Development of a deep learning platform for optimising sheet stamping geometries subject to manufacturing constraints

no code implementations • 4 Feb 2022 • Hamid Reza Attar, Alistair Foster, Nan Li

Manufacturing constraints are imposed based on these distributions and are used to formulate a novel objective function for optimisation.

On the feasibility of small-data learning in simulation-driven engineering tasks with known mechanisms and effective data representations

no code implementations • NeurIPS Workshop AI4Scien 2021 • Haosu Zhou, Hamid Reza Attar, Yue Pan, Xuetao Li, Peter R N Childs, Nan Li

The application of machine learning (ML) in scientific tasks is increasing, especially ML in simulation-driven engineering tasks.