Satellite air temperature estimation for monitoring the canopy layer heat island of Milan

被引:97
作者
Pichierri, Manuele [1 ]
Bonafoni, Stefania [1 ]
Biondi, Riccardo [2 ]
机构
[1] Univ Perugia, Dept Elect & Informat Engn, I-06125 Perugia, Italy
[2] Natl Space Inst, DTU Space, DK-2100 Copenhagen O, Denmark
关键词
Canopy layer heat island; Satellite-based sensor; Air temperature; Retrieval algorithm; LAND-SURFACE TEMPERATURE; SPLIT-WINDOW ALGORITHM; MULTISENSOR DATA; INTERPOLATION; RESOLUTION; IMAGES; CITY; WAVE;
D O I
10.1016/j.rse.2012.08.025
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this work, satellite maps of the urban heat island of Milan are produced using satellite-based infrared sensor data. For this aim, we developed suitable algorithms employing satellite brightness temperatures for the direct air temperature estimation 2 m above the surface (canopy layer), showing accuracies below 2 K. The air temperatures measured by ground-based weather stations were properly matched with brightness temperatures observed by the Moderate-resolution Imaging Spectroradiometer (MODIS) on board of both Terra and Aqua satellites. In total, 931 daytime and nighttime scenes taken between 2007 and 2010 were processed. Analysis of the canopy layer heat island (CLHI) maps during summer months reveals an average heat island effect of 3-4 K during nighttime (with some peaks around 5 K) and a weak CLHI intensity during daytime. In addition, the satellite maps reveal a well defined island shape across the city center from June to September confirming that, in Milan, urban heating is not an occasional phenomenon. Furthermore, this study shows the utility of space missions to monitor the metropolis heat islands if they are able to provide nighttime observations when CLHI peaks are generally significant. (c) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:130 / 138
页数:9
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