On the time integration for phase field modeling of grain growth in additive manufacturing

Phase field simulations play a key role in the understanding of microstructure evolution in additive manufacturing. However, they have been found extremely computationally expensive. One of the reasons is the small time step requirement to resolve the complex microstructure evolution during the rapid solidification process. This paper investigates the possibility of using a class of stabilized time integration algorithms to accelerate such phase field simulations by increasing the time steps. The specific time integration formulation and theoretical analysis on energy stability were developed, based on a phase field model dedicated to simulating rapid solidification in additive manufacturing. The numerical results confirmed that the proposed method can ensure the numerical stability and a decreasing energy requirement for the phase field simulations with at least two orders-of-magnitude larger time steps over conventional explicit methods. 2D and 3D phase field simulations have been conducted with relevant physical and kinetic parameters for 316L stainless steels. This work provides a numerical framework for efficient phase field simulations and open numerous opportunities for large scale phase field modeling.

Publication Details

Journal
Maryland Shared Open Access Repository (USMAI Consortium)
Published
2025-07-30
DOI
https://doi.org/10.13016/m28own-xedr
Primary Topic
Solidification and crystal growth phenomena
Type
article
Field-Weighted Citation Impact
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article

On the time integration for phase field modeling of grain growth in additive manufacturing

Maryland Shared Open Access Repository (USMAI Consortium)
Solidification and crystal growth phenomena
article

On the time integration for phase field modeling of grain growth in additive manufacturing

article en

Abstract

Phase field simulations play a key role in the understanding of microstructure evolution in additive manufacturing. However, they have been found extremely computationally expensive. One of the reasons is the small time step requirement to resolve the complex microstructure evolution during the rapid solidification process. This paper investigates the possibility of using a class of stabilized time integration algorithms to accelerate such phase field simulations by increasing the time steps. The specific time integration formulation and theoretical analysis on energy stability were developed, based on a phase field model dedicated to simulating rapid solidification in additive manufacturing. The numerical results confirmed that the proposed method can ensure the numerical stability and a decreasing energy requirement for the phase field simulations with at least two orders-of-magnitude larger time steps over conventional explicit methods. 2D and 3D phase field simulations have been conducted with relevant physical and kinetic parameters for 316L stainless steels. This work provides a numerical framework for efficient phase field simulations and open numerous opportunities for large scale phase field modeling.

Maryland Shared Open Access Repository (USMAI Consortium)
Affordable and clean energy
Openalex Percentile: Top 64%
Solidification and crystal growth phenomena
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On the time integration for phase field modeling of grain growth in additive manufacturing · Maryland Shared Open Access Repository (USMAI Consortium) (2025) | TGRS Research Map | TGRS