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A REVIEW OF REMOTELY SENSED SURFACE URBAN HEAT ISLANDS FROM THE FRESH PERSPECTIVE OF COMPARISONS AMONG DIFFERENT REGIONS (INVITED REVIEW)

By Z.-L. Li, M. Si, and P. Leng

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Abstract:
Urban heat islands (UHIs) threaten the ecological environment and human health. A large number of studies have focused on surface UHIs (SUHIs) across different spatial and temporal scales around the world with the development of satellite remote sensing technology. However, the influences of heterogeneous urbanization processes and background climates on SUHIs are still unclear and are important for targeted mitigation policies. A systematic review of the current status of SUHI studies, particularly from the perspective of comparisons among different regions, is urgently needed. We first introduce the commonly used satellite-retrieved data products and quantification methods used in SUHI studies. Subsequently, we summarize the potential driving factors of SUHI and compare the specific findings for different regions. Finally, we point out the deficiencies in the existing research and propose several prospects for the consideration of future SUHI studies. Additional global-scale research should be conducted using more advanced spatial statistical models. This can help better explore the spatially heterogeneous relationship between the SUHI and its associated driving factors. The effects of urbanization and climate from different regions should be further explored. Moreover, the problems of imperfections in the satellite data and from dynamic land use should not be ignored.

Citation:
Z.-L. Li, M. Si, and P. Leng, "A Review of Remotely Sensed Surface Urban Heat Islands from the Fresh Perspective of Comparisons Among Different Regions (Invited Review)," Progress In Electromagnetics Research C, Vol. 102, 31-46, 2020.
doi:10.2528/PIERC20020403
http://www.jpier.org/pierc/pier.php?paper=20020403

References:
1. Nations, U., World Urbanization Prospects: The 2018 Revision, Department of Economic Social Affairs Population Division, New York, NY, USA, 2019.

2. Vitousek, P. M., H. A. Mooney, J. Lubchenco, and J. M. Melillo, "Human domination of Earth's ecosystems," Science, Vol. 277, No. 5325, 494-499, 1997.
doi:10.1126/science.277.5325.494

3. Grimm, N. B., et al., "Global change and the ecology of cities," Science, Vol. 319, No. 5864, 756-760, 2008.
doi:10.1126/science.1150195

4. Oke, T. R., "The energetic basis of the urban heat island," Quarterly Journal of the Royal Meteorological Society, Vol. 108, No. 455, 1-24, 1982.

5. Stewart, I. D. and T. R. Oke, "Local climate zones for urban temperature studies," Bulletin of the American Meteorological Society, Vol. 93, No. 12, 1879-1900, 2012.
doi:10.1175/BAMS-D-11-00019.1

6. Peng, S., et al., "Surface urban heat island across 419 global big cities," Environmental Science & Technology, Vol. 46, No. 2, 696-703, 2012.
doi:10.1021/es2030438

7. Clinton, N. and P. Gong, "Modis detected surface urban heat islands and sinks: Global locations and controls," Remote Sens. Environ., Vol. 134, 294-304, 2013.
doi:10.1016/j.rse.2013.03.008

8. Arnfield, A. J., "Two decades of urban climate research: A review of turbulence, exchanges of energy and water, and the urban heat island," Int. J. Climatol., Vol. 23, No. 1, 1-26, 2003.
doi:10.1002/joc.859

9. Shepherd, J. M., "A review of current investigations of urban-induced rainfall and recommendations for the future," Earth Interact., Vol. 9, No. 12, 1-27, 2005.
doi:10.1175/EI156.1

10. Zhao, S., S. Liu, and D. Zhou, "Prevalent vegetation growth enhancement in urban environment," Proceedings of the National Academy of Sciences, Vol. 113, No. 22, 6313, 2016.
doi:10.1073/pnas.1602312113

11. Zhou, D. C., S. Q. Zhao, L. X. Zhang, and S. G. Liu, "Remotely sensed assessment of urbanization effects on vegetation phenology in China’s 32 major cities," Remote Sens. Environ., Vol. 176, 272-281, 2016.
doi:10.1016/j.rse.2016.02.010

