The Surface Urban Heat Island Intensity and Urban Expansion: A comparative analysis for the coastal areas of Pakistan

Alavipanah, S., Wegmann, M., Qureshi, S., Weng, Q., & Koellner, T. (2015). The role of vegetation in mitigating urban land surface temperatures: A case study of Munich, Germany during the warm season. Sustainability, 7(4), 4689–4706. https://doi.org/10.3390/su7044689. Arnfield, A. J. (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), 1–26. https://doi.org/10.1002/joc.859. Azevedo, J. A., Chapman, L., & Muller, C. L. (2016). Quantifying the daytime and night-time urban heat island in Birmingham, UK: A comparison of satellite derived land surface temperature and high-resolution air temperature observations. Remote Sensing, 8(2), 153. https://doi.org/10.3390/rs8020153. Bottyan, Z., Kircsi, A., Szegedi, S., & Unger, J. (2005). The relationship between built-up areas and the spatial development of the mean and maximum urban heat island in Debrecen, Hungry. International Journal of Climatology, 25, 405–418. https://doi.org/10.1002/joc.1138. Buyantuyev, A., & Wu, J. (2010). Urban heat islands and landscape heterogeneity: Linking spatiotemporal variations in surface temperatures to land-cover and socioeconomic patterns. Landscape Ecology, 25(1), 17–33. https://doi.org/10.1007/s10980-009-9402-4. Carlson, T. N., & Arthur, S. T. (2000). The impact of land use land cover changes due to urbanization on surface microclimate and hydrology: A satellite perspective. Global and Planetary Change, 25(1–2), 49–65. https://doi.org/10.1016/S0921-8181(00)00021-7. Census Report. (2017). District wise census results. Retrieved September 30, 2019, from http://www.pbs.gov.pk/content/population-census. Clinton, N., & Gong, P. (2013). MODIS detected surface urban heat islands and sinks: Global locations and controls. Remote Sensing of Environment, 134, 294–304. https://doi.org/10.1016/j.rse.2013.03.008. Earl, N., Simmonds, I., & Tapper, N. (2016). Weekly cycles in peak time temperatures and urban heat island intensity. Environmental Research Letters. https://doi.org/10.1088/1748-9326/11/7/074003. Eliasson, I. (1996). Urban nocturnal temperatures, street geometry and land use. Atmospheric Environment, 30(3), 379–392. https://doi.org/10.1016/1352-2310(95)00033-X. Fan, Y., Li, Y., & Wang, X. (2016). A new convective velocity scale for studying diurnal urban heat island circulation. Journal of Applied Meteorology and Climatology, 55, 2151–2164. https://doi.org/10.1175/JAMC-D-16-0099.1. Frey, C. M., Rigo, G., & Parlow, E. (2005). Investigation of the daily urban cooling island (UCI) in two coastal cities in an arid environment: Dubai and Abu Dhabi (UAE). Tempe: ISPRS (International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences). https://www.isprs.org/proceedings/xxxvi/8-w27/frey.pdf. Accessed 9 Aug 2019. Frey, C. M., Rigo, G., Parlow, E., & Marçal, A. (2006). The cooling effect of cities in a hot and dry environment. In Global developments in environmental earth observation from space: proceedings of the 25th EARSeL symposium, Porto, Portugal, Rotterdam (pp. 169–174). http://edoc.unibas.ch/dok/A6001400. Accessed 9 Aug 2019. Gabriel, K. M., & Endlicher, W. R. (2011). Urban and rural mortality rates during heat waves in Berlin and Brandenburg, Germany. Environmental pollution, 159(8), 2044–2050. https://doi.org/10.1016/j.envpol.2011.01.016. García, F. F. (2009). City and climate change: General aspects and application to the metropolitan area of Madrid. Geographic Research, 49, 