Simulation of gamma prime coarsening in Ni-based superalloys
Posted: Tue Apr 18, 2017 7:09 pm
Hi all,
Coarsening of gamma' precipitates is a process which is well-known and has a high importance for the mechanical behaviour of Ni-based superalloys. As simulation of this process using the MICRESS software may be of common interest, I want to open a discussion on how to achieve that. To start, I will share some of my experiences and thoughts in this field.
When trying to quantitatively analyse the coarsening kinetics in such alloys, numerical performance is a key issue, especially in 3D. Performance is mainly determined by the domain size, the grid resolution, the coarsening time and the required numerical time steps (of phase-field and especially of diffusion). This automatically leads to a limitation to relatively high volume fractions of gamma', because only then a sufficiently high number of precipitates fits into a smallest possible domain with a grid resolution which is high enough to properly resolve interface curvature. The high number of elements which have to be taken into account for typical technical superalloys increases further the required simulation time.
In principle, in my opinion, coarsening of precipitates with a high volume fraction should always be simulated in 3D to obtain quantitatively reasonable results. The channels between precipitates are not big compared to the particle size, so a quantitative correlation of 2D and 3D coarsening is not easily possible. It is important to realize that this channel width, which is very important for the mechanical properties in Ni-based superalloys, is completely different in 2D and 3D. Nevertheless it is always recommendable to start with 2D for setting up the simulation, and switch to 3D once the numerics and performance are optimized.
Apart from the 2D/3D-question and its implication for the observed ripening kinetics, the initial microstructure is a key design question: If a defined initial microstructure is to be used (either synthetic or from experiment), the question always is whether it is sufficiently representative, whether the radius distribution is realistic, and whether the phase fractions are consistent with thermodynamics. A trick for fine-tuning the initial phase fraction has been given here. But keep in mind that average curvature will shift the equilibrium fraction of the precipitate phase to a somewhat smaller value.
An alternative approach which I recommend is to nucleate the precipitates from a supersaturated pure single-phase fcc. This allows to create a very high number of particles at the beginning, even if the grid resolution is not high enough to resolve them perfectly at the very beginning. After an initial growth up to the equilibrium phase fraction, coarsening will start automatically, and at the time when a sufficient size is reached for quantitative curvature evaluation, the spatial and size distribution will probably already be much closer to stationary compared to synthetic initial structures.
I want to invite you to share your experiences, questions and thoughts in this tread. I also will add further comments later on.
Bernd
Coarsening of gamma' precipitates is a process which is well-known and has a high importance for the mechanical behaviour of Ni-based superalloys. As simulation of this process using the MICRESS software may be of common interest, I want to open a discussion on how to achieve that. To start, I will share some of my experiences and thoughts in this field.
When trying to quantitatively analyse the coarsening kinetics in such alloys, numerical performance is a key issue, especially in 3D. Performance is mainly determined by the domain size, the grid resolution, the coarsening time and the required numerical time steps (of phase-field and especially of diffusion). This automatically leads to a limitation to relatively high volume fractions of gamma', because only then a sufficiently high number of precipitates fits into a smallest possible domain with a grid resolution which is high enough to properly resolve interface curvature. The high number of elements which have to be taken into account for typical technical superalloys increases further the required simulation time.
In principle, in my opinion, coarsening of precipitates with a high volume fraction should always be simulated in 3D to obtain quantitatively reasonable results. The channels between precipitates are not big compared to the particle size, so a quantitative correlation of 2D and 3D coarsening is not easily possible. It is important to realize that this channel width, which is very important for the mechanical properties in Ni-based superalloys, is completely different in 2D and 3D. Nevertheless it is always recommendable to start with 2D for setting up the simulation, and switch to 3D once the numerics and performance are optimized.
Apart from the 2D/3D-question and its implication for the observed ripening kinetics, the initial microstructure is a key design question: If a defined initial microstructure is to be used (either synthetic or from experiment), the question always is whether it is sufficiently representative, whether the radius distribution is realistic, and whether the phase fractions are consistent with thermodynamics. A trick for fine-tuning the initial phase fraction has been given here. But keep in mind that average curvature will shift the equilibrium fraction of the precipitate phase to a somewhat smaller value.
An alternative approach which I recommend is to nucleate the precipitates from a supersaturated pure single-phase fcc. This allows to create a very high number of particles at the beginning, even if the grid resolution is not high enough to resolve them perfectly at the very beginning. After an initial growth up to the equilibrium phase fraction, coarsening will start automatically, and at the time when a sufficient size is reached for quantitative curvature evaluation, the spatial and size distribution will probably already be much closer to stationary compared to synthetic initial structures.
I want to invite you to share your experiences, questions and thoughts in this tread. I also will add further comments later on.
Bernd