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Developing land-cover driver model for estimating the intensity of surface urban heat islands using landsat 8 satellite imagery

Nguyen Thanh Hoan, Nguyen Van Dung, Ho Le Thu, Hoa Thuy Quynh

Abstract


It is of utmost importance to understand and monitor the impact of urban heat islands on ecosystems and overall human health in the context of climate change and global warming. This research was conducted in a tropical city, Hanoi, with a major objective of assessing the quantitative relationships between the composition of the main land-cover types and surface urban heat island phenomenon. In this research, we analyzed the correlation between land-cover composition, percentage coverage of the land cover types, and land surface temperature for different moving window sizes or urban land management units. Landsat 8 OLI (Operational Land Imager) satellite data was utilized for preparing land-cover composition datasets in inner Hanoi by employing the unsupervised image clustering method. High-resolution (30m) land surface temperature maps were generated for different days of the years 2016 and 2017 using Landsat 8 TIRS (Thermal Infrared Sensor) images. High correlations were observed between percentage coverage of the land-cover types and land surface temperature considering different window sizes. A new model for estimating the intensity of surface urban heat islands from Landsat 8 imagery is developed, through recursively analyzing the correlation between land-cover composition and land surface temperature at different moving window sizes. This land-cover composition-driven model could predict land surface temperature efficiently not only in the case of different window sizes but also on different days. The newly developed model in this research provides a wonderful opportunity for urban planners and designers to take measures for adjusting land surface temperature and the associated effects of surface urban heat islands by managing the land cover composition and percentage coverage of the individual land-cover types.


Keywords


Surface urban heat island; land cover; Landsat 8; regression; land management unit; tropics

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Ackerman B., 1985. Temporal March of the Chicago Heat Island. Journal of Climate and Applied Meteorology, 24, 547–554. Doi: 10.1175/1520-0450 (1985) 024 <0547 TMOTCH >2.0.CO;2.

Baig M.H.A., Zhang L., Shuai T., Tong Q., 2014. Derivation of a tasselled cap transformation based on Landsat 8 at-satellite reflectance. Remote Sensing Letters, 5, 423–431. Doi: 10.1080/2150704X.2014.915434.

Bornstein R.D., 1968. Observations of the Urban Heat Island Effect in New York City. Journal of Applied Meteorology, 7, 575–582. Doi:10.1175/1520-0450 (1968) 007 < 0575:OOTUHI >2.0.CO;2.

Chen X.-L., Zhao H.-M., Li P.-X., Yin Z.-Y., 2006. Remote sensing image-based analysis of the relationship between urban heat island and land cover/cover changes. Remote Sensing of Environment, 104, 133–146. Doi: 10.1016/j.rse.2005.11.016.

Dihkan M., Karsli F., Guneroglu A., 2015. Guneroglu, N. Evaluation of surface urban heat island (SUHI) effect on coastal zone: The case of Istanbul Megacity. Ocean Coast. Manag, 118, 309–316.

EGC (European Green Capital) Report: Green Urban Spaces with Integration of Sustainable Land cover. Available online: http://ec.europa.eu/environment/europeangreencapital/wp-content/uploads/2016/12/Indicator-3-Green-urban-areas_Nijmegen-2018-revised.pdf (accessed on 11 April 2019).

Estoque R.C., Murayama Y., Myint S.W., 2017. Effects of landscape composition and pattern on land surface temperature: An urban heat island study in the megacities of Southeast Asia. Science of the Total Environment, 577, 349–359. Doi: 10.1016/j.scitotenv.2016.10.195.

Gallo K., Hale R., Tarpley D., Yu Y., 2011. Evaluation of the Relationship between Air and Land Surface Temperature under Clear and Cloudy-Sky Conditions. Journal of Applied Meteorology and Climatology, 50, 767–775. Doi: 10.1175/2010JAMC2460.1.

Grover A., Singh R., 2015. Analysis of Urban Heat Island (UHI) in Relation to Normalized Difference Vegetation Index (NDVI): A Comparative Study of Delhi and Mumbai. Environments, 2, 125–138. Doi: 10.3390/environments2020125.

Hadria R., Benabdelouahab T., Mahyou H., Balaghi R., Bydekerke L., El Hairech T., Ceccato P., 2018. Relationships between the three components of air temperature and remotely sensed land surface temperature of agricultural areas in Morocco. International Journal of Remote Sensing, 39, 356–373. Doi: 10.1080/01431161.2017.1385108.