173–195. https://doi.org/10.14198/INGEO2009.49.09. García-Cueto, O. R., Jauregui, E., Toudert, D., & Tejeda, A. (2007). Detection of the urban heat island in Mexicali, B.C., Mexico and its relationship with land use. Atmosphera, 20(2), 111–132. Gong, P., Liang, S., Carlton, E. J., Jiang, Q., Wu, J., Wang, L., et al. (2012). Urbanization and health in China. The Lancet, 379(9818), 843–852. https://doi.org/10.1016/S0140-6736(11)61878-3. Hadjimitsis, D. G. (2010). Determination of urban growth in catchment areas in Cyprus using multi-temporal remotely sensed data: risk assessment study. Natural Hazards and Earth System Sciences, 10, 2235–2240. https://doi.org/10.5194/nhess-10-2235-2010. Hafner, J., & Kidder, S. Q. (1999). Urban heat island modeling in conjunction with satellite-derived surface/soil parameters. Journal of Applied Meteorology, 38, 448–465. Hamdi, R., & Schayes, G. (2008). Sensitivity study of the urban heat island intensity to urban characteristics. International Journal of Climatology, 28, 973–982. https://doi.org/10.1002/joc.1598. Hathway, E. A., & Sharples, S. (2012). The interaction of rivers and urban form in mitigating the Urban Heat Island effect: A UK case study. Building and Environment, 58, 14–22. https://doi.org/10.1016/j.buildenv.2012.06.013. Hu, L., & Brunsell, N. A. (2015). A new perspective to assess the urban heat island through remotely sensed atmospheric profiles. Remote Sensing of Environment, 158, 393–406. https://doi.org/10.1016/j.rse.2014.10.022. Hu, L., Monaghan, A., Voogt, J. A., & Barlage, M. (2016). A first satellite-based observational assessment of thermal anisotropy. Remote Sensing of Environment, 181, 111–121. https://doi.org/10.1016/j.rse.2016.03.043. Hu, X. M., & Xue, M. (2016). Influence of Synoptic sea-breeze fronts on the urban heat island intensity in Dallas-Fort Worth, Texas. Monthly Weather Review, 144, 1487–1507. https://doi.org/10.1175/MWR-D-15-0201.1. Hung, T., Uchihama, D., Ochi, S., & Yasuoka, Y. (2006). Assessment with satellite data of the urban heat island effects in Asian mega cities. International Journal of Applied Earth Observation and Geoinformation, 8(1), 34–48. https://doi.org/10.1016/j.jag.2005.05.003. Imam, E., Kushwaha, S. P. S., & Singh, A. (2009). Evaluation of suitable tiger habitat in Chandoli National Park, India, using spatial modelling of environmental variables. Ecological Modelling, 220(24), 3621–3629. https://doi.org/10.1016/j.ecolmodel.2009.06.044. Imhoff, M. L., Zhang, P., Wolfe, R. E., & Bounoua, L. (2010). Remote sensing of the urban heat island effect across biomes in the continental USA. Remote Sensing of Environment, 114(3), 504–513. https://doi.org/10.1016/j.rse.2009.10.008. Kalnay, E., & Cai, M. (2003). Impact of urbanization and land-use change on climate. Nature, 423, 528–531. https://doi.org/10.1038/nature01675. Karl, T. R., Diaz, H. F., & Kukla, G. (1988). Urbanization: Its detection and effect in the United States climate record. Journal of Climatology, 1(11), 1099–1123. Kato, S., & Yamaguchi, Y. (2005). Analysis of urban heat-island effect using ASTER and ETM + data. Separation of anthropogenic heat discharge and natural heat radiation from sensible heat flux. Remote Sensing of Environment, 99, 44–54. https://doi.org/10.1016/j.rse.2005.04.026. Keramitsoglou, I., Kiranoudis, C. T., Ceriola, G., Weng, Q., & Rajasekar, U. (2011). Identification and analysis of urban surface temperature patterns in Greater Athens, Greece, using MODIS imagery. Remote Sensing of Environment, 115, 3080–3090. https://doi.org/10.1016/j.rse.2011.06.014. Khan, T. M. A., Razzaq, D. A., Chaudhry, Q. U. Z., Quadir, D. A., Kabir, A., & Sarker, M. A. (2002). Sea