Abstract
This study evaluates the impact of the urban heat island (UHI) on the daily and sub-daily monsoon rainfall variabilities in East Asian megacities using the high-resolution ground- and satellite-based observations for the period of 1998–2015. The three representative megacity regions, i.e., Guangdong in China, Seoul/Gyeonggi in Korea, and Tokyo in Japan, are particularly considered. A strong UHI day, defined as a summer day with UHI index greater than one standard deviation, is typically drier than normal especially in the urban area. However, when rainy, a distinct rainfall peak appears in the early afternoon, contrasting to the climatological rainfall distribution with a maximum rainfall in the early morning and a secondary maximum in the late afternoon. A stronger early-afternoon rainfall in the urban area than in the rural area becomes more pronounced as UHI intensity increases beyond a certain threshold value. The UHI-induced extreme rainfall in the afternoon, which is larger than climatology, is also robustly found in all three megacity regions. The impact of the UHI on extreme rainfall is the largest in Tokyo (55–75%), followed by Seoul/Gyeonggi (35–65%) and Guangdong (25–50%). Such regional difference can be partly explained by the difference in the geographical location and urbanization progress. This result suggests that East Asian megacities are likely prone to more extreme UHI-induced rainfall with accelerated urbanization.
Similar content being viewed by others
Data availability
The raw dataset of APHRODITE-grid temperature and precipitation used in this study can be accessed at http://aphrodite.st.hirosaki-u.ac.jp/members.html. The GRUMPv1 and DMSP/OSL nighttime light datasets are also accessed, respectively, at https://sedac.ciesin.columbia.edu/data/set/grump-v1-urban-extents and https://ngdc.noaa.gov/eog/dmsp/downloadV4composites.html.
Code availability
The source code of analysis used in this study can be available to request to the first author, Seok-Geun Oh (seokgeunoh@snu.ac.kr) with reasonable justification.
References
Adachi SA, Kimura F, Kusaka H, Duda MG, Yamagata Y, Seya H, Nakamichi K, Aoyagi T (2014) Moderation of summertime heat island phenomena via modification of the urban form in the Tokyo metropolitan area. J Appl Meteorol Climatol 53(8):1886–1900
Bélair S, Leroyer S, Seino N, Spacek L, Souvanlasy V, Paouin-Ricard D (2018) Role and impact of the urban environment in a numerical forecast of an intense summertime precipitation event over Tokyo. J Meteorol Soc Jpn 96A:77–94
Daniel M, Lemonsu A, Deque M, Somot S, Alias A, Masson V (2019) Benefits of explicit urban parameterization in regional climate modeling to study climate and city interactions. Clim Dyn 52:2745–2764
Doblas-Reyes FJ et al (2021) Linking global to regional climate change. In: Climate Change 2021: The physical science basis. Contribution of working group I to the sixth assessment report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge (in press)
Eun SH, Chae SH, Kim BG, Chang KH (2011) Effect of urbanization on the light precipitation in the mid-Korean peninsula. Atmos 21:229–241 (in Korean with English abstract)
Ganeshan M, Murtugudde R, Imhoff ML (2013) A multi-city analysis of the UHI-influence on warm season rainfall. Urban Clim 6:1–23
Han JY, Baik JJ, Lee H (2014) Urban impacts on precipitation. Asia-Pac J Atmos Sci 50:17–30
Hong JW, Hong J, Kwon EE, Yoon DK (2019) Temporal dynamics of urban heat island correlated with the socio-economic development over the past half-century in Seoul, Korea. Environ Pollut. https://doi.org/10.1016/j.envpol.2019.07.102
Huffman GJ, Adler RF, Bolvin DT, Gu G, Nelkin EJ, Hong Y, Wolff DB (2007) The TRMM multisatellite precipitation analysis (TMPA): quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8:38–55
Iossifova D (2019) East Asian urbanization. In: Qrum AM (ed) The Wiley Blackwell encyclopedia of urban and regional studies. Wiley Blackwell, Chichester. https://doi.org/10.1002/9781118568446.eurs0084
Ji X, Li Y, Luo X, He D, Guo R, Wang J, Bai Y, Yue C, Liu C (2020) Evaluation of bias correction methods for APHRODITE data to improve hydrologic simulation in a large Himalayan basin. Atmos Res. https://doi.org/10.1016/j.atmosres.2020.104964