12. Patz, J. A., D. Campbell-Lendrum, T. Holloway, and J. A. Foley, "Impact of regional climate change on human health," Nature, Vol. 438, No. 7066, 310-317, 2005.
doi:10.1038/nature04188

13. O’Loughlin, J., F. D. W. Witmer, A. M. Linke, A. Laing, A. Gettelman, and J. Dudhia, "Climate variability and conflict risk in East Africa, 1990–2009," Proceedings of the National Academy of Sciences, Vol. 109, No. 45, 18344, 2012.
doi:10.1073/pnas.1205130109

14. Santamouris, M., C. Cartalis, A. Synnefa, and D. Kolokotsa, "On the impact of urban heat island and global warming on the power demand and electricity consumption of buildings — A review," Energ. Buildings, Vol. 98, 119-124, 2015.
doi:10.1016/j.enbuild.2014.09.052

15. Bai, X., et al., "Six research priorities for cities and climate change," Nature, Vol. 555, No. 7694, 23-25, 2018.
doi:10.1038/d41586-018-02409-z

16. Huang, Q. and Y. Lu, "Urban heat island research from 1991 to 2015: A bibliometric analysis," Theor. Appl. Climatol., Vol. 131, No. 3–4, 1055-1067, 2017.

17. Rasul, A., et al., "A review on remote sensing of urban heat and cool islands," Land, Vol. 6, No. 2, 38, 2017.
doi:10.3390/land6020038

18. Chapman, S., J. E. M. Watson, A. Salazar, M. Thatcher, and C. A. McAlpine, "The impact of urbanization and climate change on urban temperatures: A systematic review," Landscape Ecol., Vol. 32, No. 10, 1921-1935, 2017.
doi:10.1007/s10980-017-0561-4

19. Deilami, K., M. Kamruzzaman, and Y. Liu, "Urban heat island effect: A systematic review of spatio-temporal factors, data, methods, and mitigation measures," Int. J. Appl. Earth Obs., Vol. 67, 30-42, 2018.
doi:10.1016/j.jag.2017.12.009

20. Zhou, D., et al., "Satellite remote sensing of surface urban heat islands: Progress, challenges, and perspectives," Remote Sens., Vol. 11, No. 1, 1-36, 2019.

21. Kotharkar, R., A. Ramesh, and A. Bagade, "Urban heat island studies in South Asia: A critical review," Urban Clim., Vol. 24, 1011-1026, 2018.
doi:10.1016/j.uclim.2017.12.006

22. Giridharan, R. and R. Emmanuel, "The impact of urban compactness, comfort strategies and energy consumption on tropical urban heat island intensity: A review," Sustain Cities Soc., Vol. 40, 677-687, 2018.
doi:10.1016/j.scs.2018.01.024

23. Ramakreshnan, L., et al., "A critical review of urban heat island phenomenon in the context of greater Kuala Lumpur, Malaysia," Sustain Cities Soc., Vol. 39, 99-113, 2018.
doi:10.1016/j.scs.2018.02.005

24. Jin, M. L. and R. E. Dickinson, "Land surface skin temperature climatology: Benefitting from the strengths of satellite observations," Environ. Res. Lett., Vol. 5, No. 4, 044004, 2010.
doi:10.1088/1748-9326/5/4/044004

25. Jin, M. S., "Developing an index to measure urban heat island effect using satellite land skin temperature and land cover observations," J. Climate, Vol. 25, No. 18, 6193-6201, 2012.
doi:10.1175/JCLI-D-11-00509.1

26. Rao, P. K., "Remote sensing of urban “heat islands” from an environmental satellite," Bulletin of the American Meteorological Society, Vol. 53, No. 7, 647-648, 1972.

