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Predicting the hydrodynamic properties of a bioreactor : conditional density estimation as a surrogate model for CFD simulations

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Bioprocess, Computational fluid dynamics, Conditional density estimation, Machine learning, COMPUTATIONAL FLUID-DYNAMICS, CELL-DEATH, SCALE, SHEAR, FLOW

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MLA
Kaya, Umut, et al. “Predicting the Hydrodynamic Properties of a Bioreactor : Conditional Density Estimation as a Surrogate Model for CFD Simulations.” CHEMICAL ENGINEERING RESEARCH & DESIGN, vol. 182, 2022, pp. 342–59, doi:10.1016/j.cherd.2022.03.042.
APA
Kaya, U., Gopireddy, S., Urbanetz, N., Nopens, I., & Verwaeren, J. (2022). Predicting the hydrodynamic properties of a bioreactor : conditional density estimation as a surrogate model for CFD simulations. CHEMICAL ENGINEERING RESEARCH & DESIGN, 182, 342–359. https://doi.org/10.1016/j.cherd.2022.03.042
Chicago author-date
Kaya, Umut, Srikanth Gopireddy, Nora Urbanetz, Ingmar Nopens, and Jan Verwaeren. 2022. “Predicting the Hydrodynamic Properties of a Bioreactor : Conditional Density Estimation as a Surrogate Model for CFD Simulations.” CHEMICAL ENGINEERING RESEARCH & DESIGN 182: 342–59. https://doi.org/10.1016/j.cherd.2022.03.042.
Chicago author-date (all authors)
Kaya, Umut, Srikanth Gopireddy, Nora Urbanetz, Ingmar Nopens, and Jan Verwaeren. 2022. “Predicting the Hydrodynamic Properties of a Bioreactor : Conditional Density Estimation as a Surrogate Model for CFD Simulations.” CHEMICAL ENGINEERING RESEARCH & DESIGN 182: 342–359. doi:10.1016/j.cherd.2022.03.042.
Vancouver
1.
Kaya U, Gopireddy S, Urbanetz N, Nopens I, Verwaeren J. Predicting the hydrodynamic properties of a bioreactor : conditional density estimation as a surrogate model for CFD simulations. CHEMICAL ENGINEERING RESEARCH & DESIGN. 2022;182:342–59.
IEEE
[1]
U. Kaya, S. Gopireddy, N. Urbanetz, I. Nopens, and J. Verwaeren, “Predicting the hydrodynamic properties of a bioreactor : conditional density estimation as a surrogate model for CFD simulations,” CHEMICAL ENGINEERING RESEARCH & DESIGN, vol. 182, pp. 342–359, 2022.
@article{8750462,
  author       = {{Kaya, Umut and Gopireddy, Srikanth and Urbanetz, Nora and Nopens, Ingmar and Verwaeren, Jan}},
  issn         = {{0263-8762}},
  journal      = {{CHEMICAL ENGINEERING RESEARCH & DESIGN}},
  keywords     = {{Bioprocess,Computational fluid dynamics,Conditional density estimation,Machine learning,COMPUTATIONAL FLUID-DYNAMICS,CELL-DEATH,SCALE,SHEAR,FLOW}},
  language     = {{eng}},
  pages        = {{342--359}},
  title        = {{Predicting the hydrodynamic properties of a bioreactor : conditional density estimation as a surrogate model for CFD simulations}},
  url          = {{http://doi.org/10.1016/j.cherd.2022.03.042}},
  volume       = {{182}},
  year         = {{2022}},
}

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