13 citations · 54 across the 32 of their papers we have counts for
4 papers · 1 filter
Aerostructural Wing Shape Optimization assisted by Algorithmic Differentiation
Rocco Bombardieri, Rauno Cavallaro, Ruben Sanchez +1
With more efficient structures, last trends in aeronautics have witnessed an increased flexibility of wings, calling for adequate design and optimization approaches. To correctly m…
Assign optimization for algorithmic differentiation reuse index management strategies
Max Sagebaum, Johannes Blühdorn, Nicolas R. Gauger
The identification of primal variables and adjoint variables is usually done via indices in operator overloading algorithmic differentiation tools. One approach is a linear managem…
AutoMat -- Automatic Differentiation for Generalized Standard Materials on GPUs
Johannes Blühdorn, Nicolas R. Gauger, Matthias Kabel
We propose a universal method for the evaluation of generalized standard materials that greatly simplifies the material law implementation process. By means of automatic differenti…
Scalable Hyperparameter Optimization with Lazy Gaussian Processes
Raju Ram, Sabine Müller, Franz-Josef Pfreundt +2
Most machine learning methods require careful selection of hyper-parameters in order to train a high performing model with good generalization abilities. Hence, several automatic s…