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  1. Article

    Open Access

    A multi-task learning-based optimization approach for finding diverse sets of microstructures with desired properties

    Optimization along the chain processing-structure-properties-performance is one of the core objectives in data-driven materials science. In this sense, processes are supposed to manufacture workpieces with tar...

    Tarek Iraki, Lukas Morand, Johannes Dornheim in Journal of Intelligent Manufacturing (2024)

  2. Article

    Open Access

    Deep reinforcement learning methods for structure-guided processing path optimization

    A major goal of materials design is to find material structures with desired properties and in a second step to find a processing path to reach one of these structures. In this paper, we propose and investigat...

    Johannes Dornheim, Lukas Morand, Samuel Zeitvogel in Journal of Intelligent Manufacturing (2022)