Arid
DOI10.3390/cli4020032
Daytime Variation of Urban Heat Islands: The Case Study of Doha, Qatar
Makido, Yasuyo; Shandas, Vivek; Ferwati, Salim; Sailor, David
通讯作者Shandas, V
来源期刊CLIMATE
EISSN2225-1154
出版年2016
卷号4期号:2
英文摘要Recent evidence suggests that urban forms and materials can help to mediate temporal variation of microclimates and that landscape modifications can potentially reduce temperatures and increase accessibility to outdoor environments. To understand the relationship between urban form and temperature moderation, we examined the spatial and temporal variation of air temperature throughout one desert cityDoha, Qatarby conducting vehicle traverses using highly resolved temperature and GPS data logs to determine spatial differences in summertime air temperatures. To help explain near-surface air temperatures using land cover variables, we employed three statistical approaches: Ordinary Least Squares (OLS), Regression Tree Analysis (RTA), and Random Forest (RF). We validated the predictions of the statistical models by computing the Root Mean Square Error (RMSE) and discovered that temporal variations in urban heat are mediated by different factors throughout the day. The average RMSE for OLS, RTA and RF is 1.25, 0.96, and 0.65 (in Celsius), respectively, suggesting that the RF is the best model for predicting near-surface air temperatures at this study site. We conclude by recommending the features of the landscape that have the greatest potential for reducing extreme heat in arid climates.
英文关键词arid climate urban heat island spatial analysis vehicle temperature traverse random forest
类型Article
语种英语
开放获取类型Green Published, Other Gold
收录类别ESCI
WOS记录号WOS:000380001600017
WOS关键词AIR-TEMPERATURE ; LAND-COVER ; SPATIAL VARIABILITY ; CLIMATE-CHANGE ; IMPACTS ; DESERT ; INDEX ; HOT
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
来源机构Arizona State University
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/331570
作者单位[Makido, Yasuyo; Shandas, Vivek] Portland State Univ, Toulan Sch Urban Studies & Planning, 1825 SW Broadway, Portland, OR 97201 USA; [Ferwati, Salim] Qatar Univ, Dept Architecture & Urban Planning, Doha 2713, Qatar; [Sailor, David] Arizona State Univ, Sch Geog Sci & Urban Planning, 975 S Myrtle Ave, Tempe, AZ 85281 USA
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GB/T 7714
Makido, Yasuyo,Shandas, Vivek,Ferwati, Salim,et al. Daytime Variation of Urban Heat Islands: The Case Study of Doha, Qatar[J]. Arizona State University,2016,4(2).
APA Makido, Yasuyo,Shandas, Vivek,Ferwati, Salim,&Sailor, David.(2016).Daytime Variation of Urban Heat Islands: The Case Study of Doha, Qatar.CLIMATE,4(2).
MLA Makido, Yasuyo,et al."Daytime Variation of Urban Heat Islands: The Case Study of Doha, Qatar".CLIMATE 4.2(2016).
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