
21citations -
Application of Machine Learning in Nanotoxicology: A Critical Review and Perspective2024 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
32citations