共 52 条
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
来源:
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.
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页数:12
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