Dr. -Ing. Beckett Y. Zhou
Scientific Computing Group
TU Kaiserslautern
Paul-Ehrlich-Straße 34/Geb. 36
D-67663 Kaiserslautern
Office: 36-407
Phone: +49 (0)631 205 3428
Email: yuxiang.zhou(at)scicomp.uni-kl.de
Overview
The over-arching goal of my research is to provide the aviation community the tools it urgently needs to analyze, design and certify the next-generation aircraft that are safer, greener and quieter. To that end, I focus on developing efficient adjoint-based optimization methods and multi-fidelity simulation methodologies to enable efficient aerodynamic and aeroacoustic designs.
Since 2015, I have been one of the principal developers of the open-source SU2 software package for multi-physics analysis and design, leading the development effort in the area of aeroacoustic prediction and design optimization. Active users of the SU2-CAA solver include NASA, Embraer S.A. and a number of research groups in academia.
Meanwhile, I serve as a consultant to the NASA Langley Research Center on the topic of adjoint-based aeroacoustic design optimization.
In addition to aeroacoustic prediction and optimization, other areas of my research interest include: hybrid RANS/LES methods for turbulent flows, machine learning, design under uncertainty, and bio-inspired aeronautical designs.
Resume
- 12/2018 – Present: Research Scientist at Scientific Computing Group, TU Kaiserslautern Consultant for NASA Langley Research Center on Aeroacoustic Optimization
- 02/2018 – 11/2018: Postdoctoral Researcher in Aeroacoustics at NASA Langley Research Center and National Institute of Aerospace
- 04/2018: Ph.D. in Engineering with N. R. Gauger and W. Schröder, RWTH Aachen University
- 09/2014 – 02/2018: Research assistant at Scientific Computing Group, TU Kaiserslautern
- 10/2012 – 08/2014: Research assistant at MathCCES, RWTH Aachen University
- 09/2012: M.S. in Aeronautics and Astronautics with K. E. Willcox, Massachusetts Institute of Technology
- 05/2010: B.A.Sc., Engineering Science (Aerospace), University of Toronto
Research
My research vision is to develop efficient adjoint-based multi-disciplinary and multi-fidelity methodologies to enable optimal design and control of aircraft. To that end, my research work can be broadly categorized into the following three main topics:
Publications
2023
J. Rottmayer, E. Özkaya, S. Satcunanathan, B. Y. Zhou, M. Aehle, N. R. Gauger, M. Meinke, W. Schröder, S. Pullin
Trailing-Edge Noise Reduction using Porous Treatment and Surrogate-based Global Optimization Miscellaneous
arXiv:2301.13047, 2023.
@misc{nokey,
title = {Trailing-Edge Noise Reduction using Porous Treatment and Surrogate-based Global Optimization},
author = {J. Rottmayer, E. Özkaya, S. Satcunanathan, B. Y. Zhou, M. Aehle, N. R. Gauger, M. Meinke, W. Schröder, S. Pullin
},
url = {https://arxiv.org/abs/2301.13047},
year = {2023},
date = {2023-01-30},
urldate = {2023-01-30},
howpublished = {arXiv:2301.13047},
keywords = {},
pubstate = {published},
tppubtype = {misc}
}
2021
R. Pochampalli, E. Özkaya, B. Zhou, G. Suarez, N.R. Gauger
Application of multitask learning for enhancement of Spalart-Allmaras turbulence model Journal Article
In: Notes on Numerical Fluid Mechanics and Multidisciplinary Design, 2021.
@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}
}
S. Schotthöfer, B.Y. Zhou, Tim Albring, N.R. Gauger
Regularization for Adjoint-Based Unsteady Aerodynamic Optimization Using Windowing Techniques Journal Article
In: AIAA Journal, vol. 59, no. 7, 2021.
@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}
}
B.Y. Zhou, T. Albring, N.R. Gauger, C.R. da Silva, T. Economon, J.J. Alonso
Efficient Airframe Noise Reduction Framework via Adjoint-Based Shape Optimization Journal Article
In: AIAA Journal , vol. 59, no. 2, pp. 580-595, 2021.
@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}
}
A. Jivani, X. Huan, C. Safta, B. Y. Zhou, N. R. Gauger
Uncertainty Quantification for a Turbulent Round Jet Using Multifidelity Karhunen-Loeve Expansions Journal Article
In: AIAA 2021-1367, 2021.
