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Aerodynamic shape optimization of wind turbine rotor blades using the continuous adjoint method

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Abstract

This paper presents the development of the continuous adjoint method for incompressible fluid flows, solved for the absolute velocity in the relative reference frame, allowing the optimization of rotating machines. The development is conducted using an extended version of the OpenFOAM-based continuous adjoint solver adjointOptimisationFoam. This implements and solves the adjoint to the Navier–Stokes system of equations, coupled with the differentiation of the Spalart–Allmaras turbulence model. Its application to the aerodynamic shape optimization of the MEXICO and NREL Phase VI wind turbines blades follows, targeting the maximization of the axial moment. The flow solution for the two cases is compared with the outcome of other CFD solvers and experimental data, where available. Blades and the displacements of the surrounding grid nodes are parameterized using a volumetric B-Splines morphing box. A number of optimizations are conducted using different operating conditions and geometric constraints.

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References

  • Alexias P, Giannakoglou KC (2020) Optimization of a static mixing device using the continuous adjoint to a two-phase mixing model. Optim Eng 21(2):631–650

    Article  MathSciNet  MATH  Google Scholar 

  • Ashuri T and Zaayer MB (2008), Size effect on wind turbine blade’s design drivers. In Proceedings of the European Wind Energy Conference and Exhibition EWEC, Brussels,

  • Bai C, Wang W (2016) Review of computational and experimental approaches to analysis of aerodynamic performance in horizontal-axis wind turbines (HAWTs). Renew Sustain Energy Rev 63:506–519

    Article  Google Scholar 

  • Barrett R, Ning A (2016) Comparison of airfoil precomputational analysis methods for optimization of wind turbine blades. IEEE Transact Sustain Energy 7(3):1081–1088

    Article  Google Scholar 

  • Bedon G, Castelli MR, Benini E (2013) Optimization of a Darrieus vertical-axis wind turbine using blade element-momentum theory and evolutionary algorithm. Renew Energy 59:184–192

    Article  Google Scholar 

  • Carrigan TJ, Dennis BH, Han ZX, and Wang BP (2012) Aerodynamic shape optimization of a vertical-axis wind turbine using differential evolution. Int Sch Res Not, 2012

  • Castelli MR, Englaro A, Benini E (2011) The Darrieus wind turbine: proposal for a new performance prediction model based on CFD. Energy 36(8):4919–4934

    Article  Google Scholar 

  • Chen S, Lyu Z, Kenway GKW, Martins JRRA (2016) Aerodynamic shape optimization of common research Model wing-body-tail configuration. J Aircr 53(1):276–293

    Article  Google Scholar 

  • Dhert T, Ashuri T, Martins JRRA (2017) Aerodynamic shape optimization of wind turbine blades using a Reynolds-averaged Navier-Stokes model and an adjoint method. Wind Energy 20(5):909–926

    Article  Google Scholar 

  • Díaz-Casás V, Becerra J, Lopez-Peña F, Duro RJ (2013) Wind turbine design through evolutionary algorithms based on surrogate CFD methods. Optim Eng 14:305–329

    Article  MATH  Google Scholar 

  • Glauert H (1983) The elements of aerofoil and airscrew theory. Cambridge University Press

  • He Z, Xiong X, Yang B, and Li H (2020), Aerodynamic optimisation of a high-speed train head shape using an advanced hybrid surrogate-based nonlinear model representation method. Optim Eng, pages 1–26,

  • Jameson A (1995) Optimum aerodynamic design using CFD and control theory. In 12th computational fluid dynamics conference, page 1729. 1995

  • Jameson A and Reuther J (1994), Control theory based airfoil design using the Euler equations. In 5th Symposium on multidisciplinary analysis and optimization, page 4272

  • Jameson A (1988) Aerodynamic design via control theory. J Sci Comput 3(3):233–260

    Article  MathSciNet  MATH  Google Scholar 

  • Kavvadias IS, Papoutsis-Kiachagias EM, Giannakoglou KC (2015) On the proper treatment of grid sensitivities in continuous adjoint methods for shape optimization. J Comput Phys 301:1–18

    Article  MathSciNet  MATH  Google Scholar 

  • Kyle A, Venkatakrishnan V (1999) Aerodynamic design optimization on unstructured grids with a continuous adjoint formulation. Comput Fluids 28(4–5):443–480

    MATH  Google Scholar 

  • Lindenberg S, Smith B, O’Dell K, et al. 20% wind energy by 2030. National renewable energy laboratory (NREL), US Department of Energy, Renewable Energy Consulting Services, Energetics Incorporated, 2008

  • Liu T, Tavner PJ, Feng Y, Qiu YN (2013) Review of recent offshore wind power developments in China. Wind Energy 16(5):786–803

    Article  Google Scholar 

  • Luo JY, Issa RI, Gosman AD (1994) Prediction of impeller induced flows in mixing vessels using multiple frames of reference. I Chem E Symp Ser 136:549–556

