Geographically weighted regression of the urban heat island of a small city

Applied Geography - Tập 53 - Trang 341-353 - 2014
Danijel Ivajnšič1, Mitja Kaligarič1, Igor Žiberna2
1Department of Biology, Faculty of Natural Sciences and Mathematics, University of Maribor, Koroška 160, SI-2000 Maribor, Slovenia
2Department of Geography, Faculty of Arts, University of Maribor, Koroška 160, SI-2000 Maribor, Slovenia

Tài liệu tham khảo

Akbari, 2001, Cool surfaces and shade trees to reduce energy use and improve air quality in urban areas, Solar Energy, 70, 295, 10.1016/S0038-092X(00)00089-X Alcoforado, 2006, Nocturnal urban heat island in Lisbon (Portugal): main features and modelling attempts, Theoretical and Applied Climatology, 84, 151, 10.1007/s00704-005-0152-1 Arnfield, 2003, Two decades of urban climate research: a review of turbulence, exchanges of energy and water, and the urban heat island, International Journal of Climatology, 23, 1, 10.1002/joc.859 ARSO, 2006 Balazs, 2009, Simulation of the mean urban heat island using 2D surface parameters: empirical modelling, verificaton and extension, Meteorological Applications, 16, 275, 10.1002/met.116 Belec, 1995, Ljutomer Bottyan, 2005, The relationship between built-up areas and the spatial development of the mean maximum urban heat island in Debrecen, Hungary, International Journal of Climatology, 25, 405, 10.1002/joc.1138 Bottyán, 2003, A multiple linear statistical model for estimating mean maximum urban heat island, Theoretical and Applied Climatology, 75, 233, 10.1007/s00704-003-0735-7 Brunsdon, 1996, Geographically weighted regression: a method for exploring spatial nonstationarity, Geographical Analysis, 28, 281, 10.1111/j.1538-4632.1996.tb00936.x Brundson, 1999, Some notes on parametric significance tests for geographically weighted regression, Journal of Regional Science, 39, 497, 10.1111/0022-4146.00146 Buechley, 1972, Heat island = death island?, Environmental Research, 5, 85, 10.1016/0013-9351(72)90022-9 Buyantuyev, 2010, Urban heat islands and landscape heterogeneity: linking spatiotemporal variations in surface temperatures to land-cover and socioeconomic patterns, Landscape Ecology, 25, 17, 10.1007/s10980-009-9402-4 Čadež, 1949, O tipovima vremena, (About weather types), Hidrometeorološki glasnik, 2, 88 Choi, 2012, Determining the effect of green spaces on urban heat distribution using satellite imagery, Asian Journal of Atmospheric Environment, 6-2, 127, 10.5572/ajae.2012.6.2.127 Duckworth, 1954, The effect of cities upon horizontal and vertical temperature gradients, Bulletin of the American Meteorological Society, 3, 198, 10.1175/1520-0477-35.5.198 Dutilleul, 1993, Spatial heterogeneity against heteroscedasticity: an ecological paradigm versus a statistical concept, OIKOS, 66, 152, 10.2307/3545210 ESRI, 2010 Farber, 2007, A systematic investigation of cross-validation in GWR model estimation: empirical analysis and Monte Carlo simulations, Journal of Geographical Systems, 9, 371, 10.1007/s10109-007-0051-3 Feyisa, 2014, Efficiency of parks in mitigating urban heat island effect: an example from Addis Ababa, Landscape and Urban Planning, 123, 87, 10.1016/j.landurbplan.2013.12.008 Fezer, 1994 Figuerola, 1998, Urban-rural temperature differences in Buenos Aires, International Journal of Climatology, 18, 1709, 10.1002/(SICI)1097-0088(199812)18:15<1709::AID-JOC338>3.0.CO;2-I Foody, 2003, Geographical weighting as a further refinement to regression modelling: an example focused on the NDVI-rainfall relationship, Remote Sensing of Environment, 88, 283, 10.1016/j.rse.2003.08.004 Foody, 2004, Spatial nonstationary and scale-dependency in the relationship between species richness and environmental determinants for the sub-Saharan endemic avifauna, Global Ecology and Biogeography, 13, 315, 10.1111/j.1466-822X.2004.00097.x