@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},
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}
R. Pochampalli, E. Özkaya, B. Y. Zhou, G. Suarez Martinez, N. R. Gauger
Machine learning enhancement of Spalart-Allmaras Turbulence Model using Convolutional Neural Network Journal Article
In: AIAA 2021-1017, 2021.
@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},
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}
2020
B. Y. Zhou, T. Albring, N. R. Gauger, C. R. da Silva, T. Economon, J. J. Alonso
Efficient Airframe Noise Reduction Framework via Adjoint-Based Shape Optimization Journal Article
In: AIAA Journal, 2020.
@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}
}
B. Y. Zhou, M. Morelli, N. R. Gauger, A. Guardone
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.
@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},
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}
S. Schotthöfer, B. Y. Zhou, Tim A. Albring, N. R. Gauger
Windowing Regularization Techniques for Unsteady Aerodynamic Shape Optimization Journal Article
In: AIAA 2020-3130, 2020.
@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}
}
M. Morelli, B. Y. Zhou, N. R. Gauger, A. Guardone
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.
@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}
}
W. Shen, X. Huan, B. Y. Zhou, N. R. Gauger
Towards Design of Airfoil Pressure Tap Locations for Real-Time Predictions Under Uncertainty Using Bayesian Neural Networks Journal Article
In: AIAA 2020-0906, 2020.
@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}
}
M. A. Park, W. L. Kleb, W. K. Anderson, S. L. Wood, A. Balan, B. Y. Zhou, N. R. Gauger
Exploring Unstructured Mesh Adaptation for Hybrid Reynolds-Averaged Navier–Stokes/Large Eddy Simulation Journal Article
In: AIAA 2020-1139, 2020.
@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}
}
J. Hauth, X. Huan, B. Y. Zhou, N. R. Gauger, M. Morelli, A. Guardone
Correlation Effects in Bayesian Neural Networks for Computational Aeroacoustics Ice Detection Journal Article
In: AIAA 2020-1414, 2020.
@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}
}
B. Y. Zhou, N. R. Gauger, M. Morelli, A. Guardone, J. Hauth, X. Huan
Development of a Real-Time In-Flight Ice Detection System via Computational Aeroacoustics and Bayesian Neural Networks Journal Article
In: AIAA 2020-1638, 2020.
@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}
}
B. Y. Zhou, N. R. Gauger, S. Satcunanathan, M. Meinke, W. Schröder
Adjoint-based Trailing-edge Noise Minimization using Stochastic Noise Generation Journal Article
In: AIAA 2020-1727, 2020.
@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}
}
2019
B. Y. Zhou, N. R. Gauger, B. Diskin, J. K. Pardue, A. Chernikov, C. Tsolakis, F. Drakopoulos, N. N. Chrisochoides
Hybrid RANS/LES Simulation of Vortex Breakdown Over a Delta Wing Journal Article
In: AIAA 2019-3524, 2019.
@article{Zhou2019b,
title = {Hybrid RANS/LES Simulation of Vortex Breakdown Over a Delta Wing},
author = {B. Y. Zhou, N. R. Gauger, B. Diskin, J. K. Pardue, A. Chernikov, C. Tsolakis, F. Drakopoulos, N. N. Chrisochoides},
doi = {https://doi.org/10.2514/6.2019-3524},
year = {2019},
date = {2019-06-20},
urldate = {2019-06-20},
journal = {AIAA 2019-3524},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
B. Y. Zhou, N. R. Gauger, J. Hauth, X. Huan, M. Morelli, A. Guardone
Towards Real-Time In-Flight Ice Detection Systems via Computational Aeroacoustics and Machine Learning Journal Article
In: AIAA 2019-3103, 2019.
@article{Zhou2019b,
title = {Towards Real-Time In-Flight Ice Detection Systems via Computational Aeroacoustics and Machine Learning},
author = {B. Y. Zhou, N. R. Gauger, J. Hauth, X. Huan, M. Morelli, A. Guardone},
url = {https://arc.aiaa.org/doi/abs/10.2514/6.2019-3103},
year = {2019},
date = {2019-06-18},
journal = {AIAA 2019-3103},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
B.Y. Zhou, N.R. Gauger, H. Yao, S. Peng, L. Davidson
Adjoint-based Broadband Noise Minimization using Stochastic Noise Generation Journal Article
In: AIAA 2019-2697, 2019.