Jiang X, Luo Y, Zhang DL, Wu M (2020) Urbanization enhanced summertime extreme hourly precipitation over the Yangtze River Delta. J Clim 33:5809–5826
Kar SK, Liou YA, Ha KJ (2007) Characteristics of cloud-to-ground lightning activity over Seoul, South Korea in relation to an urban effect. Ann Geophys 25:2113–2118
Karlický J, Huszar P, Novakova T, Belda M, Svabik F, Doubalova J, Halenka T (2020) The urban meteorology island: a multi-model ensemble analysis. Atmos Chem Phys Discuss 20:15061–15077
Kim DW, Choi DY, Chang DE (2011) Characteristics of urban meteorology in Seoul metropolitan area of Korea. Atmos 21:257–271 (in Korean with English abstract)
Kim DW, Kim YH, Kim KH, Shin SS, Kim DK, Hwang YJ, Park JI, Choi DY, Lee YH (2012) Effect of urbanization on rainfall events during the 2010 summer intensive observation period over Seoul metropolitan area. J Korean Earth Sci Soc 33:219–232 (in Korean with English abstract)
Kim G, Cha DH, Song CK, Kim H (2021) Impacts of anthropogenic heat and building height on urban precipitation over the Seoul metropolitan area in regional climate modeling. J Geophys Res Atmos. https://doi.org/10.1029/2021JD035348
Korea Energy Economics Institute (2014) Report on national energy consumption. Korea Ministry of Trade, Industry & Energy (in Korean)
Kug JS, Ahn MS (2013) Impact of urbanization on recent temperature and precipitation trends in the Korean peninsula. Asia-Pac J Atmos Sci 49:151–159
Kusaka H, Nawata K, Suzuki-Parker A, Takane Y, Furuhashi N (2014) Mechanism of precipitation increase with urbanization in Tokyo as revealed by ensemble climate simulations. J Appl Meteorol Climatol 53:824–839
Li Y, Wang W, Chang M, Wang X (2021) Impacts of urbanization on extreme precipitation in the Guangdong-Hong Kong-Macau Greater Bay Area. Urban Clim. https://doi.org/10.1016/j.uclim.2021.100904
Mann HB, Whitney DR (1947) On a test of whether one of two random variables is stochastically larger than the other. Ann Math Statist 18(1):50–60
Manola I, Steeneveld GJ, Uijlenhoet R, Holtslag AAM (2020) Analysis of urban rainfall from hourly to seasonal scales using high-resolution radar observations in the Netherlands. Int J Climatol 40:822–840
Misumi R, Shoji Y, Saito K, Seko H, Seino N, Suzuki S, Shusse Y, Hirano K, Belair S, Chandrasekar V, Lee DI, Filho AJP, Nkatani T, Maki M (2019) Result of the Tokyo Metropolitan Area Convection Study for Extreme Weather Resilient Cities (TOMACS). Bull Am Meteorol Soc 100(10):2027–2041
Nam WH, Baigorria GA, Hong EM, Kim T (2018) The fingerprint of climate change and urbanization in South Korea. Atmos. https://doi.org/10.3390/atmos9070273
Niyogi D, Lei M, Kishtawal C, Schmid P, Shepherd M (2017) Urbanization impacts on the summer heavy rainfall climatology over the eastern United States. Earth Interact 21:1–17
Oh SG, Suh MS (2018) Changes in seasonal and diurnal precipitation types during summer over South Korea in the late twenty-first century (2081–2100) projected by the RegCM4.0 based on four RCP scenarios. Clim Dyn 51:3041–3060
Oh SG, Sushama L (2021) Urban-climate interactions during summer over eastern North America. Clim Dyn 57:3015–3028
Oh SG, Son SW, Min SK (2021) Possible impact of urbanization on extreme precipitation-temperature relationship in East Asian megacities. Weather Clim Extrem. https://doi.org/10.1016/j.wace.2021.100401
Park C, Min SK, Lee D, Cha DH, Suh MS, Kang HS, Hong SY, Lee DK, Baek HJ, Boo KO, Kwon WT (2016) Evaluation of multiple regional climate models for summer climate extremes over East Asia. Clim Dyn 46:2469–2486
Park CK, Chang M, Ho CH, Ha KJ, Kim J, Sohn BJ (2021) Two types of diurnal variations in heavy rainfall during July over Korea. Adv Atmos Sci. https://doi.org/10.1007/s00376-021-1178-8
Revi A, Satterthwaite DE, Aragon-Durand F, Corfee-Morlot J, Kiunsi RBR, Pelling M, Roberts DC, Solecki W (2014) Urban areas. Climate change 2014: impacts, adaptation, and vulnerability part A: global and sectoral aspects. Contribution of working group II to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge, pp 535–612
Shepherd JM, Buriian S (2003) Detection of urban-induced rainfall anomalies in a major coastal city. Earth Interact 7:1–17
Shepherd JM, Pierce H, Negri AJ (2002) Rainfall modification by major urban areas: Observations from spaceborne rain radar on the TRMM satellite. J Appl Meteorol Climatol 41(7):689–701
