@article{BluehdornGK2022,

title = {AutoMat: automatic differentiation for generalized standard materials on GPUs},

author = {J. Blühdorn, N. R. Gauger, M. Kabel},

doi = {10.1007/s00466-021-02105-2},

year  = {2022},

date = {2022-01-03},

urldate = {2021-11-05},

journal = {Computational Mechanics},

volume = {69},

pages = {589–613},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{THHZGMG2022,

title = {Bayesian Recurrent Neural Networks for Monitoring Rotorcraft Icing from Aeroacoustics Time-Series Data},

author = {H. Tong, J. Hauth, X. Huan, B.Y. Zhou, N.R. Gauger, M. Morelli, A. Guardone},

url = {https://doi.org/10.2514/6.2022-2358},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

journal = {AIAA 2022-2358},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{POeZSG2021,

title = {Application of multitask learning for enhancement of Spalart-Allmaras turbulence model},

author = {R. Pochampalli, E. Özkaya, B. Zhou, G. Suarez, N.R. Gauger},

url = {https://www.springerprofessional.de/application-of-multitask-learning-for-enhancement-of-spalart-all/19357848},

year  = {2021},

date = {2021-12-22},

journal = {Notes on Numerical Fluid Mechanics and Multidisciplinary Design},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{PoGau2021,

title = {PDE Constrained Inverse Problems arising from Turbulence Modeling},

author = {R. Pochampalli, N. R. Gauger},

url = {https://doi.org/10.1002/pamm.202100132},

doi = {10.1002/pamm.202100132},

year  = {2021},

date = {2021-12-14},

urldate = {2021-12-14},

journal = {Proc. Appl. Math. Mech.},

volume = {21},

number = {1},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{MGDLS2021,

title = {Mapping the sensitivity of the Amundsen Sea Embayment to changes in external forcings using Automatic Differentiation},

author = {M. Morlighem, D. Goldberg, T. Dias dos Santos, J. Lee, M. Sagebaum},

doi = {https://doi.org/10.1029/2021GL095440},

year  = {2021},

date = {2021-11-24},

urldate = {2021-11-24},

journal = {Geophysical Research Letters},

volume = {48},

number = {23},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{HWSGSK2021,

title = {Emulating Aerosol Microphysics with Machine Learning},

author = {P. Harder, D. Watson-Parris, D. Strassel, N.R. Gauger, P. Stier, J. Keuper},

url = {https://www.climatechange.ai/papers/icml2021/24/paper.pdf

https://arxiv.org/pdf/2109.10593.pdf },

year  = {2021},

date = {2021-09-22},

journal = {Proceedings of the 38th International Conference on Machine Learning (ICML), PMLR 139},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{SYOPG2021,

title = {Towards Turbulence Modeling Enhancement via the Correction of Boussinesq's Hypothesis-A Data-Driven Approach},

author = {G. Suarez, B.Y. Zhou, E. Özkaya, R. Pochampalli, N.R. Gauger},

url = {https://doi.org/10.2514/6.2021-3088},

year  = {2021},

date = {2021-07-28},

urldate = {2021-07-28},

journal = {AIAA 2021-3088},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ZMDGG2021,

title = {Aeroacoustic Analysis of a Wing-Tip Mounted Propeller Configuration},

author = {B.Z. Zhou, M. Morelli, P. Dehpanah, N.R. Gauger, A. Guardone},

url = {https://doi.org/10.2514/6.2021-2224},

year  = {2021},

date = {2021-07-28},

journal = {AIAA 2021-2224},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{PAABBetal2021a,

title = {Investigating particle track topology for range telescopes in particle radiography using convolutional neural networks},

author = {H. Pettersen, M. Aehle, J. Alme, G. Barnaföldi, V. Borshchov, A. van den Brink, M. Chaar, V. Eikeland, G. Feofilov, C. Garth, N.R. Gauger, et al.},

url = {https://doi.org/10.1080/0284186X.2021.1949037},

year  = {2021},

date = {2021-07-14},

urldate = {2021-07-14},

journal = {Acta Oncologica, 1-6},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Wijaya2021,

title = {Food sharing and time budgeting in predator-prey interaction},

author = {Karunia Putra Wijaya and Joseph Páez Chávez and Rohit Pochampalli and Robert Rockenfeller and Dipo Aldila and Thomas Götz and Edy Soewono},

doi = {https://doi.org/10.1016/j.cnsns.2021.105757},

issn = {1007-5704},

year  = {2021},

date = {2021-06-15},

urldate = {2021-06-15},

journal = {Communications in Nonlinear Science and Numerical Simulation},

volume = {97},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nokey,

title = {Aerostructural wing shape optimization assisted by algorithmic differentiation},

