World Meteorological Organization (WMO). Guide to Instruments and Methods of Observation: Volume I Measurement of Meteorological Variables, WMO-No. 8, 2018 ed., 549 (2018). https://library.wmo.int/doc_num.php?explnum_id=10616.
Ren, G. et al. Urbanization effects on observed surface air temperature trends in North China. J. Clim. 21, 1333–1348 (2008).
Ngarambe, J., Oh, J. W., Su, M. A., Santamouris, M. & Yun, G. Y. Influences of wind speed, sky conditions, land use and land cover characteristics on the magnitude of the urban heat island in Seoul: An exploratory analysis. Sustain. Cities Soc. 71, 102953 (2021).
He, W., Zhang, L. & Yuan, C. Future air temperature projection in high-density tropical cities based on global climate change and urbanization: A study in Singapore. Urban Clim. 42, 101115 (2022).
Hu, Z. & Li, Y. Effect of urbanization on extreme temperature events in Liaoning Province, China, from a spatiotemporal perspective. Urban Clim. 41, 101025 (2022).
Tong, X., Wang, P., Wu, S. & Luo, M. Urbanization effects on high-frequency temperature variability over South China. Urban Clim. 42, 101092 (2022).
Yao, R. et al. Effects of urbanization on heat waves based on the wet-bulb temperature in the Yangtze River Delta urban agglomeration, China. Urban Clim. 41, 101067 (2022).
Simon, H. et al. Modeling transpiration and leaf temperature of urban trees: A case study evaluating the microclimate model ENVI-met against measurement data. Landsc. Urban Plan. 174, 33–40 (2018).
Yi, C., Shin, Y. & Roh, J. W. Development of an urban high-resolution air temperature forecast system for local weather information services based on statistical downscaling. Atmosphere 9, 164 (2018).
Detommaso, M., Costanzo, V. & Nocera, F. Application of weather data morphing for calibration of urban ENVI-met microclimate models: Results and critical issues. Urban Clim. 38, 100895 (2021).
Lee, J. W., Min, K. H. & Lim, K. S. Comparing 3DVAR and hybrid radar data assimilation methods for heavy rain forecast. Atmos. Res. 270, 106062 (2022).
Liao, Y. et al. Surface urban heat island detected by all-weather satellite land surface temperature. Sci. Total Environ. 811, 151405 (2022).
Aristodemou, E. et al. Enhancing CFD-LES air pollution prediction accuracy using data assimilation. Build. Environ. 165, 106383 (2019).
Na, H. N. & Jung, W. S. A study on improving the prediction accuracy of a Typhoon Disaster prevention model Part I: Sensitivity of the WRF model to high-resolution SST data and meteorological data assimilation. J. Korean Soc. Atmos. Environ. 35, 303–317 (2019).
Tian, J., Liu, J., Yan, D., Ding, L. & Li, C. Ensemble flood forecasting based on a coupled atmospheric-hydrological modeling system with data assimilation. Atmos. Res. 224, 127–137 (2019).
Kuang, W., Li, Z. & Hamdi, R. Comparison of surface radiation and turbulent heat fluxes in Olympic Forest Park and on a building roof in Beijing, China. Urban Clim. 31, 100562 (2020).
Vallati, A., Mauri, L. & Colucci, C. Impact of shortwave multiple reflections in an urban street canyon on building thermal energy demands. Energy Build. 174, 77–84 (2018).
Doulos, L., Santamouris, M. & Livada, I. Passive cooling of outdoor urban spaces: The role of materials. Sol. Energy 77, 231–249 (2004).
Synnefa, A., Santamouris, M. & Livada, I. A study of the thermal performance of reflective coatings for the urban environment. Sol. Energy. 80, 968–981 (2006).
Loughner, C. P. et al. Roles of urban tree canopy and buildings in urban heat island effects: Parameterization and preliminary results. J. Appl. Meteorol. Climatol. 51, 1775–1793 (2012).
Cascone, S., Catania, F., Gagliano, A. & Sciuto, G. A comprehensive study on green roof performance for retrofitting existing buildings. Build. Environ. 136, 227–239 (2018).
