Background
My scientific research has focused on the statistical modeling of plastic deformation and mechanical failure in disordered materials. To this end, I have designed and implemented diverse statistical models and tools to couple stochastic processes and solid mechanics. Below you can find an introduction to (and a motivation for) this topic and a list of publications.
Mesomodels divide a material sample into discrete mesoscale subdomains or elements and implement the physics of the model as a set of simple local rules. There are two deeply connected interpretations of such models:
- The first interpretation is that of a cellular automaton. Or, more accurately, a stochastic one. Cellular automata are well-known sandbox models. With them, the user can easily modify state transition rules to see the impact on the self-organization of the system and the emergent global behavior.
- On the other hand, from a purely statistical perspective, these models represent a Markov chain Monte Carlo (MCMC) method applied to the plastic deformation of materials. The goal of the model is to help find the probability distributions that describe a particular model’s outcome. However, finding such distributions is a non-trivial task since they depend on the interplay of many highly correlated variables. A way to estimate them is using MCMC methods. MCMC depends on rules which define the transition from one state to the next. By starting with an initial configuration and iterating the transition rules, we obtain a sequence of random samples that correspond to the system’s state over time. These samples allow us to estimate the desired distributions. In this case, the MCMC transition rules correspond to the local mesoscale rules mentioned above, which model physical mechanisms and govern the behavior of the elements.
Keywords
The following keywords summarize my research, ordered from the most general categories to the most specific ones. You can hover over each word to see a quick explanation.
- Physics
- Disordered systems
- Dissipative systems
- Materials science
- Multiscale modeling
- Mesoscale
- Amorphous solids
- Continuum mechanics
- Solid mechanics
- Elasticity
- Plasticity
- Stochastic processes
- Simulation
- Monte Carlo methods
- Finite Element Method
- Critical phenomena
- Avalanches
- Strain localization
- Creep
- Yield
- Fracture
Publications
2022
Acta Materialia Volume 241History dependent plasticity of glass: A mapping between atomistic and elasto-plastic models
D. F. Castellanos, S. Roux, S. Patinet
2021
Comptes Rendus PhysiqueInsights from the quantitative calibration of an elasto-plastic model from a Lennard-Jones atomic glass
D. F. Castellanos, S. Roux, S. Patinet
2020
Scientific Reports volume 10, 16910Prediction of creep failure time using machine learning
S. Biswas, D. F. Castellanos & M. Zaiser
2019
The European Physical Journal B volume 92, 139Statistical dynamics of early creep stages in disordered materials
D. F. Castellanos & M. Zaiser
2019
Friedrich-Alexander-Universität Erlangen-NürnbergDoctoral dissertation: Stochastic modeling of plastic flow and failure in disordered materials
D. F. Castellanos
2018
Physical Review Letters 121, 125501Avalanche behavior in creep failure of disordered materials
D. F. Castellanos & M. Zaiser
2017
Nature Communications volume 8, 15928Universal features of amorphous plasticity
Z. Budrikis, D. F. Castellanos, S. Sandfeld, M. Zaiser & S. Zapperi
2015
Journal of Statistical Mechanics: Theory and Experiment, P02011Avalanches, loading, and finite-size effects in 2D amorphous plasticity
S. Sandfeld, Z. Budrikis, S. Zapperi & D. F. Castellanos
Conferences
2016
Dijon (France)8th Multiscale Materials Modeling international conference (MMM2016)
Oral presentation
2016
Lyon (France)26th International conference on statistical physics of the International Union of Pure and Applied Physics (STATPHYS26)
Poster presentation
2015
Brno (Czech Republic)17th International Conference on the Strength of Materials (ICSMA 17)
Oral presentation
2015
Paris (France)22nd International Symposium on Metastable, Amorphous and Nanostructured Materials (ISMANAM 2015)
Poster presentation
2015
Karlsruhe (Germany)12th International Conference on the mechanical behavior of Materials (ICM12)
Oral presentation
2014
Boston (USA)2014 Materials Research Society Fall Meeting and Exhibit (MRS)
Poster presentation