Foody, 2005, Clarifications on local and global data analysis, Global Ecology and Biogeography, 14, 99, 10.1111/j.1466-822X.2005.00142.x Fotheringham, 2002 Gallo, 1999, Temperature trends of the U.S. Historical Climatology Network based on satellite-designated land use/land cover, Journal of Climate, 12, 1344, 10.1175/1520-0442(1999)012<1344:TTOTUS>2.0.CO;2 Gartland, 2008 Grigillo, 2011, Automatic extraction and building change detection from digital surface model and multispectral orthophoto, Geodetski vestnik, 55, 28, 10.15292/geodetski-vestnik.2011.01.028-045 Grimm, 2008, Global change and the ecology of cities, Science, 319, 756, 10.1126/science.1150195 GURS, 2007 GURS, 2010 GURS, 2014 Hinkel, 2003, The urban heat island in winter at Barrow, Alaska, International Journal of Climatology, 23, 1889, 10.1002/joc.971 Holt, 2008, The geography of mortality in the Atlanta metropolitan area, Computers, Environment and Urban System, 32, 149, 10.1016/j.compenvurbsys.2007.08.009 Howard, 1820, Vols. 1–3 Jenness, 2013 Jonsson, 2004, Vegetation as an urban climate control in the subtropical city of Gaborone, Botswana, International Journal of Climatology, 24, 1307, 10.1002/joc.1064 Johnson, 2013, The socio-spatial dynamic of extreme urban heat events: the case of heat-related deaths in Philadelphia, Applied Geography, 29, 419, 10.1016/j.apgeog.2008.11.004 Klysik, 1999, Temporal and spatial characteristics of the urban heat island of Lodz, Poland, Atmospheric Environment, 33, 3885, 10.1016/S1352-2310(99)00131-4 Kottek, 2006, World map of the Köppen-Geiger climate classification updated, Meteorologische Zeitschrift, 15, 259, 10.1127/0941-2948/2006/0130 Landsberg, 1981, Vol. 3 Li, 2009, Remote sensing evaluation of urban heat island and its spatial pattern of the Shanghai metropolitan area, China, Ecological Complexity, 6, 413, 10.1016/j.ecocom.2009.02.002 Li, 2010, Investigating spatial non-stationary and scale-dependent relationships between urban surface temperature and environmental factors using geographically weighted regression, Environmental Modelling & Software, 25, 1789, 10.1016/j.envsoft.2010.06.011 Lillesand, 1987 Maselli, 2002, Improved estimation of environmental parameters through locally calibrated multivariate regression analysis, Photogrammetric Engineering & Remote Sensing, 68, 1163 Mei, 2006, Testing the importance of the explanatory variables in a mixed geographocally weighted regression model, Environment and Planning A, 38, 587, 10.1068/a3768 Moreno-Garcia, 1994, Intensity and form of the urban heat island in Barcelona, International Journal of Climatology, 14, 705, 10.1002/joc.3370140609 Nakaya, 2014 Ogrin, 2009, Spreminjanje podnebja v Prekmurju po 2. svetovni vojni, 46 Oke, 1973, City size and the urban heat island, Atmospheric Environment, 7, 769, 10.1016/0004-6981(73)90140-6 Oke, 1981, Canyon geometry and the nocturnal urban heat island: comparison of scale model and field observations, Journal of Climatology, 1, 237, 10.1002/joc.3370010304 Oke, 1982, The energetic basis of the urban heat island, Quarterly Journal of the Royal Meteorological Society, 108, 1 Oke, 1987 Oke, 2004 Oke, 1972, Comparison of urban/rural counter and net radiation at night, Boundary-Layer Meteorology, 2, 290, 10.1007/BF02184771 Oke, 1995, The heat iskand of the urban boundary layer: characteristics, causes and effects, 81 Oke, 1999, The energy balance of central Mexico City during the dry season, Atmospheric Environment, 33, 3919, 10.1016/S1352-2310(99)00134-X Park, 1986, Features of the heat island in Seoul and its surrounding cities, Atmospheric Environment, 20, 1859, 10.1016/0004-6981(86)90326-4 Propastin, 2008, Application of geographically weighted regression to investigate the impact of scale on prediction uncertainty by modelling relationship between vegetation and climate, International