2023
Exploration of Differentiability in a Proton Computed Tomography Simulation Framework Journal Article
In: Physics in Medicine and Biology, 2023.
Data-driven aerodynamic shape design with distributionally robust optimization approaches Miscellaneous
arXiv:2310.08931, 2023.
End-To-End Optimization of the Layout of a Gamma Ray Observatory Miscellaneous
arXiv:2310.01857, 2023.
Progress in End-to-End Optimization of Detectors for Fundamental Physics with Differentiable Programming Miscellaneous
arXiv:2310.05673, 2023.
Uncertainty-aware spot rejection rate as quality metric for proton therapy using a digital tracking calorimeter Journal Article
In: Phys. Med. Biol., vol. 68, no. 194001, 2023.
Integrating Enzyme-generated functions into CoDiPack Miscellaneous
arXiv:2307.06075, 2023.
Toward the end-to-end optimization of particle physics instruments with differentiable programming Journal Article
In: Reviews in Physics, 2023.
On recent developments for efficient turbomachinery design using algorithmic differentiation Journal Article
In: Proceedings of 15th European Conference on Turbomachinery Fluid Dynamics & Thermodynamics (ETC15), no. ETC2023-346, 2023.
Aggregated type handling in CoDiPack Journal Article
In: Proc. Appl. Math. Mech., vol. 22, iss. 1, no. e202200208, 2023.
Event-Based Automatic Differentiation of OpenMP with OpDiLib Journal Article
In: ACM Transactions on Mathematical Software, vol. 49, iss. 1, no. 3, pp. 1–31, 2023.
A gradient descent akin method for constrained optimization: algorithms and applications Miscellaneous
arXiv:2302.11898, 2023.
The Bergen proton CT system Journal Article
In: Journal of Instrumentation, vol. 18, no. 2, 2023.
Trailing-Edge Noise Reduction using Porous Treatment and Surrogate-based Global Optimization Miscellaneous
arXiv:2301.13047, 2023.
2022
Reverse-Mode Automatic Differentiation of Compiled Programs Miscellaneous
arXiv:2212.13760, 2022.
Towards Neural Charged Particle Tracking in Digital Tracking Calorimeters with Reinforcement Learning Miscellaneous
TechRxiv 21717323.v1, 2022.
Forward-Mode Automatic Differentiation of Compiled Programs Miscellaneous
arXiv:2209.01895, 2022.
QFT-based Homogenization Miscellaneous
arXiv:2207.12949 , 2022.
Combining Sobolev smoothing with parameterized shape optimization Journal Article
In: Computers & Fluids, vol. Vol. 244, 2022.
Physics-Informed Learning of Aerosol Microphysics Miscellaneous
arXiv:2207.11786 , 2022.
Stabilization and Acceleration of Coupled Discrete Adjoint Solvers in Multi-Disciplinary Optimization Journal Article
In: AIAA 2022-3787, 2022.
Adjoint-Based Sensitivity Analysis in High-Temperature Fluid Flows with Paticipating Media Book Chapter
In: pp. 125-150, Modeling, Simulation and Optimization in the Health-and Energy-Sector, Vol. 14. Springer, Cham, 2022.
Scalable Hybrid Parallel ILU Preconditioner to Solve Sparse Linear Systems Journal Article
In: Parallel Processing Workshops. Euro-Par 2021. Lecture Notes in Computer Science, Vol. 13098. Springer, Cham, pp. 540-544, 2022.
Hybrid Parallel ILU Preconditioner in Linear Solver Library GaspiLS Journal Article
In: High Performance Computing. ISC High Performance 2022. Lecture Notes in Computer Science, Vol. 13289. Springer, Cham, pp. 334–353, 2022.
Toward the End-to-End Optimization of Particle Physics Instruments with Differentiable Programming: a White Paper Miscellaneous
arXiv:2203.13818, 2022.
Derivatives in Proton CT Miscellaneous
arXiv: 2202.05551v1, 2022.
Discrete adjoint methodology for general multiphysics problems Journal Article
In: Structural and Multidisciplinary Optimization, vol. 65, no. 28, 2022.
AutoMat: automatic differentiation for generalized standard materials on GPUs Journal Article
In: Computational Mechanics, vol. 69, pp. 589–613, 2022.
Bayesian Recurrent Neural Networks for Monitoring Rotorcraft Icing from Aeroacoustics Time-Series Data Journal Article
In: AIAA 2022-2358, 2022.
2021
Application of multitask learning for enhancement of Spalart-Allmaras turbulence model Journal Article
In: Notes on Numerical Fluid Mechanics and Multidisciplinary Design, 2021.
PDE Constrained Inverse Problems arising from Turbulence Modeling Journal Article
In: Proc. Appl. Math. Mech., vol. 21, no. 1, 2021.
Aggregated type handling in AD tape implementations Presentation
Differentiable Programming Workshop at Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS) 2021, 13.12.2021.
Mapping the sensitivity of the Amundsen Sea Embayment to changes in external forcings using Automatic Differentiation Journal Article
In: Geophysical Research Letters, vol. 48, no. 23, 2021.
Combining Sobolev Smoothing with Parameterized Shape Optimization Miscellaneous
arXiv math.OC 2109.15279, 2021.
Emulating Aerosol Microphysics with Machine Learning Journal Article
In: Proceedings of the 38th International Conference on Machine Learning (ICML), PMLR 139, 2021.
Towards Turbulence Modeling Enhancement via the Correction of Boussinesq’s Hypothesis-A Data-Driven Approach Journal Article
In: AIAA 2021-3088, 2021.
Aeroacoustic Analysis of a Wing-Tip Mounted Propeller Configuration Journal Article
In: AIAA 2021-2224, 2021.
Investigating particle track topology for range telescopes in particle radiography using convolutional neural networks Journal Article
In: Acta Oncologica, 1-6, 2021.
Food sharing and time budgeting in predator-prey interaction Journal Article
In: Communications in Nonlinear Science and Numerical Simulation, vol. 97, 2021, ISSN: 1007-5704.
Aerostructural wing shape optimization assisted by algorithmic differentiation Journal Article
In: Structural and Multidisciplinary Optimization, vol. 64, pp. 739–760, 2021.