27. Streutker, D. R., "Satellite-measured growth of the urban heat island of Houston, Texas," Remote Sens. Environ., Vol. 85, No. 3, 282-289, 2003.
doi:10.1016/S0034-4257(03)00007-5

28. Lazzarini, M., P. R. Marpu, and H. Ghedira, "Temperature-land cover interactions: The inversion of urban heat island phenomenon in desert city areas," Remote Sens. Environ., Vol. 130, 136-152, 2013.

29. Huang, X. and Y. Wang, "Investigating the effects of 3d urban morphology on the surface urban heat island effect in urban functional zones by using high-resolution remote sensing data: A case study of Wuhan, central China," ISPRS J. Photogramm., Vol. 152, 119-131, 2019.

30. Weng, Q., D. Lu, and J. Schubring, "Estimation of land surface temperature — Vegetation abundance relationship for urban heat island studies," Remote Sens. Environ., Vol. 89, No. 4, 467-483, 2004.

31. Chen, X. L., H. M. Zhao, P. X. Li, and Z. Y. Yin, "Remote sensing image-based analysis of the relationship between urban heat island and land use/cover changes," Remote Sens. Environ., Vol. 104, No. 2, 133-146, 2006.

32. Li, Z. L., et al., "Satellite-derived land surface temperature: Current status and perspectives," Remote Sens. Environ., Vol. 131, 14-37, 2013.

33. Zhou, D., S. Zhao, S. Liu, L. Zhang, and C. Zhu, "Surface urban heat island in China's 32 major cities: Spatial patterns and drivers," Remote Sens. Environ., Vol. 152, 51-61, 2014.

34. Zhang, P., M. L. Imhoff, R. E. Wolfe, and L. Bounoua, "Characterizing urban heat islands of global settlements using modis and nighttime lights products," Can. J. Remote Sens., Vol. 36, No. 3, 185-196, 2010.

35. Peng, J., et al., "Spatial-temporal change of land surface temperature across 285 cities in China: An urban-rural contrast perspective," Sci. Total Environ., Vol. 635, 487-497, 2018.

36. Zhou, D., S. Zhao, L. Zhang, G. Sun, and Y. Liu, "The footprint of urban heat island effect in China," Sci. Rep.-UK, Vol. 5, 2-12, 2015.

37. Haashemi, S., Q. Weng, A. Darvishi, and S. K. Alavipanah, "Seasonal variations of the surface urban heat island in a semi-arid city," Remote Sens., Vol. 8, No. 4, 352, 2016.

38. Zhang, X. Y., M. A. Friedl, C. B. Schaaf, A. H. Strahler, and A. Schneider, "The footprint of urban climates on vegetation phenology," Geophys. Res. Lett., Vol. 31, No. 12, 12209, 2004.

39. Meng, C. L. and Y. J. Dou, "Quantifying the anthropogenic footprint in Eastern China," Sci. Rep.-UK, Vol. 6, 24337, 2016.

40. Yang, Q., X. Huang, and Q. Tang, "The footprint of urban heat island effect in 302 chinese cities: Temporal trends and associated factors," Sci. Total Environ., Vol. 655, 652-662, 2019.

41. Quan, J., Y. Chen, W. Zhan, J. Wang, J. Voogt, and M. Wang, "Multi-temporal trajectory of the urban heat island centroid in Beijing, China based on a Gaussian volume model," Remote Sens. Environ., Vol. 149, 33-46, 2014.

42. Keeratikasikorn, C. and S. Bonafoni, "Satellite images and Gaussian parameterization for an extensive analysis of urban heat islands in Thailand," Remote Sens., Vol. 10, No. 5, 665, 2018.

43. Anniballe, R., S. Bonafoni, and M. Pichierri, "Spatial and temporal trends of the surface and air heat island over Milan using MODIS data," Remote Sens. Environ., Vol. 150, 163-171, 2014.

44. Yu, Z., Y. Yao, G. Yang, X. Wang, and H. Vejre, "Spatiotemporal patterns and characteristics of remotely sensed region heat islands during the rapid urbanization (1995–2015) of Southern China," Sci. Total Environ., Vol. 674, 242-254, 2019.