@article{ZGYPD2019,
title = {Adjoint-based Broadband Noise Minimization using Stochastic Noise Generation},
author = {B.Y. Zhou, N.R. Gauger, H. Yao, S. Peng, L. Davidson},
url = {https://arc.aiaa.org/doi/10.2514/6.2019-2697},
year = {2019},
date = {2019-05-20},
journal = {AIAA 2019-2697},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
M. Morelli, B. Y. Zhou, A. Guardone
Simulation and Analysis of Oscillating Airfoil Ice Shapes via a Fully Unsteady Collection Efficiency Approach Journal Article
In: Vertical Flight Society 75th Annual Forum & Technology Display, Philadelphia, Pennsylvania, May 13–16, 2019.
@article{Morelli2019,
title = {Simulation and Analysis of Oscillating Airfoil Ice Shapes via a Fully Unsteady Collection Efficiency Approach},
author = {M. Morelli, B. Y. Zhou, A. Guardone},
year = {2019},
date = {2019-04-01},
journal = {Vertical Flight Society 75th Annual Forum & Technology Display, Philadelphia, Pennsylvania, May 13–16},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
E. Molina, B. Y. Zhou, J. J. Alonso, M. Righi, R. G Silva
Flow and Noise Predictions Around Tandem Cylinders using DDES Approach with SU2 Journal Article
In: AIAA 2019-0326, 2019.
@article{Molina2019,
title = {Flow and Noise Predictions Around Tandem Cylinders using DDES Approach with SU2},
author = {E. Molina, B. Y. Zhou, J. J. Alonso, M. Righi, R. G Silva},
year = {2019},
date = {2019-01-07},
journal = {AIAA 2019-0326},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
B.Y. Zhou, N. R. Gauger, H-D. Yao, S-H. Peng, L. Davidson
Towards Adjoint-based Broadband Noise Minimization using Stochastic Noise Generation Journal Article
In: AIAA 2019-0002, 2019.
@article{Zhou2019,
title = {Towards Adjoint-based Broadband Noise Minimization using Stochastic Noise Generation},
author = {B.Y. Zhou, N. R. Gauger, H-D. Yao, S-H. Peng, L. Davidson},
year = {2019},
date = {2019-01-07},
journal = {AIAA 2019-0002},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
T. A. Albring, B. Y. Zhou, N. R Gauger
Challenges in Sensitivity Computations for (D) DES and URANS Journal Article
In: AIAA 2019-0169, 2019.
@article{Albring2019,
title = {Challenges in Sensitivity Computations for (D) DES and URANS},
author = {T. A. Albring, B. Y. Zhou, N. R Gauger},
url = {https://arc.aiaa.org/doi/abs/10.2514/6.2019-0169 },
year = {2019},
date = {2019-01-07},
journal = {AIAA 2019-0169},
keywords = {},
pubstate = {published},
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}
2018
B. Y. Zhou; S. R. Koh; N. R. Gauger; M. Meinke; W. Schröder
A Discrete Adjoint Framework for Trailing-Edge Noise Minimization via Porous Material Journal Article
In: Computers and Fluids, vol. 172, pp. 97–108, 2018.
@article{ZKGMS2018,
title = {A Discrete Adjoint Framework for Trailing-Edge Noise Minimization via Porous Material},
author = {B. Y. Zhou and S. R. Koh and N. R. Gauger and M. Meinke and W. Schröder},
url = {https://doi.org/10.1016/j.compfluid.2018.06.017},
year = {2018},
date = {2018-06-22},
journal = {Computers and Fluids},
volume = {172},
pages = {97--108},
keywords = {},
pubstate = {published},
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}
S. R. Koh; B.Y. Zhou; M. Meinke; N.R. Gauger; W. Schröder
Numerical Analysis of the Impact of Variable Porosity on Trailing-Edge Noise Journal Article
In: Computers and Fluids, vol. 167, pp. 66-81, 2018.
