Cover Image

Extreme time extrapolation capabilities and thermodynamic consistency of physics-inspired Neural Networks for the 3D microstructure evolution of materials via Cahn-Hilliard flow

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lanzoni, Daniele, Fantasia, Andrea, Bergamaschini, Roberto, Pierre-Louis, Olivier, Montalenti, Francesco
Format:	Preprint
Published:	2024
Subjects:	Mesoscale and Nanoscale Physics Materials Science Machine Learning Computational Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Morphological evolution via surface diffusion learned by convolutional, recurrent neural networks: extrapolation and prediction uncertainty
by: Lanzoni, Daniele, et al.
Published: (2022)

Unified machine-learning framework for property prediction and time-evolution simulation of strained alloy microstructure
by: Fantasia, Andrea, et al.
Published: (2025)

Neural surrogates for crystal growth dynamics with variable supersaturation: explicit vs. implicit conditioning
by: Rigoni, Matteo, et al.
Published: (2026)

Learning Kinetic Monte Carlo stochastic dynamics with Deep Generative Adversarial Networks
by: Lanzoni, Daniele, et al.
Published: (2025)

Quantitative analysis of the prediction performance of a Convolutional Neural Network evaluating the surface elastic energy of a strained film
by: Encinar, Luis Martín, et al.
Published: (2024)

Accurate generation of stochastic dynamics based on multi-model Generative Adversarial Networks
by: Lanzoni, Daniele, et al.
Published: (2023)

Phase-field Modelling of Anisotropic Solid-State Dewetting on Patterned Substrates
by: Radice, Emma, et al.
Published: (2024)

A parametrically‐Conditioned Deep Learning Surrogate for Coherent Spinodal Decomposition
by: Andrea Fantasia, et al.
Published: (2026)

Stochastic Integration of the Cahn-Hilliard Phase Field Equations
by: Yu, Qianran, et al.
Published: (2024)

Photovoltaic properties evaluated by its thermodynamic evolution in a double quantum dot photocell
by: Zhu, Sheng-Nan, et al.
Published: (2024)

Negative intercept of the apparent zero-temperature extrapolated linear-in-$T$ metallic resistivity
by: Tu, Yi-Ting, et al.
Published: (2024)

Machine learning inspired models for Hall effects in non-collinear magnets
by: Kipp, Jonathan, et al.
Published: (2024)

Grain boundary network plasticity: reduced-order modeling of deformation-driven microstructure evolution
by: Bugas, Daniel, et al.
Published: (2023)

Quantum thermodynamics of driven-dissipative condensates
by: Tude, Luisa Toledo, et al.
Published: (2024)

On the self-consistent Landauer-Büttiker formalism
by: Cornean, Horia D., et al.
Published: (2023)

Video recognition by physical reservoir computing in magnetic materials
by: Kobayashi, Kaito, et al.
Published: (2023)

Photocurrent as a multi-physics diagnostic of quantum materials
by: Ma, Qiong, et al.
Published: (2022)

Nonlinear valley thermal physics in two dimensional materials
by: Sharma, Shivam, et al.
Published: (2025)

Synchronization-induced violation of thermodynamic uncertainty relations
by: Razzoli, Luca, et al.
Published: (2024)

Nonlinear photocurrent in quantum materials for broadband photodetection
by: Shen, Yulin, et al.
Published: (2024)

Revisiting superradiance dynamics from single diamond nanocrystals with a physically consistent model for fluorescence decay
by: Borkowski, Jakub J., et al.
Published: (2024)

Effects of rotation on the thermodynamic properties of a quantum dot
by: Pereira, Luís Fernando C., et al.
Published: (2025)

Coupled dynamical Boltzmann transport equations with long-range electron-phonon and electron-electron interactions in 2D materials
by: Macheda, Francesco, et al.
Published: (2026)

Robotic chip-scale nanofabrication for superior consistency
by: Mayor, Felix M., et al.
Published: (2025)

Cotunneling assisted nonequilibrium thermodynamics of a photosynthetic junction
by: Sharma, Debasish, et al.
Published: (2024)

Chaotic quantum transport through spatially symmetric microstructures in the symplectic ensemble
by: Castañeda-Ramírez, Felipe, et al.
Published: (2025)

Extreme plasmons
by: Sahai, Aakash A.
Published: (2024)

Quantum thermodynamics with a single superconducting vortex
by: Foltyn, Marek, et al.
Published: (2024)

Non-Markovian dynamics of a qubit due to accelerated light in a lattice
by: Pinto, Marcel Augusto, et al.
Published: (2025)

Extremely weak sub-kelvin electron-phonon coupling in InAs On Insulator
by: Battisti, Sebastiano, et al.
Published: (2024)

Engineering topological states and quantum-inspired information processing using classical circuits
by: Chen, Tian, et al.
Published: (2024)

Quantum thermodynamics with fast driving and strong coupling via the mesoscopic leads approach
by: Lacerda, Artur M., et al.
Published: (2022)

Magnetic-thermodynamic phase transition in strained phosphorous-doped graphene
by: Cortés, Natalia, et al.
Published: (2024)

Algebraic solution and thermodynamic properties of graphene in the presence of minimal length
by: Gbètoho, J., et al.
Published: (2025)

Dual-mode operation of ring-shaped spin Hall magnetoresistance sensor with biaxial sensing capability
by: Xu, Jiayi, et al.
Published: (2025)

Elimination of substrate-induced FMR linewidth broadening in the epitaxial system YIG-GGG by microstructuring
by: Schmoll, David, et al.
Published: (2025)

Mode-Shell correspondence, a unifying phase space theory in topological physics -- part II: Higher-dimensional spectral invariants
by: Jezequel, Lucien, et al.
Published: (2025)

Compact representation and long-time extrapolation of real-time data for quantum systems using the ESPRIT algorithm
by: Erpenbeck, Andre, et al.
Published: (2025)

Coulomb screening and thermodynamic measurements in magic-angle twisted trilayer graphene
by: Liu, Xiaoxue, et al.
Published: (2021)

Role of the Berry curvature on BCS-type superconductivity in two-dimensional materials
by: Simon, Florian, et al.
Published: (2022)