Shimadera H, Kondo A, Shrestha KL, Kitaoka K, Inoue Y (2015) Numerical evaluation of the impact of urbanization on summertime precipitation in Osaka, Japan. Adv Meteorol. https://doi.org/10.1155/2015/379361
Singh J, Karmakar S, PaiMazumder D, Ghosh S, Niyogi D (2020) Urbanization alters rainfall extremes over the contiguous United States. Environ Res Lett. https://doi.org/10.1088/1748-9326/ab8980
Tsunematsu N, Dairaku K, Hirano J (2013) Future change in summertime precipitation amounts associated with topography in the Japanese islands. J Geophys Res Atmos 118:4142–4153
United Nations (2017) World Population Prospects: the 2017 revision, key findings and advanced tables. Department of Economic and Social Affairs, Population Division, United Nations Press, p 47
Wang D, Jiang P, Wang G, Wang D (2015) Urban extent enhances extreme precipitation over the Pearl River Delta, China. Atmos Sci Lett. https://doi.org/10.1002/asl2.559
Word Bank (2015) East Asia’s Changing Urban Landscape: measuring a decade of spatial growth. World Bank Group, Washington, DC. http://hdl.handle.net/10986/21159
Wu M, Luo Y, Chen F, Wong WK (2019) Observed link of extreme hourly precipitation changes to urbanization over Coastal South China. J Appl Meteorol Climatol 58:1799–1819
Yang P, Ren G, Yan P (2017) Evidence for a strong association of short-duration intense rainfall with urbanization in the Beijing urban area. J Clim 30:5851–5870
Yatagai A, Kamiguchi K, Arakawa O, Hamada A, Yasutomi N, Kitoh A (2012) APHRODITE: constructing a long-term daily gridded precipitation dataset for Asia based on a dense network of rain gauges. Bull Am Meteorol Soc 93(9):1401–1415
Yatagai A, Maeda M, Khadgarai S, Masuda M, Xie P (2020) End of the day (EOD) judgment for daily rain-gauge data. Atmos. https://doi.org/10.3390/atmos11080772
Ye Q, Ahammed F (2020) Quantification of relationship between annual daily maximum temperature and annual daily maximum rainfall in South Australia. Atmos Ocean Sci Lett 13(4):286–293
Zhang Y, Miao S, Dai Y, Bornstein R (2017) Numerical simulation of urban land surface effects on summer convective rainfall under different UHI intensity in Beijing. J Geophy Res Atmos 122:7851–7568
Zhang H, Wu C, Chen W, Huang G (2019) Effect of urban expansion on summer rainfall in the Pearl River Delta, South China. J Hydrol 568:747–757
Zhao T, Yatagai A (2014) Evaluation of TRMM 3B42 product using a new gauge-based analysis of daily precipitation over China. Int J Climatol 34:2749–2762
Zhong S (2020) Diurnal variation of the duration and environment for heavy rainfall during the warm season in South China. Atmos Sci Lett. https://doi.org/10.1002/asl.969
Acknowledgements
We thank the research groups for making the dataset used in this study, APHRODITE, TMPA, and DMSP-OLS grid observation datasets. This study is supported by the Korea Meteorological Administration Research and Development Program under Grant KMI2020-01010-1. This study is also supported by “Development of Advanced Science and Technology for Marine Environmental Impact Assessment” of Korea Institute of Marine Science & Technology Promotion (KIMST) funded by the Ministry of Oceans and Fisheries (KIMST-20210427).
Funding
This study is supported by the Korea Meteorological Administration Research and Development Program under Grant KMI2020-01010-1. This study is also supported by “Development of Advanced Science and Technology for Marine Environmental Impact Assessment” of Korea Institute of Marine Science & Technology Promotion (KIMST) funded by the Ministry of Oceans and Fisheries (KIMST-20210427).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by SO. The first draft of the manuscript was written by SO, JH, SM, and SS and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The authors have no relevant financial or non-financial interests to disclose.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Oh, SG., Han, JY., Min, SK. et al. Impact of urban heat island on daily and sub-daily monsoon rainfall variabilities in East Asian megacities. Clim Dyn 61, 19–32 (2023). https://doi.org/10.1007/s00382-022-06556-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00382-022-06556-y