level variations and geomorphological changes in the coastal belt of Pakistan. Marine Geodesy, 25, 159–174. https://doi.org/10.1080/014904102753516804. Kim, Y. H., & Baik, J. J. (2002). Maximum urban heat island intensity in Seoul. Journal of Applied Meteorology, 41, 651–659. https://doi.org/10.1175/1520-0450(2002)041%3c0651:MUHIII%3e2.0.CO;2. Kuang, W., Dou, Y., Zhang, C., Chi, W., Liu, A., Liu, Y., et al. (2015a). Quantifying the heat flux regulation of metropolitan land-use/land-cover components by coupling remote sensing-modelling with in situ measurement. Journal of Geophysical Research: Atmospheres, 120(1), 113–130. https://doi.org/10.1002/2014JD022249. Kuang, W., Liu, Y., Dou, Y., Chi, W., Chen, G., Gao, C., et al. (2015b). What are hot and what are not in an urban landscape: Quantifying and explaining the land surface temperature pattern in Beijing, China. Landscape Ecology, 30(2), 357–373. https://doi.org/10.1007/s10980-014-0128-6. Landis, J. R., & Koch, G. G. (1977). An application of hierarchical kappa-type statistics in the assessment of majority agreement among multiple observers. Biometrics, 33(2), 363–374. https://doi.org/10.2307/2529786. Lea, C., & Curtis, A. C. (2010). Thematic accuracy assessment procedures: National Park Service Vegetation Inventory, version 2.0. Natural resource report NPS/2010/NRR-2010/204. National Park Service, Fort Collins, Colorado. http://science.nature.nps.gov/im/inventory/veg/index.cfm. Accessed 23 July 2019. Lu, X., Chow, K. C., Yao, T., Fung, J. C. H., & Lau, A. K. H. (2009). Seasonal variation of the land-sea breeze circulation in the Pearl River Delta region. Journal Geophysical Research, 114(17), D17112. https://doi.org/10.1029/2009JD011764. Majkowska, A., Kolendowicz, L., Półrolniczak, M., Hauke, J., & Czernecki, B. (2017). The urban heat island in the city of Poznań as derived from Landsat 5 TM. Theoretical and Applied Climatology, 128, 769–783. https://doi.org/10.1007/s00704-016-1737-6. Mandal, A., Samanta, S., & Datta, D. (2006). Application of statistical pattern recognizing classifiers in identifying defects in FRP composites. Indian Society for Non-Destructive Testing Hyderabad. Mather, P., & Tso, B. (2009). Classification methods for remotely sensed data (2nd ed.). Boca Raton: CRC Press. Mihalakakou, G., Santamouris, M., Papanikolaou, N., Cartalis, C., & Tsangrassoulis, A. (2004). Simulation of the urban heat island phenomenon in mediterranean climates. Pure and Applied Geophysics, 161, 429–451. https://doi.org/10.1007/s00024-003-2447-4. Morris, C. J. G., Simmonds, I., & Plummer, N. (2001). Quantification of the influences of wind and cloud on the nocturnal urban heat island of a large city. Journal of Applied Meteorology, 40, 169–182. https://doi.org/10.1175/1520-0450(2001)040%3C0169:QOTIOW%3E2.0.CO;2. NASA Prediction of Worldwide Energy Resources. Retrieved June 25, 2019, from https://power.larc.nasa.gov. Nassar, A. K., Blackburn, G. A., & Whyatt, J. D. (2016). Dynamics and controls of urban heat sink and island phenomena in a desert city: Development of a local climate zone scheme using remotely-sensed inputs. International Journal of Applied Earth Observation and Geoinformation, 51, 76–90. https://doi.org/10.1016/j.jag.2016.05.004. O’Loughlin, J., Witmer, F. D. W., Linke, A. M., Laing, A., Gettelman, A., & Dudhia, J. (2012). Climate variability and conflict risk in East Africa, 1990–2009. Proceedings of the National Academy of Sciences of the United States of America, 109(45), 