Hokao K., Phonekeo V., 2012. Assessing the impact of urbanization on urban thermal environment: A case study of Bangkok Metropolitan. International Journal of Applied, 2.

Howard L., 1833. The climate of London deduced from meteorological observations made in the metropolis and at various places around it [electronic resource]; Harvey and Darton.

Huong C.T.T., Hang P.T.L., Hang V.T., Tan P.V., 2010. Variations and trends in hot events in Vietnam from 1961-2007. Journal of Science, Natural Siences and Technology, 26, 370–383.

Jimenez-Munoz J.C., Sobrino J.A., Skokovic D., Mattar C., Cristobal, J., 2014. Land Surface Temperature Retrieval Methods From Landsat-8 Thermal Infrared Sensor Data. IEEE Geoscience and Remote Sensing Letters, 11, 232–242. Doi: 10.1016/j.habitatint.2007.02.006.

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. Doi: 10.1016/j.rse.2005.04.026.

Keeratikasikorn C., Bonafoni S., 2018. Urban Heat Island Analysis over the Land cover Zoning Plan of Bangkok by Means of Landsat 8 Imagery. Remote Sensing, 10, 440. Doi: 10.3390/rs10030440.

Kardinal Jusuf S., Wong N.H., Hagen E., Anggoro R., Hong Y., 2007. The influence of land cover on the urban heat island in Singapore. Habitat International, 31.

Kim H.H., 1992. Urban heat island. International Journal of Remote Sensing, 13, 2319–2336. Doi: 10.1080/01431169208904271.

Kotharkar R., Surawar M., 2016. Land cover, Land Cover, and Population Density Impact on the Formation of Canopy Urban Heat Islands through Traverse Survey in the Nagpur Urban Area, India. Journal of Urban Planning and Development, 142. Doi: 10.1061/(ASCE)UP.1943-5444.0000277.

Lin P., Lau S.S.Y., Qin H., Gou Z., 2012. Effects of urban planning indicators on urban heat island: a case study of pocket parks in high-rise high-density environment. Landscape and Smith, R.; Lee, X. Evaluating Efforts to Combat the Chicago Urban Heat Island.

Mai N.T, L. Tang-Huang, 2018. Impacts of Urbanization on Urban Heat Island (UHI) and Meteorological Parameters in Hanoi (1998-2016) from Ground-Based and Satellite Observations. The 39th Asian Conference on Remote Sensing (ACRS), Kula Lumpur, 15-19 October 2018.

Meng Q., Zhang L., Sun Z., Meng F., Wang L., Sun Y., 2018. Characterizing spatial and temporal trends of surface urban heat island effect in an urban main built-up area: A 12-year case study in Beijing, China. Remote Sens. Environ., 204, 826–837.

Miao S., Chen F., LeMone M.A., Tewari M., Li Q., Wang Y., 2009. An Observational and Modeling Study of Characteristics of Urban Heat Island and Boundary Layer Structures in Beijing. Journal of Applied Meteorology and Climatology, 48, 484–501. Doi: 10.1175/2008JAMC1909.1.

Mutiibwa D., Strachan S., Albright T., 2015. Land Surface Temperature and Surface Air Temperature in Complex Terrain. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, 4762–4774. Doi: 10.1109/JSTARS.2015.2468594.

Nastran M., Kobal M., Eler K., 2018. Urban heat islands in relation to green land cover in European cities. Urban Forestry & Urban Greening. Doi: 10.1016/j.ufug.2018.01.008.

Nguyen D.-Q., Renwick J., McGregor J., 2014. Variations of surface temperature and rainfall in Vietnam from 1971 to 2010: Variations of surface temperature and rainfall in Vietnam. International Journal of Climatology, 34, 249–264. Doi: 10.1002/joc.3684.

Nhung T.D, Nguyen T., Hoan Kieu, Soe W. Myint, 2017. Applying GIS and Remote Sensing to study the relationship between urbanization and urban heat island in Hanoi, Vietnam. Southeast Asian Geography Association Conference at Jakarta, Indonesia.

Oke T.R., Maxwell G.B., 1975. Urban heat island dynamics in Montreal and Vancouver. Atmospheric Environment (1967), 9, 191–200. Doi: 10.1016/0004-6981(75)90067-0.