Journal of Spatial Data Infrastructures Research, 3, 73 R Development Core Team, 2008 Rinner, 2011, Toronto's urban heat island - exploring the relationship between land use and surface temperature, Remote Sensing, 3, 1251, 10.3390/rs3061251 Roberts, 1986, Ordination on the basis of fuzzy set theory, Vegetatio, 66, 123, 10.1007/BF00039905 Rogan, 2013, The impact of tree cover loss on land surface temperature: a case study of central Massachusetts using Landsat Thematic Mapper thermal data, Applied Geography, 45, 49, 10.1016/j.apgeog.2013.07.004 Rosenfeld, 1998, Cool communities: strategies for heat island mitigation and smog reduction, Energy and Buildings, 28, 51, 10.1016/S0378-7788(97)00063-7 Roth, 2002, Effects of cities on local climates Shannon, 1963 Sheng, 2009, Comparison of land surface temperature (LST) modeled with a spatially distributed solar radiation model (SRAD) and remote sensing data, Environmental Modelling & Software, 24, 436, 10.1016/j.envsoft.2008.09.003 Souch, 2006, Applied climatology: urban climate, Progress in Physical Geography, 30, 270, 10.1191/0309133306pp484pr Spronken-Smith, 1998, The thermal regime of urban parks in two cities with different summer climates, International Journal of Remote Sensing, 19, 2085, 10.1080/014311698214884 Stewart, 2011 Stull, 1988 Su, 2012, Spatial non-stationarity in the relationships between land cover and surface temperature in an urban heat island and its impact on thermally sensitive populations, Landscape and Urban Planning, 107, 172, 10.1016/j.landurbplan.2012.05.016 Svensson, 2002, A GIS based empirical model to simulate air temperature variations in the Göteborg urban area during the night, Climate Research, 22, 215, 10.3354/cr022215 Szymanowski, 2012, Local regression models for spatial interpolation of urban heat island-an example from Wroclaw, SW Poland, Theoretical and Applied Climatology, 108, 53, 10.1007/s00704-011-0517-6 Tucker, 1979, Red and photographic infrared linear combinations for monitoring vegetation, Remote Sensing of Environment, 8, 127, 10.1016/0034-4257(79)90013-0 Unger, 2004, Intra-urban relationship between surface geometry and urban heat island: review and new approach, Climate Research, 27, 253, 10.3354/cr027253 Unger, 2011, Modelling of the annual mean urban heat island pattern for planning of representative urban climate station network, Advances in Meteorology, 11, 1, 10.1155/2011/398613 Upmanis, 1998, The influence of green areas on nocturnal temperatures in a high latitude city (Göteborg, Sweden), International Journal of Climatology, 18, 681, 10.1002/(SICI)1097-0088(199805)18:6<681::AID-JOC289>3.0.CO;2-L Vicente-Serrano, 2005, Spatial patterns of the urban heat island in Zaragoza (Spain), Climate Research, 30, 61, 10.3354/cr030061 Voogt, 2003, Thermal remote sensing of urban areas, Remote Sensing of Environments, 86, 370, 10.1016/S0034-4257(03)00079-8 Wu, 2008, Making the case for landscape ecology: an effective approach to urban sustainability, Landscape Journal, 27, 41, 10.3368/lj.27.1.41 Zakšek, 2012, Downscaling land surface temperature for urban heat island diurnal cycle analyses, Remote Sensing of Environment, 117, 114, 10.1016/j.rse.2011.05.027 Zhang, 2005, Spatial residual analysis of fix modeling techniques, Ecological Modelling, 186, 154, 10.1016/j.ecolmodel.2005.01.007 Zhang, 2013, Analysis of land use/land cover change, population shift, and their effects on spatiotemporal patterns of urban heat islands in metropolitan Shanghai, China, Applied Geography, 44, 121, 10.1016/j.apgeog.2013.07.021 Zhou, 2001, Dynamics of land surface temperature in response to land-use/cover change, Geographical Research, 49, 23, 10.1111/j.1745-5871.2010.00686.x Žiberna, 2006, Trendi temperatur zraka v Mariboru kot posledica razvoja mestnega toplotnega otoka, Revija za geografijo, 1–1, 81