Publications

Peivaste, I.; Hamidi Siboni, N.; Alahyarizadeh, G.; Ghaderi, R.; Svendsen, B.; Raabe, D.; Mianroodi, J. R.: Machine-learning-based surrogate modeling of microstructure evolution using phase-field. Computational Materials Science 214, 111750 (2022)

Sasidhar, K. N.; Hamidi Siboni, N.; Mianroodi, J. R.; Rohwerder, M.; Neugebauer, J.; Raabe, D.: Deep learning framework for uncovering compositional and environmental contributions to pitting resistance in passivating alloys. npj Materials Degradation 6 (1), 71 (2022)

Khorrami, M. S.; Mianroodi, J. R.; Svendsen, B.: Finite-deformation phase-field microelasticity with application to dislocation core and reaction modeling in fcc crystals. Journal of the Mechanics and Physics of Solids 164, 104897 (2022)

Bai, Y.; Mianroodi, J. R.; Ma, Y.; Kwiatkowski da Silva, A.; Svendsen, B.; Raabe, D.: Chemo-Mechanical Phase-Field Modeling of Iron Oxide Reduction with Hydrogen. Acta Materialia 231, 117899 (2022)

Ma, Y.; Souza Filho, I. R.; Bai, Y.; Schenk, J.; Patisson, F.; Beck, A.; van Bokhoven, J. A.; Willinger, M. G.; Li, K.; Xie, D. et al.; Ponge, D.; Zaefferer, S.; Gault, B.; Mianroodi, J. R.; Raabe, D.: Hierarchical nature of hydrogen-based direct reduction of iron oxides. Scripta Materialia 213, 114571 (2022)

Mianroodi, J. R.; Shanthraj, P.; Liu, C.; Vakili, S.; Roongta, S.; Hamidi Siboni, N.; Perchikov, N.; Bai, Y.; Svendsen, B.; Roters, F. et al.; Raabe, D.; Diehl, M.: Modeling and simulation of microstructure in metallic systems based on multi-physics approaches. npj Computational Materials 8, 93 (2022)

Khorrami, M. S.; Mianroodi, J. R.; Hamidi Siboni, N.; Goyal, P. K.; Svendsen, B.; Benner, P.; Raabe, D.: An artificial neural network for surrogate modeling of stress fields in viscoplastic polycrystalline materials. arXiv (2022)