Cover Image

Time series forecasting of multiphase microstructure evolution using deep learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tiwari, Saurabh, Satpute, Prathamesh, Ghosh, Supriyo
Format:	Preprint
Published:	2024
Subjects:	Materials Science
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Exploring large language models for microstructure evolution in materials
by: Satpute, Prathamesh, et al.
Published: (2024)

Orientation selection in alloy dendritic evolution during melt-pool solidification
by: Tiwari, Saurabh, et al.
Published: (2025)

Effects of isotherm patterns on cellular interface morphologies of melt pool origin
by: Tiwari, Saurabh, et al.
Published: (2024)

Detecting secondary-phase in bainite microstructure through deep-learning based single-shot approach
by: Kumar, Vinod, et al.
Published: (2025)

A multi-physics model for the evolution of grain microstructure
by: Tandogan, Izzet Tarik, et al.
Published: (2024)

Kinetics of orbital ordering in cooperative Jahn-Teller models: Machine-learning enabled large-scale simulations
by: Ghosh, Supriyo, et al.
Published: (2024)

Automated multiphase identification and refinement in powder diffraction using mismatch-tolerant machine learning
by: Yadav, Lalit, et al.
Published: (2026)

Nine-element machine-learned interatomic potentials for multiphase refractory alloys
by: Byggmästar, Jesper, et al.
Published: (2026)

Scalable data-driven modeling of microstructure evolution by learning local dependency and spatiotemporal translation invariance rules in phase field simulation
by: Lan, Zishuo, et al.
Published: (2025)

Atomistic and experimental study of microstructural evolution in nanocrystalline iron subjected to irradiation
by: Tolkachev, Ivan, et al.
Published: (2025)

3D deep learning for enhanced atom probe tomography analysis of nanoscale microstructures
by: Yu, Jiwei, et al.
Published: (2024)

Intervention Strategies for Polarization Switching in Hybrid Improper Ferroelectrics
by: Ghosh, Ayana, et al.
Published: (2025)

Design of Magnetic Polar Double-Double Perovskite Oxides through Cation Ordering
by: Shaikh, Monirul, et al.
Published: (2024)

Polarization-Magnetization Coupling in Visible Light Ferroelectric Double Perovskites
by: Buvaneswaran, Sathiyamoorthy, et al.
Published: (2025)

Device Applications of Heterogeneously Integrated Strain-Switched Ferrimagnets/Topological Insulator/Piezoelectric Stacks
by: Bandyopadhyay, Supriyo
Published: (2026)

Engineering strong magnetoelectricity using a hexagonal 2D material on electron-doped hexagonal LuFeO$_3$
by: Swamynadhan, M. J., et al.
Published: (2024)

Physics-informed neural networks incorporating energy dissipation for the phase-field model of ferroelectric microstructure evolution
by: Shang, Lan, et al.
Published: (2024)

An empirical formulation of accelerated molecular dynamics for simulating and predicting microstructure evolution in materials
by: Wan, Liang, et al.
Published: (2025)

Predicting the 3D microstructure of SOFC anodes from 2D SEM images using stochastic microstructure modeling and CNNs
by: Schröder, Léon F., et al.
Published: (2025)

Towards an understanding of particle-scale flaws and microstructure evolution in cold-spray via accumulation of single particle impacts
by: Reiser, Alain, et al.
Published: (2024)

Effect of initial microstructure on its evolution and $α\rightarrow ω$ phase transition in Zr under hydrostatic loading
by: Pandey, K. K., et al.
Published: (2023)

Vertex and front-tracking methods for the modeling of microstructure evolution at the solid state: a brief review
by: Bernacki, Marc
Published: (2025)

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

Polar Charge-Ordered States in BiFeO$_3$/CaFeO$_3$ Superlattice
by: Gowsalya, Rajan, et al.
Published: (2026)

Unraveling impacts of polycrystalline microstructures on ionic conductivity of ceramic electrolytes by computational homogenization and machine learning
by: Peng, Xiang-Long, et al.
Published: (2024)

A multi-physics model for dislocation driven spontaneous grain nucleation and microstructure evolution in polycrystals
by: Tandogan, Izzet Tarik, et al.
Published: (2025)

Graph convolutional network for predicting abnormal grain growth in Monte Carlo simulations of microstructural evolution
by: Cohn, Ryan, et al.
Published: (2021)

Phase-fraction guided denoising diffusion model for augmenting multiphase steel microstructure segmentation via micrograph image-mask pair synthesis
by: Nguyen, Hoang Hai Nam, et al.
Published: (2025)

Prediction of local elasto-plastic stress and strain fields in a two-phase composite microstructure using a deep convolutional neural network
by: Saha, Indrashish, et al.
Published: (2023)

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

Unconventional mechanical and thermal behaviors of MOF CALF-20
by: Fan, Dong, et al.
Published: (2023)

Severe plastic deformations, mechanochemistry, and microstructure evolution under high pressure: In Situ Experiments, Four-Scale Theory, New Phenomena, and Rules
by: Levitas, Valery I.
Published: (2025)

What can machine learning help with microstructure-informed materials modeling and design?
by: Peng, Xiang-Long, et al.
Published: (2024)

Coupled plastic strain- and stress-induced phase transformations and microstructure evolution in Fe-7%Mn alloy in dynamic rotational diamond anvil cell
by: Yesudhas, Sorb, et al.
Published: (2025)

Effect of cold rolling strain on the microstructural evolution in equimolar MoNbTaTiZr refractory complex concentrated alloy: Comprehensive characterization
by: Skolakova, Andrea, et al.
Published: (2025)

Additively manufacturable high-strength aluminum alloys with thermally stable microstructures enabled by hybrid machine learning-based design
by: Taheri-Mousavi, S. Mohadeseh, et al.
Published: (2024)

A joint voxel flow - phase field framework for ultra-long microstructure evolution prediction with physical regularization
by: Zhou, Ao, et al.
Published: (2026)

Extension of a phase-field KKS model to predict the microstructure evolution in LPBF AlSi10Mg alloy submitted to non isothermal processes
by: Fetni, Seifallah, et al.
Published: (2024)

Thermally-induced microstructural evolution in nanoparticle-based CuO, WO$_3$ and CuO-WO$_3$ thin films for hydrogen gas sensing
by: Shaji, Kalyani, et al.
Published: (2025)

Generative reconstruction of 2D and 3D polycrystalline microstructures using symmetrized hyperspherical harmonics
by: Safi, Ali R., et al.
Published: (2026)