Efficient simulation of non-stationary non-homogeneous wind field: Fusion of multi-dimensional interpolation and NUFFT. Issue 236 (May 2023)
- Record Type:
- Journal Article
- Title:
- Efficient simulation of non-stationary non-homogeneous wind field: Fusion of multi-dimensional interpolation and NUFFT. Issue 236 (May 2023)
- Main Title:
- Efficient simulation of non-stationary non-homogeneous wind field: Fusion of multi-dimensional interpolation and NUFFT
- Authors:
- Tao, Tianyou
He, Jiaye
Wang, Hao
Zhao, Kaiyong - Abstract:
- Abstract: The stochastic wave approach is a new realization of the spectral representation method and has been widely used for the simulation of stationary non-homogeneous or non-stationary homogeneous wind fields. However, it inevitably creates many unnecessary simulation points due to the invoking of the Fast Fourier Transform (FFT) and suffers from low efficiency in non-stationary non-homogeneous scenarios due to the incapability to accelerate the summation of trigonometric functions. In this study, an efficient approach is developed for the simulation of non-stationary non-homogeneous wind field. Central to this approach is a multi-dimensional interpolation used to decouple the evolutionary spectra accompanied by the application of non-uniform FFT (NUFFT) to expedite the simulation. A surrogate model that accurately approximates the 3D evolutionary spectrum related to height, frequency, and time is established by the 3D reduced Hermite interpolation, which enables a successful separation of the frequency components. Then, the NUFFT is applied to speed up the summation of trigonometric functions over wavenumbers with a well-designed non-uniformly distributed sampling points, which effectively reduces the segments used in the Fourier transform. Since there is no required mapping between the wavenumbers and the locations of simulation points in NUFFT, a significant number of unnecessary simulation points in the FFT scenario is avoided. Moreover, the wind samples atAbstract: The stochastic wave approach is a new realization of the spectral representation method and has been widely used for the simulation of stationary non-homogeneous or non-stationary homogeneous wind fields. However, it inevitably creates many unnecessary simulation points due to the invoking of the Fast Fourier Transform (FFT) and suffers from low efficiency in non-stationary non-homogeneous scenarios due to the incapability to accelerate the summation of trigonometric functions. In this study, an efficient approach is developed for the simulation of non-stationary non-homogeneous wind field. Central to this approach is a multi-dimensional interpolation used to decouple the evolutionary spectra accompanied by the application of non-uniform FFT (NUFFT) to expedite the simulation. A surrogate model that accurately approximates the 3D evolutionary spectrum related to height, frequency, and time is established by the 3D reduced Hermite interpolation, which enables a successful separation of the frequency components. Then, the NUFFT is applied to speed up the summation of trigonometric functions over wavenumbers with a well-designed non-uniformly distributed sampling points, which effectively reduces the segments used in the Fourier transform. Since there is no required mapping between the wavenumbers and the locations of simulation points in NUFFT, a significant number of unnecessary simulation points in the FFT scenario is avoided. Moreover, the wind samples at different locations can be obtained by directly altering the query points of NUFFT, thus the efficiency of the enhanced approach is almost independent of the number of simulation points. The numerical example in simulating the non-stationary non-homogeneous wind field of a long-span cable-stayed bridge demonstrates the efficiency of the developed approach and validates the effectiveness of the simulated wind samples in view of evolutionary spectrum and coherence function. Highlights: Efficient approach is developed to simulate non-stationary non-homogeneous wind fields. Surrogate model successfully separates frequency from high-order evolutionary spectrum. Application of NUFFT enables simulation points arbitrarily distributed in each dimension. … (more)
- Is Part Of:
- Journal of wind engineering and industrial aerodynamics. Issue 236(2023)
- Journal:
- Journal of wind engineering and industrial aerodynamics
- Issue:
- Issue 236(2023)
- Issue Display:
- Volume 236, Issue 236 (2023)
- Year:
- 2023
- Volume:
- 236
- Issue:
- 236
- Issue Sort Value:
- 2023-0236-0236-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-05
- Subjects:
- Random wind field -- Non-stationary -- Non-homogeneous -- Efficient simulation -- Multi-dimensional interpolation -- Non-uniform FFT
Wind-pressure -- Periodicals
Buildings -- Aerodynamics -- Periodicals
Pression du vent -- Périodiques
Constructions -- Aérodynamique -- Périodiques
Buildings -- Aerodynamics
Wind-pressure
Periodicals - Journal URLs:
- http://www.sciencedirect.com/science/journal/01676105 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jweia.2023.105394 ↗
- Languages:
- English
- ISSNs:
- 0167-6105
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5072.632000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26900.xml