18344–18349. https://doi.org/10.1073/pnas.1205130109. Oke, T. R. (1982). The energetic basis of the urban heat island. Quarterly Journal Royal Meteorological Society, 108, 1–24. https://doi.org/10.1002/qj.49710845502. Oke, T. R. (1987). Boundary layer climates (2nd ed.). London: Routledge. Ortiz, M. J., Formaggio, A. R., & Epiphanio, C. N. (1997). Classification of croplands through integration of remote sensing, GIS and historical database. International Journal of Remote Sensing, 18(1), 95–105. https://doi.org/10.1080/014311697219295. Peng, S., Piao, S., Ciais, P., Friedlingstein, P., Ottle, C., Bréon, F. M., et al. (2012). Surface urban heat island across 419 global big cities. Environmental Science and Technology, 46, 696–703. https://doi.org/10.1021/es2030438. Pielke, R. A., Davey, C., & Morgan, J. (2004). Assessing “global warming” with surface heat content. EOS. Transactions of the American Geophysical Union, 85, 210–211. https://doi.org/10.1029/2004EO210004. Qureshi, S. (2010). The fast-growing megacity Karachi as a frontier of environmental challenges: Urbanization and contemporary urbanism issues. Journal of Geography and Regional Planning, 3(11), 306–321. Rasul, A., Balzter, H., & Smith, C. (2015). Spatial variation of the daytime surface urban cool island during the dry season in Erbil, Iraqi Kurdistan, from Landsat 8. Urban Climate, 14(2), 176–186. https://doi.org/10.1016/j.uclim.2015.09.001. Rizvi, S. H., Alam, K., & Iqbal, M. J. (2019). Spatio-temporal variations in urban heat island and its interaction with heat wave. Journal of Atmospheric and Solar-Terrestrial Physics, 185, 50–57. https://doi.org/10.1016/j.jastp.2019.02.001. Roth, M. (2013). Urban heat island. Handbook of environmental fluid dynamics (2). Boca Raton: CRC Press, LLC. Sajjad, S. H., Blond, N., Clappier, A., Raza, A., Shirazi, S. A., & Shakrullah, K. (2010). The preliminary study of urbanization, fossil fuels consumptions and CO2 emission in Karachi. African Journal of Biotechnology, 9(13), 1941–1948. https://doi.org/10.5897/AJB09.1723. Salma, S., Rehman, S., & Shah, M. A. (2012). Rainfall trends in different climate zones of Pakistan. Pakistan Journal of Meteorology, 9(17), 37–47. Sang, J., Zhang, Z., & Zhang, B. (2000). Dynamical analyses of heat island circulation. Acta Meteorologica Sinica, 3, 321–327. Santamouris, M. (2015). Analyzing the heat island magnitude and characteristics in one hundred Asian and Australian cities and regions. Science of the Total Environment, 512–513, 582–598. https://doi.org/10.1016/j.scitotenv.2015.01.060. Schwarz, N., Lautenbach, S., & Seppelt, R. (2011). Exploring indicators for quantifying surface urban heat islands of European cities with MODIS land surface temperatures. Remote Sensing of Environment, 115, 3175–3186. https://doi.org/10.1016/j.rse.2011.07.003. Shiflett, S. A., Liang, L. L., Crum, S. M., Feyisa, G. L., Wang, J., & Jenerette, G. D. (2017). Variation in the urban vegetation, surface temperature, air temperature nexus. Science of the Total Environment, 579, 495–505. https://doi.org/10.1016/j.scitotenv.2016.11.069. Small, C. (2006). Comparative analysis of urban reflectance and surface temperature. Remote Sensing of Environment, 104, 168–189. https://doi.org/10.1016/j.rse.2005.10.029. Sobrino, J., Jiménez-Muñoz, J. C., & Paolini, L. (2004). Land surface temperature retrieval from LANDSAT TM 5. Remote Sensing of Environment, 90, 434–440. https://doi.org/10.1016/j.rse.2004.02.003. Stewart, I. D. (2000). Influence of meteorological conditions on the intensity and form of the urban heat island