A robust methodology for the design optimization of diffuser augmented wind turbine shrouds. (May 2020)
- Record Type:
- Journal Article
- Title:
- A robust methodology for the design optimization of diffuser augmented wind turbine shrouds. (May 2020)
- Main Title:
- A robust methodology for the design optimization of diffuser augmented wind turbine shrouds
- Authors:
- Leloudas, Stavros N.
Lygidakis, Georgios N.
Eskantar, Alexandros I.
Nikolos, Ioannis K. - Abstract:
- Abstract: Shrouded wind turbines represent an attractive solution of high potential that could improve significantly the feasibility of renewable energy production at sites characterized by poor wind resources. This work presents the development of a modular optimization scheme for the aerodynamic shape optimization of diffuser-augmented wind turbine (DAWT) shrouds. For the numerical simulation of the incompressible flow field, an axisymmetric RANS solver has been implemented, based on the artificial compressibility method and SST turbulence model. The major features of the RANS solver are demonstrated, while its validity is assessed against both numerical and experimental data. Mesh and geometry parameterization are simultaneously succeeded by employing an in-house developed computational tool, based on the well-known Free-Form Deformation (FFD) technique. The backbone of the optimization framework is formed by a parallel and asynchronous Differential Evolution (DE) algorithm, which is assisted by Artificial Neural Network (ANN) meta-models. The proposed methodology is applied to the design optimization of an axisymmetric shroud (diffuser) for a 15 kW wind turbine, aiming to maximize the mean velocity speed-up ratio and minimize drag, under geometrical constrains. The resulting designs are capable of providing high velocity accelerations, accompanied by considerable reduction in drag and volume. Highlights: A 2D axisymmetric RANS solver has been developed and validated. AnAbstract: Shrouded wind turbines represent an attractive solution of high potential that could improve significantly the feasibility of renewable energy production at sites characterized by poor wind resources. This work presents the development of a modular optimization scheme for the aerodynamic shape optimization of diffuser-augmented wind turbine (DAWT) shrouds. For the numerical simulation of the incompressible flow field, an axisymmetric RANS solver has been implemented, based on the artificial compressibility method and SST turbulence model. The major features of the RANS solver are demonstrated, while its validity is assessed against both numerical and experimental data. Mesh and geometry parameterization are simultaneously succeeded by employing an in-house developed computational tool, based on the well-known Free-Form Deformation (FFD) technique. The backbone of the optimization framework is formed by a parallel and asynchronous Differential Evolution (DE) algorithm, which is assisted by Artificial Neural Network (ANN) meta-models. The proposed methodology is applied to the design optimization of an axisymmetric shroud (diffuser) for a 15 kW wind turbine, aiming to maximize the mean velocity speed-up ratio and minimize drag, under geometrical constrains. The resulting designs are capable of providing high velocity accelerations, accompanied by considerable reduction in drag and volume. Highlights: A 2D axisymmetric RANS solver has been developed and validated. An optimization scheme for the aerodynamic optimization of DAWT shrouds is proposed. The mean velocity speed-up ratio over the rotor plane was increased by 23%. The total drag force on the shroud was decreased by 47%. Smaller flow separations near the exit plane of the optimal designs were observed. … (more)
- Is Part Of:
- Renewable energy. Volume 150(2020)
- Journal:
- Renewable energy
- Issue:
- Volume 150(2020)
- Issue Display:
- Volume 150, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 150
- Issue:
- 2020
- Issue Sort Value:
- 2020-0150-2020-0000
- Page Start:
- 722
- Page End:
- 742
- Publication Date:
- 2020-05
- Subjects:
- Wind energy -- Shrouded wind turbines -- CFD -- Shape optimization -- Differential evolution algorithm -- Free-form deformation
Renewable energy sources -- Periodicals
Power resources -- Periodicals
Énergies renouvelables -- Périodiques
Ressources énergétiques -- Périodiques
333.794 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09601481 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/renewable-energy/ ↗ - DOI:
- 10.1016/j.renene.2019.12.098 ↗
- Languages:
- English
- ISSNs:
- 0960-1481
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 7364.187000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12909.xml