Yazdani, H. & Baneshi, M. Building energy comparison for dynamic cool roofs and green roofs under various climates. Sol. Energy. 230, 764–778 (2021).
Jaafar, H., Lakkis, I. & Yeretzian, A. Impact of boundary conditions in a microclimate model on mitigation strategies affecting temperature, relative humidity, and wind speed in a Mediterranean city. Build. Environ. 210, 108712 (2022).
Yeo, K. & Jung, Y. An analysis of effect of green roofs in urbanized areas on runoff alleviation and cost estimation. Seoul inst. 14, 161–177 (2013).
Lee, B. S., Kwon, H. K., Kim, J. G. & Kim, J. H. The effect of green roof load on the structural design of roof slab of LH housing and service facilities. LHI J. Hous. Urban Affairs 7, 53–63 (2016).
Shin, E. H. & Kim, H. S. Benefit–cost analysis of green roof initiative projects: The case of jung-gu. Seoul. Sustainability 11, 3319 (2019).
KMA. Guidelines for installation and operation of meteorological observatory (2019). https://book.kma.go.kr/search/DetailView.ax?sid=1&cid=37744.
AASC. Recommendations and Best Practices for Mesonets, version 1 37 (American Association of State Climatologists Rep, 2019).
EPA. Meteorological monitoring guidance for regulatory modeling applications, p. EPA-454/R-99-005. United States Environmental Protection Agency, Research Triangle Park, North Carolina (2000). https://www.epa.gov/sites/default/files/2020-10/documents/mmgrma_0.pdf.
EPA. Quality assurance handbook for air pollution measurement systems. Vol. IV, Meteorological Measurements. EPA-454/B-08-002. United States Environmental Protection Agency, Research Triangle Park, North Carolina (2008). https://www3.epa.gov/ttnamti1/files/ambient/pm25/qa/Final%20Handbook%20Document%201_17.pdf.
Jung, G. M. A study on the proper height of AWS temperature sensor on the roof, Weather work improvement announcement book, KMA, pp. 77–88 (1994). https://book.kma.go.kr/viewer/MediaViewer.ax?cid=11512&rid=5&moi=2787.
Kim, G. B., Lee, S. G., Lim, J. S., Chio, K. M., Gwon, D. S., Jung, H. H., Kim, H. S., Shin, Y. S. A study on the radiation effects of AWS installed on the roof, Gangwon weather characteristics book. 8, 107–113 (1999). https://book.kma.go.kr/viewer/MediaViewer.ax?cid=19986&rid=5&moi=2620.
Joo, H. D., Lee, M. J. & Ham, I. W. The characteristics of air temperature according to the location of automatic weather system. J. Atmos. 15, 179–186 (2005).
NIMS. Annual Report of the Standard Weather Observatories in Korea 105 (NIMS, 2021).
KMA. A detailed analysis of climate change in Gochang-gun, North Jeolla province, KMA, p. 92 (2017). http://www.climate.go.kr/home/cc_data/2018/scenario/analysis_report/Jeollabukdo_Gochanggun.pdf.
Estévez, J., Gavilán, P. & Giráldez, J. V. Guidelines on validation procedures for meteorological data from automatic weather stations. J. Hydrol. 402, 144–154 (2011).
Sharma, A. et al. Green and cool roofs to mitigate urban heat island effects in the Chicago metropolitan area: Evaluation with a regional climate model. Environ. Res. Lett. 11, 064004. https://doi.org/10.1088/1748-9326/11/6/064004 (2016).
Zou, Z. et al. Impacts of land use/land cover types on interactions between urban heat island effects and heat waves. Build. Environ. 204, 108138 (2021).
Zingre, K. T. et al. Modeling of cool roof heat transfer in tropical climate. Renew. Energy. 75, 210–223 (2015).
Yun, S. H. et al. The effect of temperature reduction of green roof using rainwater storage tank. J. Korean Environ. Res. Tech. 24, 109–119 (2021).
Trenberth, K. E. & Shea, D. J. Relationships between precipitation and surface temperature. Geophys. Res. Lett. 32, L14703 (2005).