Arid
DOI10.3934/environsci.2020010
Study of wind speed and relative humidity using stochastic technique in a semi-arid climate region
Mahmud, Suhail; Bhuiyan, Md Al Masum; Sarmin, Nusrat; Elahee, Sanjida
通讯作者Mahmud, S
来源期刊AIMS ENVIRONMENTAL SCIENCE
ISSN2372-0344
EISSN2372-0352
出版年2020
卷号7期号:2页码:156-173
英文摘要This paper deals with the stochastic analysis of wind speed based on relative humidity data. We propose a stochastic regression technique to estimate the time-varying parameters of wind speed in a semi-arid climate region. The modeling of stochastic parameters of atmospheric data with consistent properties facilitates prediction with higher precision. In order to compare the estimation, we used simulated atmospheric time series and observational time series. The atmospheric time series was generated by the Weather Research and Forecasting (WRF) model, whereas the observational time series was obtained from the surface weather stations. The time-varying parameters of the model used are estimated by Maximum Likelihood process. The results obtained suggest that relative humidity exhibits a stochastic effect to predict stationary wind speed data. This type of analysis helps to characterize some key meteorological variables, which would be useful in forecasting irregular wind speed.
英文关键词wind speed relative humidity maximum likelihood estimation stochastic regression bootstrapping WRF model
类型Article
语种英语
开放获取类型DOAJ Gold
收录类别ESCI
WOS记录号WOS:000530915700004
WOS关键词CIUDAD-JUAREZ ; PASO
WOS类目Environmental Sciences
WOS研究方向Environmental Sciences & Ecology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/334341
作者单位[Mahmud, Suhail; Bhuiyan, Md Al Masum] Univ Texas El Paso, Dept Computat Sci, 500 W Univ Ave, El Paso, TX 79912 USA; [Sarmin, Nusrat] Univ Texas El Paso, Dept Comp Sci, 500 W Univ Ave, El Paso, TX 79912 USA; [Elahee, Sanjida] Univ Delaware, Dept Chem, Newark, DE 19716 USA
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Mahmud, Suhail,Bhuiyan, Md Al Masum,Sarmin, Nusrat,et al. Study of wind speed and relative humidity using stochastic technique in a semi-arid climate region[J],2020,7(2):156-173.
APA Mahmud, Suhail,Bhuiyan, Md Al Masum,Sarmin, Nusrat,&Elahee, Sanjida.(2020).Study of wind speed and relative humidity using stochastic technique in a semi-arid climate region.AIMS ENVIRONMENTAL SCIENCE,7(2),156-173.
MLA Mahmud, Suhail,et al."Study of wind speed and relative humidity using stochastic technique in a semi-arid climate region".AIMS ENVIRONMENTAL SCIENCE 7.2(2020):156-173.
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