45. Weng, Q., D. Lu, and J. Schubring, "Estimation of land surface temperature — Vegetation abundance relationship for urban heat island studies," Remote Sens. Environ., Vol. 89, No. 4, 467-483, 2004.

46. Pu, R., P. Gong, R. Michishita, and T. Sasagawa, "Assessment of multi-resolution and multisensor data for urban surface temperature retrieval," Remote Sens. Environ., Vol. 104, No. 2, 211-225, 2006.

47. Mika, J., P. Forgo, L. Lakatos, A. B. Olah, S. Rapi, and Z. Utasi, "Impact of 1.5K global warming on urban air pollution and heat island with outlook on human health effects," Curr. Opin. Environ. Sustain., Vol. 30, 151-159, 2018.

48. Feranec, J., et al., "A review of studies involving the effect of land cover and land use on the urban heat island phenomenon, assessed by means of the Muklimo model," Geografie, Vol. 124, No. 1, 83-101, 2019.

49. Jin, K., F. Wang, D. Chen, H. Liu, W. Ding, and S. Shi, "A new global gridded anthropogenic heat flux dataset with high spatial resolution and long-term time series," Scientific Data, Vol. 6, No. 1, 139, 2019.

50. Imhoff, M. L., P. Zhang, R. E. Wolfe, and L. Bounoua, "Remote sensing of the urban heat island effect across biomes in the continental USA," Remote Sens. Environ., Vol. 114, No. 3, 504-513, 2010.

51. Bounoua, L., et al., "Impact of urbanization on US surface climate," Environ. Res. Lett., Vol. 10, No. 8, 101001, 2015.

52. Gallo, K. P., A. L. McNab, T. R. Karl, J. F. Brown, J. J. Hood, and J. D. Tarpley, "The use of a vegetation index for assessment of the urban heat island effect," Int. J. Remote Sens., Vol. 14, No. 11, 2223-2230, 1993.

53. Lu, D. and Q. Weng, "Spectral mixture analysis of aster images for examining the relationship between urban thermal features and biophysical descriptors in Indianapolis, Indiana, USA," Remote Sens. Environ., Vol. 104, No. 2, 157-167, 2006.

54. Liu, H. and Q. H. Weng, "Seasonal variations in the relationship between landscape pattern and land surface temperature in indianapolis, USA," Environ. Monit. Assess., Vol. 144, No. 1–3, 199-219, 2008.

55. Yang, Q., X. Huang, and J. Li, "Assessing the relationship between surface urban heat islands and landscape patterns across climatic zones in China," Sci. Rep.-UK, Vol. 7, No. 1, 1-11, 2017.

56. Meng, D., S. Y. Yang, H. L. Gong, X. J. Li, and J. Zhang, "Assessment of thermal environment landscape over five megacities in China based on Landsat 8," J. Appl. Remote Sens., Vol. 10, 026034, 2016.

57. Zhou, D., L. Zhang, L. Hao, G. Sun, Y. Liu, and C. Zhu, "Spatiotemporal trends of urban heat island effect along the urban development intensity gradient in China," Sci. Total Environ., Vol. 544, No. 219, 617-626, 2016.

58. Zhou, B., D. Rybski, and J. P. Kropp, "The role of city size and urban form in the surface urban heat island," Sci. Rep.-UK, Vol. 7, No. 1, 1-9, 2017.

59. Bonafoni, S., G. Baldinelli, P. Verducci, and A. Presciutti, "Remote sensing techniques for urban heating analysis: A case study of sustainable construction at district level," Sustainability-Basel, Vol. 9, No. 8, 1-12, 2017.

60. Sobstyl, J. M., T. Emig, M. J. A. Qomi, F. J. Ulm, and R. J. M. Pellenq, "Role of city texture in urban heat islands at nighttime," Phys. Rev. Lett., Vol. 120, No. 10, 6, 2018.

61. Yue, W. Z., X. Liu, Y. Y. Zhou, and Y. Liu, "Impacts of urban configuration on urban heat island: An empirical study in China mega-cities," Sci. Total Environ., Vol. 671, 1036-1046, 2019.

