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Wind speed estimation in urban areas based on the relationships between background wind speeds and morphological parameters

Jang-Woon Wang, Hojin Yang, Jae‒Jin Kim

2020Journal of Wind Engineering and Industrial Aerodynamics45 citationsDOIOpen Access PDF

Abstract

This study proposes a method for estimating wind speeds. The method determined the rate of change in wind speed associated with the morphological parameters in the urban or suburban districts by conducting multiple regression analyses. Then, it estimated wind speeds by combining the change rate and inflow wind speeds in Gangnam-gu (GD), Yangcheon-gu (YD), and Pyeongtaek City (PD). Compared to the local data assimilation and prediction system (LDAPS), the estimation method decreased the root mean square error (RMSE) of wind speeds at the automatic weather stations for 1 year (56.2% in GD and 25.6% in YD). For the selected period (4–13 Feb. 2017), the RMSEs in GD (0.66 ​m ​s−1) and PD (0.80 ​m ​s−1) of the wind speeds estimated by the proposed methods were comparable to, or even better than, those (0.72 ​m ​s−1 in GD and 1.00 ​m ​s−1 in PD) of the computational fluid dynamics (CFD) model coupled to LDAPS. The wind speed distribution estimated by the proposed method was reasonably well correlated with that simulated by LDAPS-CFD coupled model (R ​= ​0.69–0.92). We need to improve the method for districts with spatially uneven morphological parameters.

Topics & Concepts

Wind speedMean squared errorMeteorologyComputational fluid dynamicsInflowEnvironmental scienceWind directionWind powerAtmospheric sciencesMathematicsGeologyStatisticsGeographyMechanicsEngineeringPhysicsElectrical engineeringWind and Air Flow StudiesUrban Heat Island MitigationNoise Effects and Management
Wind speed estimation in urban areas based on the relationships between background wind speeds and morphological parameters | Litcius