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: 2202.05551, 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.
Impact of Optimized Trailing Edge Shapes on Noise Generation Journal Article
In: Lecture Notes in Mechanical Engineering, pp. 223-228, 2021.
Regularization for Adjoint-Based Unsteady Aerodynamic Optimization Using Windowing Techniques Journal Article
In: AIAA Journal, vol. 59, no. 7, 2021.
Event-Based Automatic Differentiation of OpenMP with OpDiLib Miscellaneous
preprint arXiv:2102.11572, 2021.
Efficient Airframe Noise Reduction Framework via Adjoint-Based Shape Optimization Journal Article
In: AIAA Journal , vol. 59, no. 2, pp. 580-595, 2021.
Fast Sensitivity Analysis for the Design of Morphing Airfoils at Different Frequency Regimes Journal Article
In: In Springer Book: Advances in Critical Flow Dynamics Involving Moving/Deformable Structures with Design Applications, pp. 505-516, 2021.
Uncertainty Quantification for a Turbulent Round Jet Using Multifidelity Karhunen-Loeve Expansions Journal Article
In: AIAA 2021-1367, 2021.
Machine learning enhancement of Spalart-Allmaras Turbulence Model using Convolutional Neural Network Journal Article
In: AIAA 2021-1017, 2021.
Towards an Open-Source Framework for Aero-Structural Design and Optimization Within the SU2 Suite Journal Article
In: Computational Methods in Applied Sciences, vol. 55, pp. 291-306, 2021.
Robustness Measures for Multi-objective Robust Design Journal Article
In: Computational Methods in Applied Sciences, vol. 55, pp. 179-190, 2021.
Index handling and assign optimization for Algorithmic Differentiation reuse index managers Miscellaneous
arXiv cs.MS 2006.12992, 2021.
2020
Efficient Airframe Noise Reduction Framework via Adjoint-Based Shape Optimization Journal Article
In: AIAA Journal, 2020.
AutoMat — Automatic Differentiation for Generalized Standard Materials on GPUs Miscellaneous
preprint arXiv:2006.04391, 2020.
Simulation and Sensitivity Analysis of a Wing-Tip Mounted Propeller Configuration from the Workshop for Integrated Propeller Prediction (WIPP) Journal Article
In: AIAA 2020-2683, 2020.
Windowing Regularization Techniques for Unsteady Aerodynamic Shape Optimization Journal Article
In: AIAA 2020-3130, 2020.
Coupled Discrete Adjoints for Multiphysics in SU2 Journal Article
In: AIAA 2020-3139, 2020.
Layer-Parallel Training of Deep Residual Neural Networks Journal Article
In: SIAM Journal on Mathematics of Data Science, vol. 2, no. 1, pp. 1-23, 2020.