Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3934/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
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ISSN | 2372-0344 |
EISSN | 2372-0352 |
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 |
推荐引用方式 GB/T 7714 | 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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