    Google Scholar 

  • Madsen MHA, Zahle F, Sørensen NN, Martins JR (2019) Multipoint high-fidelity CFD-based aerodynamic shape optimization of a 10 MW wind turbine. Wind Energy Sci 4(2):163–192

    Article  Google Scholar 

  • Mo J-O, Lee Y-H (2012) CFD investigation on the aerodynamic characteristics of a small-sized wind turbine of NREL Phase VI operating with a stall-regulated method. J Mech Sci Technol 26(1):81–92

    Article  Google Scholar 

  • Papadakis G, Voutsinas S, Sieros G, Chaviaropoulos T (2014) CFD aerodynamic analysis of non-conventional airfoil sections for very large rotor blades. J Phys: Conf Ser 555:012104

    Google Scholar 

  • Papadimitriou D, Giannakoglou K (2007) A continuous adjoint method with objective function derivatives based on boundary integrals for inviscid and viscous flow. Comput Fluids 36(2):325–341

    Article  MATH  Google Scholar 

  • Papoutsis-Kiachagias EM, Giannakoglou KC (2016) Continuous adjoint methods for turbulent flows, applied to shape and topology optimization: industrial applications. Arch Comput Methods Eng 23(2):255–299

    Article  MathSciNet  MATH  Google Scholar 

  • Papoutsis-Kiachagias EM, Asouti VG, Giannakoglou KC, Gkagkas K, Shimokawa S, Itakura E (2019) Multi-point aerodynamic shape optimization of cars based on continuous adjoint. Struct Multidiscip Optim 59(2):675–694

    Article  MathSciNet  Google Scholar 

  • Ritlop R and Nadarajah S (2009), Design of wind turbine profiles via a preconditioned adjoint-based aerodynamic shape optimization. 47th AIAA aerospace sciences meeting including the new horizons forum and aerospace exposition, pages 2009–1547

  • Rosen JB (1960) The gradient projection method for nonlinear programming. Part I. Linear constraints. J Soc Ind Appl Math 8(1):181–217

    Article  MATH  Google Scholar 

  • Schepers JG and Snel H (2007) Model experiments in controlled conditions. Technical Report E-07-042, Energy Research Center of the Netherlands, Netherlands, 2007

  • Schepers JG et al. (2012) Analysis of MEXICO wind tunnel measurements. Final report of IEA task 29, Mexnext (Phase 1). Technical Report E-12-004, ECN, Netherlands, 2012

  • Simms D, Schreck S, Hand M, and Fingersh LJ. NREL unsteady aerodynamics experiment in the nasa-ames wind tunnel: a comparison of predictions to measurements. Technical report, National Renewable Energy Lab., Golden, CO (US), US, 2001

  • Spalart P, and Allmaras S (1992) A one-equation turbulence model for aerodynamic flows. AIAA Paper No. 92-0439, 1992

  • Strang G (1986), Optimal shape design for elliptic systems (Olivier Pironneau). Soci Ind Appl Math

  • Svorcan J, Peković O, Ivanov TD (2018) Estimation of wind turbine blade aerodynamic performances computed using different numerical approaches. Theoret Appl Mech 45(1):53–65

    Article  MATH  Google Scholar 

  • Tsiakas KT, Trompoukis XS, Asouti V, and Giannakoglou KC (2019) Shape optimization of wind turbine blades using the continuous adjoint method and volumetric NURBS on a GPU cluster. In Advances in evolutionary and deterministic methods for design, optimization and control in engineering and sciences, pages 131–144. Springer, 2019

  • Tucker P (2003) Differential equation-based wall distance computation for DES and RANS. J Comput Phys 190:229–248

    Article  MATH  Google Scholar 

  • Vorspel L, Stoevesandt B, Peinke J (2018) Optimize rotating wind energy rotor blades using the adjoint approach. Appl Sci 8(7):1112

    Article  Google Scholar 

  • Vučina D, Marinić-Kragić I, Milas Z (2016) Numerical models for robust shape optimization of wind turbine blades. Renew Energy 87:849–862

    Article  Google Scholar 

  • Zymaris AS, Papadimitriou DI, Giannakoglou KC, Othmer C (2009) Continuous adjoint approach to the Spalart-Allmaras turbulence model for incompressible flows. Comput Fluids 38(8):1528–1538

    Article  MATH  Google Scholar 

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Acknowledgements

The first author has received funding from the European Union’s Horizon 2020 research and innovation program under the Marie Sklodowska Curie Grant Agreement No 860101 (zEPHYR).

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Correspondence to M. Erfan Farhikhteh.

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Farhikhteh, M.E., Papoutsis-Kiachagias, E.M. & Giannakoglou, K.C. Aerodynamic shape optimization of wind turbine rotor blades using the continuous adjoint method. Optim Eng (2023). https://doi.org/10.1007/s11081-023-09868-y

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