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, 65 (28), 2022.
AutoMat: automatic differentiation for generalized standard materials on GPUs Journal Article
In: Computational Mechanics, 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., 21 (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, 48 (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, 97 , 2021, ISSN: 1007-5704.
Aerostructural wing shape optimization assisted by algorithmic differentiation Journal Article
In: Structural and Multidisciplinary Optimization, 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, 59 (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 , 59 (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, 55 , pp. 291-306, 2021.
Robustness Measures for Multi-objective Robust Design Journal Article
In: Computational Methods in Applied Sciences, 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, 2 (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.
Correlation Effects in Bayesian Neural Networks for Computational Aeroacoustics Ice Detection Journal Article
In: AIAA 2020-1414, 2020.
Development of a Real-Time In-Flight Ice Detection System via Computational Aeroacoustics and Bayesian Neural Networks Journal Article
In: AIAA 2020-1638, 2020.
Adjoint-based Trailing-edge Noise Minimization using Stochastic Noise Generation Journal Article
In: AIAA 2020-1727, 2020.
Global Aerodynamic Design Optimization via Primal-Dual Aggregation Method Journal Article
In: Notes on Numerical Fluid Mechanics and Multidisciplinary Design, 142 , pp. 48-57, 2020.
Accurate gradient computations for shape optimization via discrete adjoints in CFD-related multiphysics problems Journal Article
In: Notes on Numerical Fluid Mechanics and Multidisciplinary Design, 142 , pp. 27-36, 2020.