A physics-informed neural network approach to the point defect model for electrochemical oxide film growth
Fuente:
arXiv
Saved in:
| Main Authors: | Farooqi, Mohid, Bösing, Ingmar, Feugmo, Conrard G. Tetsassi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Neural Spectral Element Methods for stiff multiphysics PDEs with electrochemical transport benchmarks
by: Feugmo, Conrard Giresse Tetsassi, et al.
Published: (2026)
by: Feugmo, Conrard Giresse Tetsassi, et al.
Published: (2026)
Modeling crystal defects using defect-informed neural networks
by: Yang, Ziduo, et al.
Published: (2025)
by: Yang, Ziduo, et al.
Published: (2025)
A defect-chemistry-informed phase-field model of grain growth in oxide ceramics: application to Fe-doped SrTiO3
by: Wang, Kai, et al.
Published: (2024)
by: Wang, Kai, et al.
Published: (2024)
Physics-informed acquisition weighting for stoichiometry-constrained Bayesian optimization of oxide thin-film growth
by: Wakabayashi, Yuki K., et al.
Published: (2026)
by: Wakabayashi, Yuki K., et al.
Published: (2026)
RHEED pattern classification by a convolutional neural network for the growth of chalcogenide thin films and nanostructures
by: Muetzel, Nathan, et al.
Published: (2026)
by: Muetzel, Nathan, et al.
Published: (2026)
FE-PINNs: finite-element-based physics-informed neural networks for surrogate modeling
by: Sunil, Pranav, et al.
Published: (2024)
by: Sunil, Pranav, et al.
Published: (2024)
Teaching oxidation states to neural networks
by: Malica, Cristiano, et al.
Published: (2024)
by: Malica, Cristiano, et al.
Published: (2024)
Structure and thermodynamics of defects in Na-feldspar from a neural network potential
by: Gorfer, Alexander, et al.
Published: (2024)
by: Gorfer, Alexander, et al.
Published: (2024)
First principles approaches and concepts for electrochemical systems
by: Todorova, Mira, et al.
Published: (2024)
by: Todorova, Mira, et al.
Published: (2024)
Influence of strain and point defects on the electronic structure and related properties of (111)NiO epitaxial films
by: Sahu, Bhabani Prasad, et al.
Published: (2024)
by: Sahu, Bhabani Prasad, et al.
Published: (2024)
$In$ $situ$ and $operando$ characterisation techniques for solid oxide electrochemical cells: Recent advances
by: Stangl, Alexander, et al.
Published: (2020)
by: Stangl, Alexander, et al.
Published: (2020)
A physics-augmented neural network framework for modeling and detecting thermo-visco-plastic behavior
by: Jones, Reese E., et al.
Published: (2025)
by: Jones, Reese E., et al.
Published: (2025)
Precise, efficient and flexible modeling of crystallizing elastomers based on physics-augmented neural networks
by: Friedrichs, Konrad, et al.
Published: (2025)
by: Friedrichs, Konrad, et al.
Published: (2025)
Co-adsorption mechanism drives CO oxidation on defective ZnS
by: de Oliveira, P. R. A., et al.
Published: (2026)
by: de Oliveira, P. R. A., et al.
Published: (2026)
Physics-informed neural networks incorporating energy dissipation for the phase-field model of ferroelectric microstructure evolution
by: Shang, Lan, et al.
Published: (2024)
by: Shang, Lan, et al.
Published: (2024)
High-performance solid-state electrochemical thermal switches with earth-abundant cerium oxide
by: Jeong, Ahrong, et al.
Published: (2024)
by: Jeong, Ahrong, et al.
Published: (2024)
Investigating oxides by electrochemical projection of the oxygen off-stoichiometry diagram onto a single sample
by: Stangl, Alexander, et al.
Published: (2025)
by: Stangl, Alexander, et al.
Published: (2025)
Remarkable performance recovery in highly defective perovskite solar cells by photo-oxidation
by: Goetz, Katelyn P., et al.
Published: (2024)
by: Goetz, Katelyn P., et al.
Published: (2024)
Lilith: Developmental Modular LLMs with Chemical Signaling
by: Farooqi, Mohid, et al.
Published: (2025)
by: Farooqi, Mohid, et al.
Published: (2025)
Evidence of the matrix effect on a compositionally graded oxide thin film
by: Scola, J., et al.
Published: (2025)
by: Scola, J., et al.
Published: (2025)
Accelerating point defect simulations using data-driven and machine learning approaches
by: Mannodi-Kanakkithodi, Arun, et al.
Published: (2026)
by: Mannodi-Kanakkithodi, Arun, et al.
