Research output per year
Research output per year
- 10 results
Search results
-
2022
CFD-driven symbolic identification of algebraic Reynolds-stress models
Ben Hassan Saïdi, I., Schmelzer, M., Cinnella, P. & Grasso, F., 2022, In: Journal of Computational Physics. 457, 16 p., 111037.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile20 Citations (Scopus)58 Downloads (Pure) -
2021
Customized data-driven RANS closures for bi-fidelity LES–RANS optimization
Zhang, Y., Dwight, R. P., Schmelzer, M., Gómez, J. F., Han, Z. H. & Hickel, S., 2021, In: Journal of Computational Physics. 432, 110153.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile8 Citations (Scopus)109 Downloads (Pure) -
Data-driven RANS closures for three-dimensional flows around bluff bodies
Huijing, J. P., Dwight, R. P. & Schmelzer, M., 2021, In: Computers and Fluids. 225, 6 p., 104997.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile14 Citations (Scopus)101 Downloads (Pure) -
2020
Stochastic turbulence modeling in RANS simulations via multilevel Monte Carlo
Kumar, P., Schmelzer, M. & Dwight, R. P., 15 Apr 2020, In: Computers and Fluids. 201, 24 p., 104420.Research output: Contribution to journal › Article › Scientific › peer-review
5 Citations (Scopus) -
Symbolic regression of algebraic stress-strain relation for RANS turbulence closure
Schmelzer, M., Dwight, R. P. & Cinnella, P., 1 Jan 2020, Proceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018. Owen, R., de Borst, R., Reese, J. & Pearce, C. (eds.). International Centre for Numerical Methods in Engineering, CIMNE, p. 1789-1795 7 p. (Proceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018).Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review
Open AccessFile1 Citation (Scopus)58 Downloads (Pure) -
2019
Discovery of Algebraic Reynolds-Stress Models Using Sparse Symbolic Regression
Schmelzer, M., Dwight, R. P. & Cinnella, P., 2019, In: Flow, Turbulence and Combustion. 104, 2-3, p. 579-603 25 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile136 Citations (Scopus)152 Downloads (Pure) -
Estimation of model error using bayesian model-scenario averaging with Maximum a Posterori-estimates
Schmelzer, M., Dwight, R. P., Edeling, W. & Cinnella, P., 1 Jan 2019, Notes on Numerical Fluid Mechanics and Multidisciplinary Design. Springer, Vol. 140. p. 53-69 17 p. (Notes on Numerical Fluid Mechanics and Multidisciplinary Design; vol. 140).Research output: Chapter in Book/Conference proceedings/Edited volume › Chapter › Scientific › peer-review
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Uncertainties identification and quantification
Büche, D., Klostermann, S. & Schmelzer, M., 1 Jan 2019, Notes on Numerical Fluid Mechanics and Multidisciplinary Design. Springer, Vol. 140. p. 679-686 8 p. (Notes on Numerical Fluid Mechanics and Multidisciplinary Design; vol. 140).Research output: Chapter in Book/Conference proceedings/Edited volume › Chapter › Scientific › peer-review
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2018
Bayesian predictions of reynolds-averaged navier–stokes uncertainties using maximum a posteriori estimates
Edeling, W. N., Schmelzer, M., Dwight, R. P. & Cinnella, P., 1 Jan 2018, In: AIAA Journal. 56, 5, p. 2018-2029 12 p.Research output: Contribution to journal › Article › Scientific › peer-review
22 Citations (Scopus) -
Data-driven deterministic symbolic regression of nonlinear stress-strain relation for RANS turbulence modelling
Schmelzer, M., Dwight, R. & Cinnella, P., 1 Jan 2018, 2018 Fluid Dynamics Conference. American Institute of Aeronautics and Astronautics Inc. (AIAA), 13 p. AIAA 2018-2900Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review
3 Citations (Scopus)