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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, 27, 2401876, (2025) - 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)
- 08.05.2025
Ronak Shoghi, Jan Schmidt, Alexander Hartmaier
Towards a digital material twin: Data-oriented microstructure-property relationships invited
The Third International Workshop on Simulation Science (SimScience), TU Clausthal, Germany - 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
- pyLabFEA
Python Laboratory for Finite Element Analysis
https://github.com/ICAMS/pyLabFEA - Kanapy
Python package for generating 3D synthetic polycrystals
https://github.com/ICAMS/Kanapy
Education
2021. M. Sc., Materials Science, TU Darmstadt
2017. B.Sc., Metallurgical Engineering, Iran University of Science and Technology