Influence of the grid cell geometry on 3D cellular automata behavior in intergranular corrosion

Guiso, Simone; Caprio, Dung Di; Lamare, Jacques de; Gwinner, B.

doi:10.1016/j.jocs.2021.101322

Cited by 8 publications

(5 citation statements)

References 20 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…For this last one, as it was difficult to extract information from experiments, we used CA modeling. Indeed, we showed that CA is able to reproduce accurately the experimental behavior [33,47].…”

Section: Introductionmentioning

confidence: 80%

See 1 more Smart Citation

Intergranular corrosion in evolving media: Experiment and modeling by cellular automata

et al. 2022

View full text Add to dashboard Cite

Section: Introductionmentioning

confidence: 80%

“…A geometrical approach in 2D was developed for simulating the evolution of the material/solution interface morphology during IGC [31,44]. More realistic models were also developed using the method of cellular automata (CA) for simulating the geometrical evolution of the material in a 3D realistic granular structure [15,41,[45][46][47][48].…”

Section: Introductionmentioning

confidence: 99%

Intergranular corrosion in evolving media: Experiment and modeling by cellular automata

et al. 2022

View full text Add to dashboard Cite

“…Combining the different corrosion kinetics, Guiso et al [ 108 , 109 ] proposed a three-dimensional CA model to investigate the intergranular corrosion (IGC) phenomenon. Moreover, the CA model provided realistic morphological features of IGC, such as groove-shaped corrosion and grain detachment [ 108 ].…”

Section: Application Progress Of Ca In Microstructure Simulationmentioning

confidence: 99%

Review on Cellular Automata for Microstructure Simulation of Metallic Materials

Zhi,

Jiang,

et al. 2024

Materials

View full text Add to dashboard Cite

The cellular automata (CA) method has played an important role in the research and development of metallic materials. CA can interpret the microstructure changes of materials and obtain more abundant, accurate and intuitive information of microstructure evolution than conventional methods. CA can visually represent the process of grain formation, growth, development and change to us in a graphical way, which can assist us in analysis, thinking and solving problems. In the last five years, the application of CA in materials research has been rapidly developed, and CA has begun to occupy an increasingly important position in the simulation research of metallic materials. After introducing the advantages and limitations of CA compared to other widely used simulation methods, the purpose of this paper is to review the recent application progress on the microstructure simulation of metallic materials using CA, such as solidification, recrystallization, phase transformation and carbide precipitation occurring during forming and heat treatment. Specifically, recent research advances on microstructure simulation by CA in the fields of additive manufacturing, welding, asymmetrical rolling, corrosion prevention, etc., are also elaborated in this paper. Furthermore, this paper points out the future work direction of CA simulation in the research of metallic materials, especially in the simulation of the crystal structure, the prediction of mechanical properties, CA simulation software and rule systems, etc. These are expected to attract wide attention of researchers in the field of metallic materials and promote the development of CA in materials research.

show abstract

“…Di Caprio et al [66][67][68][69] conducted various studies on intergranular corrosion using 2D and 3D Cellular Automata models. They aimed to predict the rate and pattern of corrosion in stainless steel exposed to corrosive solutions.…”

Section: Intergranular Corrosion Modelmentioning

confidence: 99%

Cellular Automata Modeling as a Tool in Corrosion Management

Reinoso-Burrows,

Toro,

Cortés-Carmona

et al. 2023

Materials

View full text Add to dashboard Cite

Cellular automata models have emerged as a valuable tool in corrosion management. This manuscript provides an overview of the application of cellular automata models in corrosion research, highlighting their benefits and contributions to understanding the complex nature of corrosion processes. Cellular automata models offer a computational approach to simulating corrosion behavior at the microscale, capturing the intricate interactions between electrochemical reactions, material properties, and environmental factors and generating a new vision of predictive maintenance. It reviews the key features of cellular automata, such as the grid-based representation of the material surface, the definition of state variables, and the rules governing cell-state transitions. The ability to model local interactions and emergent global behavior makes cellular automata particularly suitable for simulating corrosion processes. Finally, cellular automata models offer a powerful and versatile approach to studying corrosion processes, expanding models that can continue to enhance our understanding of corrosion and contribute to the development of effective corrosion prevention and control strategies.

show abstract

Influence of the grid cell geometry on 3D cellular automata behavior in intergranular corrosion

Cited by 8 publications

References 20 publications

Intergranular corrosion in evolving media: Experiment and modeling by cellular automata

Intergranular corrosion in evolving media: Experiment and modeling by cellular automata

Review on Cellular Automata for Microstructure Simulation of Metallic Materials

Cellular Automata Modeling as a Tool in Corrosion Management

Contact Info

Product

Resources

About