effect in Regina. Canadian Geographer, 44, 271–285. https://doi.org/10.1111/j.1541-0064.2000.tb00709.x. Streutker, D. R. (2003). Satellite-measured growth of the urban heat island of Houston, Texas. Remote Sensing of Environment, 85(3), 282–289. https://doi.org/10.1016/S0034-4257(03)00007-5. Svensson, M. K. (2004). Sky view factor analysis-implications for urban air temperature differences. Meteorological Applications, 11(3), 201–211. https://doi.org/10.1017/S1350482704001288. Syafii, N. I., Ichinose, M., Kumakura, E., Jusuf, S. K., Chigusa, K., & Wong, N. H. (2017). Thermal environment assessment around bodies of water in urban canyons: A scale model study. Sustainable Cities and Society, 34, 79–89. https://doi.org/10.1016/j.scs.2017.06.012. Tan, J., Zheng, Y., Tang, X., Guo, C., Li, L., Song, G., et al. (2010). The urban heat island and its impact on heat waves and human health in Shanghai. International Journal of Biometeorology, 54(1), 75–84. https://doi.org/10.1007/s00484-009-0256-x. Unger, J. (2019). Connection between urban heat island and sky view factor approximated by a software tool on a 3D urban database. International Journal of Environment and Pollution, 36, 59–80. https://doi.org/10.1504/IJEP.2009.021817. U.S. Environmental Protection Agency. (2008). Urban heat island basics. Reducing urban heat islands: Compendium of strategies. Draft. https://www.epa.gov/heat-islands/heat-islandcompendium. Accessed 15 May 2019. Voogt, J. A., & Oke, T. R. (2003). Thermal remote sensing of urban climates. Remote Sensing of Environment, 86, 370–384. https://doi.org/10.1016/S0034-4257(03)00079-8. Weng, Q., Lu, D., & Schubring, J. (2004). Estimation of land surface temperature-vegetation abundance relationship for urban heat island studies. Remote Sensing of Environment, 89(4), 467–483. https://doi.org/10.1016/j.rse.2003.11.005. Wu, J. J. (2008). Making the case for landscape ecology an effective approach to urban sustainability. Landscape Journal, 27, 41–50. https://doi.org/10.3368/lj.27.1.41. Xiao, R. B., Ouyang, Z. Y., Zheng, H., Li, W. F., Schienke, E. W., & Wang, X. K. (2007). Spatial patterns of impervious surfaces and their impact on land surface temperature in Beijing, China. Journal of Environmental Sciences, 19, 250–256. https://doi.org/10.1016/S1001-0742(07)60041-2. Yang, P., Ren, G., & Liu, W. (2013). Spatial and temporal characteristics of Beijing urban heat island intensity. Journal of Applied Meteorology and Climatology, 52, 1803–1816. https://doi.org/10.1175/JAMC-D-12-0125.1. Yavuzturk, C., Ksaibati, K., & Chiasson, A. (2005). Assessment of temperature fluctuations in asphalt pavements due to thermal environmental conditions using a two-dimensional, transient finite-difference approach. Journal of Materials in Civil Engineering, 17(4), 465–475. https://doi.org/10.1061/(ASCE)0899-1561. Yuan, F., & Bauer, M. E. (2007). Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery. Remote Sensing of Environment, 106(3), 375–386. https://doi.org/10.1016/j.rse.2006.09.003. Zhang, P., Bounoua, L., Imhoff, M. L., Wolfe, R. E., & Thome, K. J. (2014). Comparison of MODIS land surface temperature and air temperature over the continental USA meteorological stations. Canadian Journal of Remote Sensing, 40(2), 110–122. https://doi.org/10.1080/07038992.2014.935934. Zhang, X., Zhong, T., Feng, X., & Wang, K. (2009). Estimation of the relationship between vegetation patches and urban land surface temperature with remote sensing. International Journal of Remote Sensing, 30, 2105–2118. https://doi.org/10.1080/01431160802549252.