@article{KZMGS2018,
title = {Numerical Analysis of the Impact of Variable Porosity on Trailing-Edge Noise},
author = {S. R. Koh and B.Y. Zhou and M. Meinke and N.R. Gauger and W. Schröder},
url = {https://doi.org/10.1016/j.compfluid.2018.02.015},
year = {2018},
date = {2018-05-15},
journal = {Computers and Fluids},
volume = {167},
pages = {66-81},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
S. Nimmagadda, T. D. Economon, J. J. Alonso, C. Silva, B. Y. Zhou, T. Albring
Low-cost unsteady discrete adjoints for aeroacoustic optimization using temporal and spatial coarsening techniques Journal Article
In: AIAA 2018-1911, 2018.
@article{Nimmagadda2018,
title = {Low-cost unsteady discrete adjoints for aeroacoustic optimization using temporal and spatial coarsening techniques},
author = {S. Nimmagadda, T. D. Economon, J. J. Alonso, C. Silva, B. Y. Zhou, T. Albring},
year = {2018},
date = {2018-01-15},
journal = {AIAA 2018-1911},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2017
S. Koh, M. Meinke, W. Schröder, B. Y. Zhou, N. R. Gauger
Impact of Permeable Surface on Trailing-Edge Noise at Varying Lift Journal Article
In: AIAA 2017-3497, 2017.
@article{kmszg2017,
title = {Impact of Permeable Surface on Trailing-Edge Noise at Varying Lift},
author = {S. Koh, M. Meinke, W. Schröder, B. Y. Zhou, N. R. Gauger},
year = {2017},
date = {2017-06-01},
journal = {AIAA 2017-3497},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
B. Y. Zhou, T. Albring, N. R. Gauger, C. Ilario, T. Economon, J. J. Alonso
Reduction of Airframe Noise Components Using a Discrete Adjoint Approach Journal Article
In: AIAA 2017-3658, 2017.
@article{ZAGIEA2017,
title = {Reduction of Airframe Noise Components Using a Discrete Adjoint Approach},
author = {B. Y. Zhou, T. Albring, N. R. Gauger, C. Ilario, T. Economon, J. J. Alonso},
year = {2017},
date = {2017-06-01},
journal = {AIAA 2017-3658},
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pubstate = {published},
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B.Y. Zhou, T. Albring, N.R. Gauger, C.R. Ilario da Silva, T.D. Economon, J. J. Alonso
A Discrete Adjoint Approach for Jet-Flap Interaction Noise Reduction Journal Article
In: AIAA 2017-0130, 2017.
@article{Zhou2017,
title = {A Discrete Adjoint Approach for Jet-Flap Interaction Noise Reduction},
author = {B.Y. Zhou, T. Albring, N.R. Gauger, C.R. Ilario da Silva, T.D. Economon, J. J. Alonso},
year = {2017},
date = {2017-01-10},
journal = {AIAA 2017-0130},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2016
B.Y. Zhou; T. Albring; N.R. Gauger
Optimal Flow Actuation for Separation Control and Noise Minimization Journal Article
In: Proceedings of 9th International Conference on Computational Fluid Dynamics, vol. ICCFD9-2016-191,, 2016.
@article{ZhAlGaICCFD2016,
title = {Optimal Flow Actuation for Separation Control and Noise Minimization},
author = {B.Y. Zhou and T. Albring and N.R. Gauger},
year = {2016},
date = {2016-12-30},
journal = {Proceedings of 9th International Conference on Computational Fluid Dynamics},
volume = {ICCFD9-2016-191,},
keywords = {},
pubstate = {published},
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B.Y. Zhou; T. Albring; N.R. Gauger; C.R. Ilario da Silva; T.D. Economon; J. J. Alonso
An Efficient Unsteady Aerodynamic and Aeroacoustic Design Framework Using Discrete Adjoint Journal Article
In: AIAA 2016-3369, 2016.
@article{Zhou_etal_2016b,
title = {An Efficient Unsteady Aerodynamic and Aeroacoustic Design Framework Using Discrete Adjoint},
author = {B.Y. Zhou and T. Albring and N.R. Gauger and C.R. Ilario da Silva and T.D. Economon and J. J. Alonso},
year = {2016},
date = {2016-07-01},
journal = {AIAA 2016-3369},
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B.Y. Zhou; N.R. Gauger; S.R. Koh; M. Meinke; W. Schröder
A Discrete Adjoint Framework for Trailing-Edge Turbulence Control and Noise Minimization via Porous Material Journal Article
In: AIAA 2016-2777, 2016.