author = {R. Bombardieri, R. Cavallaro, R. Sanchez, N.R. Gauger},

url = {https://doi.org/10.1007/s00158-021-02884-5},

year  = {2021},

date = {2021-06-02},

journal = {Structural and Multidisciplinary Optimization},

volume = {64},

pages = {739–760},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{KFKMOeGT2021,

title = {Impact of Optimized Trailing Edge Shapes on Noise Generation},

author = {F. Kramer, M. Fuchs, T. Knacke, C. Mockett, E. Özkaya, N.R. Gauger, F. Thiele},

url = {https://link.springer.com/chapter/10.1007%2F978-981-33-4960-5_35},

year  = {2021},

date = {2021-05-06},

journal = {Lecture Notes in Mechanical Engineering},

pages = {223-228},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{SZAG2021,

title = {Regularization for Adjoint-Based Unsteady Aerodynamic Optimization Using Windowing Techniques},

author = {S. Schotthöfer, B.Y. Zhou, Tim Albring, N.R. Gauger},

url = {https://arc.aiaa.org/doi/10.2514/1.J059983},

year  = {2021},

date = {2021-02-25},

urldate = {2021-02-25},

journal = {AIAA Journal},

volume = {59},

number = {7},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ZAGSA2021,

title = {Efficient Airframe Noise Reduction Framework via Adjoint-Based Shape Optimization},

author = {B.Y. Zhou, T. Albring, N.R. Gauger, C.R. da Silva, T. Economon, J.J. Alonso},

url = {https://arc.aiaa.org/doi/abs/10.2514/1.J058917},

year  = {2021},

date = {2021-02-01},

journal = {AIAA Journal },

volume = {59},

number = {2},

pages = {580-595},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{KFKMOGT2021,

title = {Fast Sensitivity Analysis for the Design of Morphing Airfoils at Different Frequency Regimes},

author = {F. Kramer, M. Fuchs, T. Knacke, C. Mockett, E. Özkaya, N.R. Gauger, F. Thiele},

url = {https://link.springer.com/chapter/10.1007%2F978-3-030-55594-8_42},

year  = {2021},

date = {2021-01-31},

journal = {In Springer Book: Advances in Critical Flow Dynamics Involving Moving/Deformable Structures with Design Applications},

pages = {505-516},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{JHSZG2021,

title = {Uncertainty Quantification for a Turbulent Round Jet Using Multifidelity Karhunen-Loeve Expansions},

author = {A. Jivani, X. Huan, C. Safta, B. Y. Zhou, N. R. Gauger},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2021-1367},

year  = {2021},

date = {2021-01-04},

journal = {AIAA 2021-1367},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{POZSG2021,

title = {Machine learning enhancement of Spalart-Allmaras Turbulence Model using Convolutional Neural Network},

author = {R. Pochampalli, E. Özkaya, B. Y. Zhou, G. Suarez Martinez, N. R. Gauger},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2021-1017},

year  = {2021},

date = {2021-01-04},

urldate = {2021-01-04},

journal = {AIAA 2021-1017},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{BSCG2021,

title = {Towards an Open-Source Framework for Aero-Structural Design and Optimization Within the SU2 Suite},

author = {R. Bombardieri, R. Sanchez, R. Cavallaro, N. R. Gauger},

url = {https://link.springer.com/chapter/10.1007/978-3-030-57422-2_19},

year  = {2021},

date = {2021-01-01},

journal = {Computational Methods in Applied Sciences},

volume = {55},

pages = {291-306},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{KG2021,

title = {Robustness Measures for Multi-objective Robust Design},

author = {L. Kusch, N. R. Gauger},

url = {https://link.springer.com/chapter/10.1007/978-3-030-57422-2_12},

year  = {2021},

date = {2021-01-01},

journal = {Computational Methods in Applied Sciences},

volume = {55},

pages = {179-190},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ZAGSEA2020,

title = {Efficient Airframe Noise Reduction Framework via Adjoint-Based Shape Optimization},

author = {B. Y. Zhou, T. Albring, N. R. Gauger, C. R. da Silva, T. Economon, J. J. Alonso},

url = {https://arc.aiaa.org/doi/10.2514/1.J058917},

year  = {2020},

date = {2020-12-29},

journal = {AIAA Journal},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ZMGG2020,

title = {Simulation and Sensitivity Analysis of a Wing-Tip Mounted Propeller Configuration from the Workshop for Integrated Propeller Prediction (WIPP)},

author = {B. Y. Zhou, M. Morelli, N. R. Gauger, A. Guardone},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-2683},

year  = {2020},

date = {2020-06-08},

journal = {AIAA 2020-2683},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{SZAG2020,

title = {Windowing Regularization Techniques for Unsteady Aerodynamic Shape Optimization},

author = {S. Schotthöfer, B. Y. Zhou, Tim A. Albring, N. R. Gauger},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-3130},

year  = {2020},

date = {2020-06-08},

journal = {AIAA 2020-3130},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{BGGPKE2020,

