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.
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.
2021 11th International Workshop on Advanced Ground Penetrating Radar (IWAGPR), 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.
Acoustic Characterization of Glaze and Rime Ice Structures on an Oscillating Airfoil via Fully Unsteady Simulations Journal Article
In: Journal of the American Helicopter Society, accepted for publication, 2020.
Towards Design of Airfoil Pressure Tap Locations for Real-Time Predictions Under Uncertainty Using Bayesian Neural Networks Journal Article
In: AIAA 2020-0906, 2020.
Exploring Unstructured Mesh Adaptation for Hybrid Reynolds-Averaged Navier–Stokes/Large Eddy Simulation Journal Article
In: AIAA 2020-1139, 2020.