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Johannes Dornheim

Neural Networks for Constitutive Modeling: From Universal Function Approximators to Advanced Models and the Integration of Physics
2023 · Johannes Dornheim, Lukas Morand, et al. · Archives of Computational Methods in Engineering · 120
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Machine learning for structure-guided materials and process design
2024 · Lukas Morand, Tarek Iraki, et al. · Materials & Design · 29
Deep reinforcement learning methods for structure-guided processing path optimization
2021 · Johannes Dornheim, Lukas Morand, et al. · Journal of Intelligent Manufacturing · 29
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Efficient Exploration of Microstructure-Property Spaces via Active Learning
2022 · Lukas Morand, Norbert Link, et al. · Frontiers in Materials · 21
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A multi-task learning-based optimization approach for finding diverse sets of microstructures with desired properties
2023 · Tarek Iraki, Lukas Morand, et al. · Journal of Intelligent Manufacturing · 18
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Multiobjective Reinforcement Learning for Reconfigurable Adaptive Optimal Control of Manufacturing Processes
2018 · Johannes Dornheim, Norbert Link · International Symposium on Electronics and Telecommunications (ISETC) · 7
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gTLO: A Generalized and Non-linear Multi-Objective Deep Reinforcement Learning Approach
2022 · Dornheim, Johannes · arXiv (Cornell University) · 4
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Solderability of Injection Moldable Thermoset Resins for Use in 3D Mechatronic Integrated Devices
2020 · Felix Haussler, Simon Petillon, et al. · International Spring Seminar on Electronics Technology · 4
Simulation of texture evolution for a multi-step metal forming process
2021 · Morand, Lukas, Dornheim, Johannes, et al. · Fraunhofer-Publica (Fraunhofer-Gesellschaft) · 2
Artificially generated crystallographic textures of steel sheets and their corresponding properties calculated by a Taylor-type crystal plasticity model
2021 · Morand, Lukas, Iraki, Tarek, et al. · Fraunhofer-Publica (Fraunhofer-Gesellschaft) · 2
Virtualisierung und künstliche Intelligenz als Wegbereiter neuer Entwicklungsprozesse
2025 · Simon Olma, Luca Lenger, et al. · ATZ - Automobiltechnische Zeitschrift · 1
Joint Optimization for Multi-person Shape Models from Markerless 3D-Scans
2020 · Samuel Zeitvogel, Johannes Dornheim, et al. · Lecture notes in computer science · 1
Virtualisierung und künstliche Intelligenz als Wegbereiter neuer Entwicklungsprozesse
2025 · Simon Olma, Luca Lenger, et al. · MTZ - Motortechnische Zeitschrift
Virtualization and Artificial Intelligence as Pioneers of New Development Processes
2025 · Simon Olma, Luca Lenger, et al. · MTZ worldwide
Virtualization and Artificial Intelligence as Pioneers of New Development Processes
2025 · Simon Olma, Luca Lenger, et al. · ATZelectronics worldwide
Virtualisierung und künstliche Intelligenz als Wegbereiter neuer Entwicklungsprozesse
2025 · Simon Olma, Luca Lenger, et al. · ATZelektronik
Virtualization and Artificial Intelligence as Pioneers of New Development Processes
2025 · Simon Olma, Luca Lenger, et al. · ATZ - Automobiltechnische Zeitschrift
Exploring the Limits of Driving Stability using Reinforcement learning for Vehicle Dynamics Simulation
2025 · Danny Braunstedter, Yi Cui, et al. · Proceedings
Exploring the Limits of Driving Stability Using Reinforcement Learning for Vehicle Dynamics Simulation
2024 · Yi Cui, Danny Braunstedter, et al. · ATZelectronics worldwide
Exploration der Fahrstabilitätsgrenzen mit Reinforcement Learning für Fahrdynamiksimulationen
2024 · Yi Cui, Danny Braunstedter, et al. · ATZelektronik
Virtual Analysis of Vehicle Dynamics Limits using Reinforcement Learning
2024 · Simon Olma, Yi Cui, et al. · IEEE International Conference on Intelligent Transportation Systems (ITSC)
Influences on the Mechanical Strength of Inkjet-Printed, Ag-Nanoparticle-Based Interconnects of Fine-Pitch Components
2024 · Christian Voigt, Johannes Dornheim, et al. · International Spring Seminar on Electronics Technology
Modellfreies Lernen optimaler zeitdiskreter Regelungsstrategien für Fertigungsprozesse mit endlichem Zeithorizont
2021 · Dornheim, Johannes · Repository KITopen (Karlsruhe Institute of Technology)
Sets of exemplary microstructure-property data generated via active learning and numerical simulations
2021 · Morand, Lukas, Iraki, Tarek, et al. · Fraunhofer-Publica (Fraunhofer-Gesellschaft)
Interaction analysis through fuzzy temporal logic: Extensions for clustering and parameter learning
2015 · Joris IJsselmuiden, Johannes Dornheim · IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)
Works count: 27
Citation count: 238
H-index: 6
I10-index: 5
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