Johannes Dornheim

发表论文 17 篇 · 总被引 227 次 · h-index 7

代表论文

• Neural Networks for Constitutive Modeling: From Universal Function Approximators to Advanced Models and the Integration of Physics (2023 · Archives of Computational Methods in Engineering · 被引 87)
• Model-free Adaptive Optimal Control of Episodic Fixed-horizon Manufacturing Processes Using Reinforcement Learning (2018 · International Journal of Control, Automation and Systems · 被引 52)
• Deep reinforcement learning methods for structure-guided processing path optimization (2020 · Journal of Intelligent Manufacturing · 被引 24)
• Machine learning for structure-guided materials and process design (2023 · Materials & Design · 被引 20)
• Efficient Exploration of Microstructure-Property Spaces via Active Learning (2022 · Frontiers in Materials · 被引 19)
• A multi-task learning-based optimization approach for finding diverse sets of microstructures with desired properties (2023 · Journal of Intelligent Manufacturing · 被引 14)