62. Yin, C. H., M. Yuan, Y. P. Lu, Y. P. Huang, and Y. F. Liu, "Effects of urban form on the urban heat island effect based on spatial regression model," Sci. Total Environ., Vol. 634, 696-704, 2018.

63. Cao, C., et al., "Urban heat islands in China enhanced by haze pollution," Nat. Commun., Vol. 7, 7, 2016.

64. Zhou, D., S. Bonafoni, L. Zhang, and R. Wang, "Remote sensing of the urban heat island effect in a highly populated urban agglomeration area in East China," Sci. Total Environ., Vol. 628–629, No. 219, 415-429, 2018.

65. Zhao, L., X. Lee, R. B. Smith, and K. Oleson, "Strong contributions of local background climate to urban heat islands," Nature, Vol. 511, No. 7508, 216-219, 2014.

66. Zhao, L., "Urban growth and climate adaptation," Nature Climate Change, Vol. 8, No. 12, 1034, 2018.

67. Manoli, G., et al., "Magnitude of urban heat islands largely explained by climate and population," Nature, Vol. 573, No. 7772, 55-60, 2019.

68. Sun, R., Y. Lv, X. Yang, and L. Chen, "Understanding the variability of urban heat islands from local background climate and urbanization," J. Clean. Prod., Vol. 208, 743-752, 2019.

69. Kim, Y. H. and J. J. Baik, "Spatial and temporal structure of the urban heat island in Seoul," Journal of Applied Meteorology, Vol. 44, No. 5, 591-605, 2005.

70. Pongracz, R., J. Bartholy, and Z. Dezso, "Remotely sensed thermal information applied to urban climate analysis," Adv. Space Res., Vol. 37, No. 12, 2191-2196, 2006.

71. Yan, Z. W., J. Wang, J.-J. Xia, and J. M. Feng, "Review of recent studies of the climatic effects of urbanization in China," Adv. Clim. Chang. Res., Vol. 7, No. 3, 154-168, 2016.

72. Ningrum, W., "Urban heat island towards urban climate," IOP Conference Series: Earth and Environmental Science, Vol. 118, No. 1, 2018.

73. Schwarz, N., S. Lautenbach, and R. Seppelt, "Exploring indicators for quantifying surface urban heat islands of European cities with MODIS land surface temperatures," Remote Sens. Environ., Vol. 115, No. 12, 3175-3186, 2011.

74. Weng, Q., "A remote sensing-gis evaluation of urban expansion and its impact on surface temperature in the Zhujiang Delta, China," Int. J. Remote Sens., Vol. 22, No. 10, 1999-2014, 2001.

75. Tran, H., D. Uchihama, S. Ochi, and Y. Yasuoka, "Assessment with satellite data of the urban heat island effects in Asian mega cities," Int. J. Appl. Earth Obs., Vol. 8, No. 1, 34-48, 2006.

76. Cui, Y., X. Xu, J. Dong, and Y. Qin, "Influence of urbanization factors on surface urban heat island intensity: A comparison of countries at different developmental phases," Sustainability (Switzerland), Vol. 8, No. 8, 706, 2016.

77. Singh, R. B., A. Grover, and J. Y. Zhan, "Inter-seasonal variations of surface temperature in the urbanized environment of delhi using landsat thermal data," Energies, Vol. 7, No. 3, 1811-1828, 2014.

78. Singh, P., N. Kikon, and P. Verma, "Impact of land use change and urbanization on urban heat island in Lucknow city, central India. A remote sensing based estimate," Sustain. Cities Soc., Vol. 32, 100-114, 2017.

79. Dissanayake, D., T. Morimoto, M. Ranagalage, and Y. Murayama, "Land-use/land-cover changes and their impact on surface urban heat islands: Case study of Kandy city, Sri Lanka," Climate, Vol. 7, No. 8, 99, 2019.

80. Chen, L., R. Jiang, and W. N. Xiang, "Surface heat island in Shanghai and its relationship with urban development from 1989 to 2013," Adv. Meteorol., Vol. 2016, 15 pages, 2016.

