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ICAMSM.Sc. Ronak Shoghi
ICAMS
Ruhr-Universität Bochum
IC FW 02-569
Universitätsstr. 150
44801 Bochum
Tel.: +49 234 32 29386
E-Mail: ronak.shoghi@rub.de
Competences
Data science and machine learning; modeling of plastic deformation; fracture and fatigue of materials.
- R. Shoghi, A. Hartmaier
A workflow-centric approach to generating FAIR data objects for computationally generated microstructure-sensitive mechanical data. Advanced Engineering Materials, tba, 2401876, (2024) - R. Shoghi, L. Morand, D. Helm, A. Hartmaier
Optimizing machine learning yield functions using query-by-committee for support vector classification with a dynamic stopping criterion. Computational Mechanics, 74, 447–466, (2024) - R. Shoghi, A. Hartmaier
A machine learning constitutive model for plasticity and strain hardening of polycrystalline metals based on data from micromechanical simulations. Machine Learning: Science and Technology, 5, 025008, (2024) - R. Shoghi, A. Hartmaier
Optimal data-generation strategy for machine learning yield functions in anisotropic plasticity. Frontiers in Materials, 9, 879614154, (2022)
- 25.09.2024
Ronak Shoghi, Alexander Hartmaier
A microstructure-sensitive machine learning model for plasticity and strain hardening in polycrystalline metals
MSE 2024 Materials Science and Engineering Congress and Exhibition, TU Darmstadt, Germany - 15.05.2024
Alexander Hartmaier, Ronak Shoghi
Machine learning models for microstructure-property relationships invited
Tailor-made multiscale materials systems, 3rd International Workshop, Hamburg, Germany - 01.12.2023
Ronak Shoghi, Alexander Hartmaier
A machine learning-based constitutive modeling of plastic behavior in polycrystalline materials using crystal plasticity simulations including strain hardening
MRS Fall Meeting & Exhibition, Boston, USA - 05.07.2023
Ronak Shoghi, Alexander Hartmaier
Developing a microstructure-sensitive machine learning yield function and strain hardening model
SEECCM Conference: 5th South-East European Conference on Computational Mechanics, Vrnjačka Banja, Serbia - 20.03.2023
Ronak Shoghi, Jan Schmidt, Alexander Hartmaier
Data-oriented constitutive models for polycrystalline metals
9th GAMM AG Data Workshop, Stuttgart, Germany - 07.01.2023
Alexander Hartmaier, Ronak Shoghi, Jan Schmidt, Abhishek Biswas
Data-oriented constitutive modeling for plasticity and damage
International Conference on Plasticity, Damage, and Fracture 2023, Barcelo Bavaro Punta Cana, Dominican Republic - 29.09.2022
Ronak Shoghi, Alexander Hartmaier
Optimal data-generation strategy for machine learning yield functions in anisotropic plasticity
Materials Science and Engineering MSE, Darmstadt, Germany
Education
2021. M. Sc., Materials Science, TU Darmstadt
2017. B.Sc., Metallurgical Engineering, Iran University of Science and Technology