DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: ExaCA v2.0: A versatile, scalable, and performance portable cellular automata application for additive manufacturing solidification

Journal Article · · Computational Materials Science

The previously established ExaCA software for performance portable alloy grain structure simulation has been updated to better represent the solidification behavior during complex alloy processing conditions, such as those encountered during metal additive manufacturing (AM), and for improved performance and scalability. Here, an extension to the time–temperature history input data format and the core ExaCA algorithm to include an arbitrary number of melting and solidification events yielded improved prediction of texture for various melt pool geometries, expanding the range of AM-relevant conditions that can be accurately simulated. Improved heat transport process simulation coupling, including the creation of large raster datasets from single track time–temperature history data and in-memory coupling with the new, performance portable finite difference code Finch, were also demonstrated in example studies on the effect of multilayer AM microstructure predictions on hatch spacing and cell size, respectively. Additional new features are detailed and demonstrated, including the ability to perform simulations using various interfacial response function forms, execute simulations on state-of-the-art hardware, improved usability through post-processing versatility, and improved strong and weak scaling performance. The performance, physics, and versatility improvements demonstrated here will further enable large-scale studies on AM process–microstructure relationships that were not previously possible. Furthermore, the usability improvements and ability to run coupled AM process–microstructure simulations using the Finch-ExaCA workflow will facilitate broader use of this open-source software by the computational materials community.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE); USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR)
Grant/Contract Number:
AC02-06CH11357; AC05-00OR22725
OSTI ID:
2538332
Journal Information:
Computational Materials Science, Journal Name: Computational Materials Science Vol. 251; ISSN 0927-0256
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (33)

Alternative Approach to Modeling of Nucleation and Remelting in Powder Bed Fusion Additive Manufacturing journal May 2023
A parallelized three-dimensional cellular automaton model for grain growth during additive manufacturing journal January 2018
A three-dimensional cellular automation-finite element model for the prediction of solidification grain structures journal December 1999
Strategy for Texture Management in Metals Additive Manufacturing journal January 2017
In Situ Measurements of Melt-Pool Length and Cooling Rate During 3D Builds of the Metal AM-Bench Artifacts journal February 2020
A 3D Cellular Automaton algorithm for the prediction of dendritic grain growth journal May 1997
Unique crystallographic texture formation in Inconel 718 by laser powder bed fusion and its effect on mechanical anisotropy journal June 2021
Optimizing the cellular automata finite element model for additive manufacturing to simulate large microstructures journal July 2021
Numerical investigation of effects of nucleation mechanisms on grain structure in metal additive manufacturing journal October 2018
A physics-informed machine learning method for predicting grain structure characteristics in directed energy deposition journal February 2022
Dendrite-resolved, full-melt-pool phase-field simulations to reveal non-steady-state effects and to test an approximate model journal May 2022
ExaCA: A performance portable exascale cellular automata application for alloy solidification modeling journal November 2022
Discrete event cellular automata: A new approach to cellular automata for computational material science journal February 2023
DECA: Discrete Event inspired Cellular Automata for grain structure prediction in additive manufacturing journal March 2024
On the numerical sensitivity of cellular automata grain structure predictions to large thermal gradients and cooling rates journal February 2025
Elastic properties of additively manufactured steel produced with different scan strategies journal April 2023
Additive manufacturing of cellular structures: Multiscale simulation and optimization journal June 2023
Texture control of 316L parts by modulation of the melt pool morphology in selective laser melting journal February 2019
Evaluate the effect of melt pool convection on grain structure of IN625 in laser melting process using experimentally validated process-structure modeling journal May 2022
Effect of scan rotation on the microstructure development and mechanical properties of 316L parts produced by laser powder bed fusion journal May 2020
Evolution of grain structure during laser additive manufacturing. Simulation by a cellular automata method journal September 2016
Effect of scanning strategy on texture formation in Ni-25 at.%Mo alloys fabricated by selective laser melting journal February 2018
Numerical prediction of grain structure formation during laser powder bed fusion of 316 L stainless steel journal February 2021
Structure and texture simulations in fusion welding processes – comparison with experimental data journal March 2022
Crystallographic texture control of beta-type Ti–15Mo–5Zr–3Al alloy by selective laser melting for the development of novel implants with a biocompatible low Young's modulus journal April 2017
Excellent mechanical and corrosion properties of austenitic stainless steel with a unique crystallographic lamellar microstructure via selective laser melting journal January 2019
Impact of gas flow direction on the crystallographic texture evolution in laser beam powder bed fusion journal February 2023
Effects of process parameters on the microstructure of Inconel 718 during powder bed fusion based on cellular automata approach journal October 2023
Multi-physics modeling of grain growth during solidification in electron beam additive manufacturing of Inconel 718 journal November 2022
ExaAM: Metal additive manufacturing simulation at the fidelity of the microstructure journal January 2022
Cabana: A Performance Portable Library for Particle-Based Simulations journal April 2022
Numerical Microstructure Prediction for Lattice Structures Manufactured by Electron Beam Powder Bed Fusion journal January 2024
3D Modeling of the Solidification Structure Evolution and of the Inter Layer/Track Voids Formation in Metallic Alloys Processed by Powder Bed Fusion Additive Manufacturing journal December 2022