81. Buyantuyev, A. and J. G. Wu, "Urban heat islands and landscape heterogeneity: Linking spatiotemporal variations in surface temperatures to land-cover and socioeconomic patterns," Landscape Ecol., Vol. 25, No. 1, 17-33, 2010.

82. Deilami, K. and M. Kamruzzaman, "Modelling the urban heat island effect of smart growth policy scenarios in Brisbane," Land Use Policy, Vol. 64, 38-55, 2017.

83. Yang, Z., Y. Chen, Z. Wu, Z. Zheng, and J. Li, "Spatial pattern of urban heat island and multivariate modeling of impact factors in the Guangdong-Hong Kong-Macao Greater Bay Area," Resources Science, Vol. 41, No. 6, 1154-1166, 2019.

84. Wu, K. and X. Q. Yang, "Urbanization and heterogeneous surface warming in Eastern China," Chinese Sci. Bull., Vol. 58, No. 12, 1363-1373, 2013.

85. Fonseka, H. P. U., H. S. Zhang, Y. Sun, H. Su, H. Lin, and Y. Y. Lin, "Urbanization and its impacts on land surface temperature in Colombo Metropolitan Area, Sri Lanka, from 1988 to 2016," Remote Sens., Vol. 11, No. 8, 957, 2019.

86. Dhar, R. B., S. Chakraborty, R. Chattopadhyay, and P. K. Sikdar, "Impact of land-use/land-cover change on land surface temperature using satellite data: A case study of Rajarhat Block, North 24-Parganas District, West Bengal," J. Indian Soc. Remote, Vol. 47, No. 2, 331-348, 2019.

87. Ding, H. Y. and W. Z. Shi, "Land-use/land-cover change and its influence on surface temperature: A case study in Beijing city," Int. J. Remote Sens., Vol. 34, No. 15, 5503-5517, 2013.

88. Zhou, B., D. Rybski, and J. P. Kropp, "On the statistics of urban heat island intensity," Geophys. Res. Lett., Vol. 40, No. 20, 5486-5491, 2013.

89. Ward, K., S. Lauf, B. Kleinschmit, and W. Endlicher, "Heat waves and urban heat islands in Europe: A review of relevant drivers," Sci. Total Environ., Vol. 569–570, 527-539, 2016.

90. Peng, J., J. Jia, Y. Liu, H. Li, and J. Wu, "Seasonal contrast of the dominant factors for spatial distribution of land surface temperature in urban areas," Remote Sens. Environ., Vol. 215, 255-267, 2018.

91. Shastri, H., S. Paul, S. Ghosh, and S. Karmakar, "Impacts of urbanization on Indian summer monsoon rainfall extremes," Journal of Geophysical Research Atmospheres, Vol. 120, 495-516, 2015.

92. Barat, A., S. Kumar, P. Kumar, and P. P. Sarthi, "Characteristics of surface urban heat island (Suhi) over the gangetic plain of Bihar, India," Asia-Pac. J. Atmos. Sci., Vol. 54, No. 2, 205-214, 2018.

93. Shastri, H., B. Barik, S. Ghosh, C. Venkataraman, and P. Sadavarte, "Flip flop of day-night and summer-winter surface urban heat island intensity in India," Sci. Rep.-UK, Vol. 7, 1-8, 2017.

94. Soltanifard, H. and K. Aliabadi, "Impact of urban spatial configuration on land surface temperature and urban heat islands: A case study of Mashhad, Iran," Theor. Appl. Climatol., Vol. 137, No. 3–4, 2889-2903, 2019.

95. Simwanda, M., M. Ranagalage, R. C. Estoque, and Y. Murayama, "Spatial analysis of surface urban heat islands in four rapidly growing African cities," Remote Sens., Vol. 11, No. 14, 1645, 2019.

96. Cui, Y. Y. and B. de Foy, "Seasonal variations of the urban heat island at the surface and the near-surface and reductions due to urban vegetation in Mexico city," Journal of Applied Meteorology & Climatology, Vol. 51, No. 5, 855-868, 2006.