title = {Coupled Discrete Adjoints for Multiphysics in SU2},

author = {O. Burghardt, N. R. Gauger, P. Gomes, R. Palacios, T. Kattmann, T. Economon},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-3139},

year  = {2020},

date = {2020-06-08},

journal = {AIAA 2020-3139},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{GuentherRSCG2020,

title = {Layer-Parallel Training of Deep Residual Neural Networks},

author = {S. Günther, L. Ruthotto, J. B. Schroder, E. C. Cyr, N. R. Gauger},

url = {https://doi.org/10.1137/19M1247620},

year  = {2020},

date = {2020-02-06},

journal = {SIAM Journal on Mathematics of Data Science},

volume = {2},

number = {1},

pages = {1-23},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Zhou2020f,

title = {Acoustic Characterization of Glaze and Rime Ice Structures on an Oscillating Airfoil via Fully Unsteady Simulations},

author = {M. Morelli, B. Y. Zhou, N. R. Gauger, A. Guardone},

year  = {2020},

date = {2020-01-07},

journal = {Journal of the American Helicopter Society, accepted for publication},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Zhou2020a,

title = {Towards Design of Airfoil Pressure Tap Locations for Real-Time Predictions Under Uncertainty Using Bayesian Neural Networks},

author = {W. Shen, X. Huan, B. Y. Zhou, N. R. Gauger},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-0906},

year  = {2020},

date = {2020-01-06},

journal = {AIAA 2020-0906},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Zhou2020b,

title = {Exploring Unstructured Mesh Adaptation for Hybrid Reynolds-Averaged Navier–Stokes/Large Eddy Simulation},

author = {M. A. Park, W. L. Kleb, W. K. Anderson, S. L. Wood, A. Balan, B. Y. Zhou, N. R. Gauger},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-1139},

year  = {2020},

date = {2020-01-06},

journal = {AIAA 2020-1139},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Zhou2020c,

title = {Correlation Effects in Bayesian Neural Networks for Computational Aeroacoustics Ice Detection},

author = {J. Hauth, X. Huan, B. Y. Zhou, N. R. Gauger, M. Morelli, A. Guardone

},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-1414},

year  = {2020},

date = {2020-01-06},

journal = {AIAA 2020-1414},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Zhou2020d,

title = {Development of a Real-Time In-Flight Ice Detection System via Computational Aeroacoustics and Bayesian Neural Networks},

author = {B. Y. Zhou, N. R. Gauger, M. Morelli, A. Guardone, J. Hauth, X. Huan},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-1638},

year  = {2020},

date = {2020-01-06},

journal = {AIAA 2020-1638},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Zhou2020e,

title = {Adjoint-based Trailing-edge Noise Minimization using Stochastic Noise Generation},

author = {B. Y. Zhou, N. R. Gauger, S. Satcunanathan, M. Meinke, W. Schröder},

url = {https://arc.aiaa.org/doi/abs/10.2514/6.2020-1727},

year  = {2020},

date = {2020-01-06},

journal = {AIAA 2020-1727},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{OeyGau2020,

title = {Global Aerodynamic Design Optimization via Primal-Dual Aggregation Method},

author = {E. Özkaya and N.R. Gauger},

url = {https://link.springer.com/chapter/10.1007/978-3-030-25253-3_5},

year  = {2020},

date = {2020-01-01},

journal = {Notes on Numerical Fluid Mechanics and Multidisciplinary Design},

volume = {142},

pages = {48-57},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{BurgGau2020,

title = {Accurate gradient computations for shape optimization via discrete adjoints in CFD-related multiphysics problems},

author = {O. Burghardt and N.R. Gauger },

url = {https://link.springer.com/chapter/10.1007%2F978-3-030-25253-3_3},

year  = {2020},

date = {2020-01-01},

journal = {Notes on Numerical Fluid Mechanics and Multidisciplinary Design},

volume = {142},

pages = {27-36},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{OGHT2020,

title = {Efficient Design Optimization of Acoustic Liners for Engine Noise Reduction},

author = {E. Özkaya, N. R. Gauger, J. A. Hay, F. Thiele

},

url = {https://arc.aiaa.org/doi/10.2514/1.J057776},

year  = {2020},

date = {2020-01-01},

journal = {AIAA Journal},

volume = {58},

number = {3},

pages = {1140-1156},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ChatziKeuetal,

title = {GradVis: Visualization and Second Order Analysis of Optimization Surfaces during the Training of Deep Neural Networks},

author = {A. Chatzimichailidis, J. Keuper, F.-J. Pfreundt, N.R. Gauger},

url = {https://ieeexplore.ieee.org/document/8950696},

year  = {2019},

date = {2019-12-04},

journal = {2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC)},

keywords = {},

pubstate = {published},

tppubtype = {article}

}