Climate driven trends in London's urban heat island intensity reconstructed over 70 years using a generalized additive model

被引:21
作者
Bassett, R. [1 ,2 ,3 ]
Janes-Bassett, V. [1 ,2 ,3 ]
Phillipson, J. [2 ,3 ]
Young, P. J. [1 ,3 ]
Blair, G. S. [2 ,3 ]
机构
[1] Univ Lancaster, Lancaster Environm Ctr, Lancaster, England
[2] Univ Lancaster, Sch Comp & Commun, Lancaster, England
[3] Univ Lancaster, Ctr Excellence Environm Data Sci, A Joint Ctr UK Ctr Ecol Hydrol UKCEH, Lancaster, England
基金
英国工程与自然科学研究理事会;
关键词
Climate; Generalized additive model; GAM; Extreme values; Time series; Urban heat island; UHI; Variability; EXTREME-VALUE ANALYSIS; TIME; URBANIZATION; PACKAGE; SERIES; SCALE; ZONES;
D O I
10.1016/j.uclim.2021.100990
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Long-term urban heat island (UHI) observations are uncommon and where available, are generally unable to distinguish changing climate drivers from urban expansion; neither driver is treated independently. We overcome this limitation using a generalized additive model to learn the variability in UHI intensity (UHII) at a central London weather station (St James's Park) over a 10-year observation period (2010-2019). We then use the model to reconstruct 70 years (1950-2019) of monthly night-time UHII variability using ERA5 reanalysis data both as a reference in UHII calculation and for the predictors. We find considerable variability both seasonally and annually within the UHII time series (monthly mean maximum UHIIs are 1.4-2.9 degrees C). Applying extreme value analysis to the time series we show that monthly mean maximum UHIIs are likely to exceed 2.75 degrees C once every 11 years. Considering that most studies observe or model UHIIs for less than a year, they will likely misrepresent this UHII variability. Nevertheless, despite moving to a warmer background climate, London's UHII has not significantly changed across the period of analysis (1950-2019). The data-driven methods we create in this study are easily transferable to other cities.
引用
收藏
页数:12
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