Published: (2026)
Virp: neural network-accelerated prediction of physical properties in site-disordered materials
by: Chen, Andy Paul, et al.
Published: (2026)
by: Chen, Andy Paul, et al.
Published: (2026)
Muonium as a probe of point defects in type-Ib diamond
by: Yokoyama, K., et al.
Published: (2025)
by: Yokoyama, K., et al.
Published: (2025)
Manganese oxide-functionalized graphene sponge electrodes for electrochemical chlorine-free disinfection of tap water
by: Codina, Anna Segues, et al.
Published: (2024)
by: Codina, Anna Segues, et al.
Published: (2024)
Extended defects as a source of phonon confinement in polycrystalline Si and Ge films
by: Arapkina, Larisa V., et al.
Published: (2024)
by: Arapkina, Larisa V., et al.
Published: (2024)
Local doping of an oxide semiconductor by voltage-driven splitting of anti-Frenkel defects
by: He, Jiali, et al.
Published: (2025)
by: He, Jiali, et al.
Published: (2025)
Mixed excitonic nature in water-oxidized BiVO$_4$ surfaces with defects
by: Steinitz-Eliyahu, Rachel, et al.
Published: (2022)
by: Steinitz-Eliyahu, Rachel, et al.
Published: (2022)
Tuning electrochemical properties and thermal stability of YSZ mesoporous thin films for SOFC applications
by: Sievers, Bernardo, et al.
Published: (2025)
by: Sievers, Bernardo, et al.
Published: (2025)
Dielectric tensor of perovskite oxides at finite temperature using equivariant graph neural network potentials
by: Kutana, Alex, et al.
Published: (2024)
by: Kutana, Alex, et al.
Published: (2024)
Nature of point defects in bulk hexagonal diamond
by: Zhu, Ling, et al.
Published: (2026)
by: Zhu, Ling, et al.
Published: (2026)
Microstructure sensitive recurrent neural network surrogate model of crystal plasticity
by: Atkinson, Michael D., et al.
Published: (2025)
by: Atkinson, Michael D., et al.
Published: (2025)
Physics-informed neural network framework for solving forward and inverse flexoelectric problems
by: Moon, Hyeonbin, et al.
Published: (2025)
by: Moon, Hyeonbin, et al.
Published: (2025)
Photoinduced charge injection from shallow point defects in diamond into water
by: Xu, Kang, et al.
Published: (2024)
by: Xu, Kang, et al.
Published: (2024)
Defect energy formalism for CALPHAD thermodynamics of dilute point defects: Theory
by: Movaffagh, Amir M. Orvati, et al.
Published: (2024)
by: Movaffagh, Amir M. Orvati, et al.
Published: (2024)
Control of ferromagnetism of Vanadium Oxide thin films by oxidation states
by: Park, Kwonjin, et al.
Published: (2024)
by: Park, Kwonjin, et al.
Published: (2024)
Anisotropic response of defect bound states to magnetic field in epitaxial FeSn films
by: Zhang, Huimin, et al.
Published: (2025)
by: Zhang, Huimin, et al.
Published: (2025)
Atomistic-informed phase field modeling of magnesium twin growth by disconnections
by: Hu, Yang, et al.
Published: (2024)
by: Hu, Yang, et al.
Published: (2024)
Thin film growth of the Weyl semimetal NbAs
by: Yanez, Wilson, et al.
Published: (2023)
by: Yanez, Wilson, et al.
Published: (2023)
Symmetry-enforcing neural networks with applications to constitutive modeling
by: Garanger, Kévin, et al.
Published: (2023)
by: Garanger, Kévin, et al.
Published: (2023)
Elucidating the impact of point defects on the structural, electronic, and mechanical behaviour of chromium nitride
by: Bhattacharjee, Barsha, et al.
Published: (2025)
by: Bhattacharjee, Barsha, et al.
Published: (2025)
Similar Items
-
Neural Spectral Element Methods for stiff multiphysics PDEs with electrochemical transport benchmarks
by: Feugmo, Conrard Giresse Tetsassi, et al.
Published: (2026) -
Modeling crystal defects using defect-informed neural networks
by: Yang, Ziduo, et al.
Published: (2025) -
A defect-chemistry-informed phase-field model of grain growth in oxide ceramics: application to Fe-doped SrTiO3
by: Wang, Kai, et al.
Published: (2024) -
Physics-informed acquisition weighting for stoichiometry-constrained Bayesian optimization of oxide thin-film growth
by: Wakabayashi, Yuki K., et al.
Published: (2026) -
RHEED pattern classification by a convolutional neural network for the growth of chalcogenide thin films and nanostructures
by: Muetzel, Nathan, et al.
Published: (2026)