@article{Zhou_etal_2016a,
title = {A Discrete Adjoint Framework for Trailing-Edge Turbulence Control and Noise Minimization via Porous Material},
author = {B.Y. Zhou and N.R. Gauger and S.R. Koh and M. Meinke and W. Schröder},
year = {2016},
date = {2016-05-02},
journal = {AIAA 2016-2777},
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pubstate = {published},
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}
B. Y. Zhou; N. R. Gauger; S. Koh; M. Meinke; W. Schröder
Towards adjoint-based trailing-edge noise minimization using porous material Journal Article
In: Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 132, pp. 789-798, 2016.
@article{YhGaKoSc2016,
title = {Towards adjoint-based trailing-edge noise minimization using porous material},
author = {B. Y. Zhou and N. R. Gauger and S. Koh and M. Meinke and W. Schröder},
year = {2016},
date = {2016-04-15},
journal = {Notes on Numerical Fluid Mechanics and Multidisciplinary Design},
volume = {132},
pages = {789-798},
keywords = {},
pubstate = {published},
tppubtype = {article}
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2015
B.Y. Zhou; T. Albring; N.R. Gauger; T. D. Economon; F. Palacios; J. J. Alonso
A Discrete Adjoint Framework for Unsteady Aerodynamic and Aeroacoustic Optimization Journal Article
In: AIAA 2015-3355, 2015.
@article{Zhou2014b,
title = {A Discrete Adjoint Framework for Unsteady Aerodynamic and Aeroacoustic Optimization},
author = {B.Y. Zhou and T. Albring and N.R. Gauger and T. D. Economon and F. Palacios and J. J. Alonso},
year = {2015},
date = {2015-12-12},
journal = {AIAA 2015-3355},
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pubstate = {published},
tppubtype = {article}
}
B.Y. Zhou, N.R. Gauger, S. Koh, M. Meinke, W. Schröder
On the Adjoint-based Control of Trailing-Edge Turbulence and Noise Minimization via Porous Material Journal Article
In: AIAA 2015-2530, 2015.
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author = {B.Y. Zhou, N.R. Gauger, S. Koh, M. Meinke, W. Schröder},
year = {2015},
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T. Albring; B.Y. Zhou; N.R. Gauger; M. Sagebaum
An Aerodynamic Design Framework based on Algorithmic Differentiation Journal Article
In: ERCOFTAC Bulletin, vol. 102, pp. 10-16, 2015.
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title = {An Aerodynamic Design Framework based on Algorithmic Differentiation},
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B.Y. Zhou; N.R. Gauger; S. Koh; W. Schröder
A Discrete Adjoint Approach For Trailing-Edge Noise Minimization using Porous Material Journal Article
In: Computational Methods in Applied Sciences, vol. 36, pp. 351–365, 2015.
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2014
B.Y. Zhou; N.R. Gauger; S. Koh; M. Meinke; W. Schröder
Adjoint-based Trailing-Edge Noise Minimization using Porous Material Journal Article
In: AIAA 2014-3040, 2014.
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title = {Adjoint-based Trailing-Edge Noise Minimization using Porous Material},
author = { B.Y. Zhou and N.R. Gauger and S. Koh and M. Meinke and W. Schröder},
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S. Koh; M. Meinke; W. Schröder; B.Y. Zhou; N.R. Gauger
Noise Sources of Trailing-Edge Turbulence Contolled by Porous Media Journal Article
In: AIAA 2014-3038, 2014.
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title = {Noise Sources of Trailing-Edge Turbulence Contolled by Porous Media},
author = { S. Koh and M. Meinke and W. Schröder and B.Y. Zhou and N.R. Gauger},
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B.Y. Zhou; N.R. Gauger; S. Koh; M. Meinke; W. Schröder
Towards Adjoint-based Trailing-Edge Noise Minimization using Porous Material Journal Article
In: Jahresbericht der Deutschen Strömungsmechanischen Arbeitsgemeinschaft STAB, pp. 204–205, 2014.
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title = {Towards Adjoint-based Trailing-Edge Noise Minimization using Porous Material},
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