Downscaling land surface temperature for urban heat island diurnal cycle analysis

被引:214
|
作者
Zaksek, Klemen [1 ,2 ]
Ostir, Kristof [2 ,3 ]
机构
[1] Univ Hamburg, Inst Geophys, D-20146 Hamburg, Germany
[2] Ctr Excellence Space SI, SI-1000 Ljubljana, Slovenia
[3] Slovenian Acad Sci & Arts, Ctr Sci Res, SI-1000 Ljubljana, Slovenia
关键词
Land surface temperature; Downscaling; SEVIRI; Urban heat island; UHI; MSG-SEVIRI DATA; VEGETATION INDEX; TIME-SERIES; AREA;
D O I
10.1016/j.rse.2011.05.027
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Urban heat island (UHI) is a phenomenon of high spatial and temporal variabilities. It can develop during night or daytime. UHI monitoring is possible through thermal satellite remote sensing of land surface temperature (LST). LST over large areas (size of a city) can be measured at high temporal resolution merely from instruments on-board geostationary satellites. These can cover the diurnal cycle as they provide data even every 5 min (SEVIRI rapid scanning). Sensors on-board the geostationary satellites have, however, poor spatial resolution. Using high spatial resolution is in many regions most important because LST is a spatially inhomogeneous parameter especially in urban areas. UHI characteristics are correlated with the land cover and micro-relief parameters. These are often available in a higher spatial resolution (e.g. NDVI and EVI). Thus, we employed them to enhance the spatial resolution of the SEVIRI LST over central Europe - using moving window analysis - to 1000 m spatial resolution and temporal resolution of 15 min. For each SEVIRI pixel a multiple regression was run on the low resolution data. Regression equation was then used on the high resolution data in order to estimate LST of high spatial and temporal resolutions. The validation over urban areas showed that the downscaled SEVIRI LST is comparable with the MODIS LST with an average root mean square error of 2.5 K. The obtained results make possible to analyse the diurnal cycle of UHI. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:114 / 124
页数:11
相关论文
共 50 条
  • [1] Downscaling of diurnal land surface temperature cycles for urban heat island monitoring
    Bechtel, Benjamin
    Boehner, Juergen
    Zaksek, Klemen
    Wiesner, Sarah
    [J]. 2013 JOINT URBAN REMOTE SENSING EVENT (JURSE), 2013, : 91 - 94
  • [2] Monitoring diurnal dynamics of surface urban heat island for urban agglomerations using ECOSTRESS land surface temperature observations
    Chang, Yue
    Xiao, Jingfeng
    Li, Xuxiang
    Weng, Qihao
    [J]. Sustainable Cities and Society, 2023, 98
  • [3] A GLOBAL ANALYSIS OF LAND SURFACE TEMPERATURE DIURNAL CYCLE
    Sharifnezhadazizi, Zahra
    Beale, Christopher A.
    Norouzi, Hamid
    Blake, Reginald
    Cortes, Sergio V.
    Valentine, Makini
    [J]. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 3424 - 3425
  • [4] Downscaling Geostationary Land Surface Temperature Imagery for Urban Analysis
    Keramitsoglou, Iphigenia
    Kiranoudis, Chris T.
    Weng, Qihao
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2013, 10 (05) : 1253 - 1257
  • [5] Downscaling AVHRR land surface temperatures for improved surface urban heat island intensity estimation
    Stathopoulou, Marina
    Cartalis, Constantinos
    [J]. REMOTE SENSING OF ENVIRONMENT, 2009, 113 (12) : 2592 - 2605
  • [6] Combining Spatial Downscaling Techniques and Diurnal Temperature Cycle Modelling to Estimate Diurnal Patterns of Land Surface Temperature at Field Scale
    Sara, Kukku
    Rajasekaran, Eswar
    Nigam, Rahul
    Bhattacharya, Bimal K.
    Kustas, William P.
    Alfieri, Joseph G.
    Prueger, John H.
    Mar Alsina, Maria
    Hipps, Lawrence E.
    McKee, Lynn G.
    McElrone, Andrew J.
    Castro, Sebastian J.
    Bambach, Nicholas
    [J]. PFG-JOURNAL OF PHOTOGRAMMETRY REMOTE SENSING AND GEOINFORMATION SCIENCE, 2024,
  • [7] Diurnal cycle of the Oklahoma City urban heat island
    Basara, Jeffrey B.
    Hall, Peter K., Jr.
    Schroeder, Amanda J.
    Illston, Bradley G.
    Nemunaitis, Kodi L.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 113 (D20)
  • [8] Research on land surface temperature downscaling method based on diurnal temperature cycle model deviation coefficient calculation
    Wang, Aihui
    Yang, Yingbao
    Pan, Xin
    Zhang, Yong
    Hu, Xiejunde
    [J]. National Remote Sensing Bulletin, 2021, 25 (08) : 1735 - 1748
  • [9] Combining GOES-R and ECOSTRESS land surface temperature data to investigate diurnal variations of surface urban heat island
    Chang, Yue
    Xiao, Jingfeng
    Li, Xuxiang
    Zhou, Decheng
    Wu, Yiping
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2022, 823
  • [10] Thermal unmixing based downscaling for fine resolution diurnal land surface temperature analysis
    Wang, Jiong
    Schmitz, Oliver
    Lu, Meng
    Karssenberg, Derek
    [J]. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 161 : 76 - 89