97. Li, X., Y. Zhou, G. R. Asrar, M. Imhoff, and X. Li, "The surface urban heat island response to urban expansion: A panel analysis for the conterminous United States," Sci. Total Environ., Vol. 605–606, 426-435, 2017.

98. Yao, R., L. C. Wang, X. Gui, Y. K. Zheng, H. M. Zhang, and X. Huang, "Urbanization effects on vegetation and surface urban heat islands in China’s Yangtze River Basin," Remote Sens., Vol. 9, No. 6, 540, 2017.

99. Tu, L. L., et al., "Surface urban heat island effect and its relationship with urban expansion in Nanjing, China," J. Appl. Remote Sens., Vol. 10, No. 2, 026037, 2016.

100. Cai, D., K. Fraedrich, Y. Guan, S. Guo, and C. Zhang, "Urbanization and the thermal environment of Chinese and US-American cities," Sci. Total Environ., Vol. 589, 200-211, 2017.

101. Wang, C. Y., S. W. Myint, P. L. Fan, M. Stuhlmacher, and J. C. Yang, "The impact of urban expansion on the regional environment in Myanmar: A case study of two capital cities," Landscape Ecol., Vol. 33, No. 5, 765-782, 2018.

102. Krayenhoff, E. S., M. Moustaoui, A. M. Broadbent, V. Gupta, and M. Georgescu, "Diurnal interaction between urban expansion, climate change and adaptation in US cities," Nature Climate Change, Vol. 8, No. 12, 1097, 2018.

103. Yao, R., L. Wang, X. Huang, W. Zhang, J. Li, and Z. Niu, "Interannual variations in surface urban heat island intensity and associated drivers in China," J. Environ. Manage., Vol. 222, 86-94, 2018.

104. Mohajerani, A., J. Bakaric, and T. Jeffrey-Bailey, "The urban heat island effect, its causes, and mitigation, with reference to the thermal properties of asphalt concrete," J. Environ. Manage., Vol. 197, 522-538, 2017.

105. Filho, W. L., L. E. Icaza, V. O. Emanche, and A. Q. Al-Amin, "An evidence-based review of impacts, strategies and tools to mitigate urban heat islands," Int. J. Env. Res. Pub. He., Vol. 14, No. 12, 29, 2017.

106. Aflaki, A., et al., "Urban heat island mitigation strategies: A state-of-the-art review on Kuala Lumpur, Singapore and Hong Kong," Cities, Vol. 62, 131-145, 2017.

107. He, B. J., "Potentials of meteorological characteristics and synoptic conditions to mitigate urban heat island effects," Urban Clim., Vol. 24, 26-33, 2018.

108. Khamchiangta, D. and S. Dhakal, "Physical and non-physical factors driving urban heat island: Case of Bangkok Metropolitan Administration, Thailand," J. Environ. Manage., Vol. 248, 109285, 2019.

109. Yang, W., Y. Luan, X. Liu, X. Yu, L. Miao, and X. Cui, "A new global anthropogenic heat estimation based on high-resolution nighttime light data," Scientific Data, Vol. 4, 170116, 2017.

110. McCarthy, M. P., M. J. Best, and R. A. Betts, "Climate change in cities due to global warming and urban effects," Geophys. Res. Lett., Vol. 37, No. 9, L09705, 2010.

111. Zhao, S. Q., D. C. Zhou, and S. G. Liu, "Data concurrency is required for estimating urban heat island intensity," Environ. Pollut., Vol. 208, 118-124, 124.

112. Morris, C. J. G., I. Simmonds, and N. Plummer, "Quantification of the influences of wind and cloud on the nocturnal urban heat island of a large city," Journal of Applied Meteorology, Vol. 40, No. 2, 169-182, 2001.

113. Mirzaei, P. A., "Recent challenges in modeling of urban heat island," Sustain. Cities Soc., Vol. 19, 200-206, 2015.


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