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Professor Dr. Roland Herzog

Address Ruprecht-Karls-Universität Heidelberg
Interdisciplinary Center for Scientific Computing (IWR)
Im Neuenheimer Feld 205
69120 Heidelberg

ORCID-ID 0000-0003-2164-6575

Projects

As Applicant
- Current projects
  - Multilevel Architectures and Algorithms in Deep Learning (Priority Programmes)
  - Machine Learning and Optimal Experimental Design for Thermodynamic Property Modeling (Priority Programmes)
  - Phase field methods, parameter identification and process optimisation (Research Units)
  - Surrogate-based prediction of cycle fatigue strength of rotating shafts and process optimization using flexible Kriging models (Research Grants)
- Completed projects
  - Analysis and Numerical Techniques for Optimal Control Problems Involving Variational Inequalities Arising in Elastoplasticity (Priority Programmes)
  - Preconditioned SQP solvers for nonlinear optimization problems with partial differential equations (Research Grants)
  - Impulse Control Problems and Adaptive Numerical Solution of Quasi-Variational Inequalities in Markovian Factor Models (Research Grants)
  - Optimal Control of Dissipative Solids: Viscosity Limits and Non-Smooth Algorithms (Priority Programmes)
  - A Calculus for Non-Smooth Shape Optimization with Applications to Geometric Inverse Problems (Priority Programmes)
As Participating Researcher
- Completed projects
  - EXC 1075: Merge Technologies for Multifunctional Lightweight Structures - MERGE (Clusters of Excellence)
As Project Head
- Completed projects
  - Correction by Characteristic Diagrams (CRC/Transregios)
  - Model predictive parameter and state estimation and optimal sensor placement (CRC/Transregios)

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