Rotem-Mindali O., Michael Y., Helman D., Lensky I.M., 2015. The role of local land-cover on the urban heat island effect of Tel Aviv as assessed from satellite remote sensing. Applied Geography, 56, 145–153. Doi: 10.1016/j.apgeog.2014.11.023.

Saitoh T.S., Shimada T., Hoshi H., 1996. Modeling and simulation of the Tokyo urban heat island. Atmospheric Environment, 30, 3431–3442. Doi: 10.1016/1352-2310(95)00489-0.

Schwarz N., Schlink U., Franck U., Großmann K., 2012. Relationship of land surface and air temperatures and its implications for quantifying urban heat island indicators. An application for the city of Leipzig (Germany). Ecological Indicators, 18, 693–704. Doi: 10.1016/j.ecolind.2012.01.001.

Singh P., Kikon N., Verma P., 2017. Impact of land cover change and urbanization on urban heat island in Lucknow city, Central India. A remote sensing based estimate. Sustainable Cities and Society, 32, 100–114. Doi: 10.1016/j.scs.2017.02.018.

Sobrino J.A., Raissouni N., 2000. Toward remote sensing methods for land cover dynamic monitoring: Application to Morocco. International Journal of Remote Sensing, 21, 353–366. Doi: 10.1080/014311600210876.

Solecki W.D., Rosenzweig C., Parshall L., Pope G., Clark M., Cox J., 2005. Wiencke, M. Mitigation of the heat island effect in urban New Jersey. Environmental Hazards, 6, 39–49. Doi: 10.1016/j.hazards.2004.12.002.

Tang J., Di L., Xiao J., Lu D., Zhou Y., 2017. Impacts of land cover and socioeconomic patterns on urban heat Island. International Journal of Remote Sensing, 38, 3445–3465. Doi: 10.1080/01431161.2017.1295485.

Van T.T., H.D. Xuan Bao, N.T. Tuyet Mai, 2017. Urban thermal environment and heat island in Ho Chi Minh City, Vietnam from remote sensing data. (www.preprints.org). Doi: 10.20944/preprints201701.0129.v1.

Van T.T., 2014. Monitoring Urban Heat Island in Vietnam with Remote Sensing. International Workshop on Air Quality in Asia, Hanoi, Vietnam, June 24th–26th.

Van T.T., H.D. Xuan Bao, 2010. Study of the Impact of Urban Development on Surface Temperature Using Remote Sensing in Ho Chi Minh City, Southern Vietnam. Geographical Research. https://doi.org/10.1111/j.1745-5871.2009.00607.x,.

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, 467–483. Doi: 10.1016/j.rse.2003.11.005.

www1, Number of Very Hot days observed at the Hong Kong Observatory, url: http://www.hko.gov.hk/cis/statistic/vhotday_statistic_e.htm, accessed: 21 April 2018.

www2, India facing another summer of deadly heat, url: https://edition.cnn.com/2017/04/24/asia/india-heat-wave-deaths/index.html, accessed: 21 April 2018.

www3, Vietnam records hottest day so far this year in capital of Hanoi, url: http://english.vov.vn/society/vietnam-records-hottest-day-so-far-this-year-in-capital-of-hanoi-350997.vov, accessed: 24 April 2018. VOV news 2018.

Yu X., Guo X., Wu Z., 2014. Land Surface Temperature Retrieval from Landsat 8 TIRS Comparison between Radiative Transfer Equation-Based Method, Split Window Algorithm and Single Channel Method. Remote Sensing, 6, 9829–9852. Doi: 10.3390/rs6109829.

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, 375–386. Doi: 10.1016/j.rse.2006.09.003.

Zaeemdar S., Baycan T., 2017. Analysis of the Relationship between Urban Heat Island and Land Cover in Istanbul through Landsat 8 OLI. Journal of Earth Science & Climatic Change, 8. Doi: 10.4172/2157-7617.1000423.

Zhou D., Bonafoni S., Zhang L., Wang R., 2018. Remote sensing of the urban heat island effect in a highly populated urban agglomeration area in East China. Science of The Total Environment, 628–629, 415–429. Doi: 10.1016/j.scitotenv.2018.02.074.




DOI: https://doi.org/10.15625/0866-7187/41/3/13829 Display counter: Abstract : 290 views. PDF : 8 views.

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