Changnon, S. A. Jr The La Porte weather anomaly—fact or fiction? Bull. Am. Meteorol. Soc. 49, 4–11 (1968).
Shepherd, J. M. A review of current investigations of urban-induced rainfall and recommendations for the future. Earth Interact. 9, 1–27 (2005).
Sui, X., Yang, Z. L., Shepherd, M. & Niyogi, D. Global scale assessment of urban precipitation anomalies. Proc. Natl Acad. Sci. USA 121, e2311496121 (2024).
Jackson, T. L., Feddema, J. J., Oleson, K. W., Bonan, G. B. & Bauer, J. T. in Geography of Climate Change (ed. Aspinall, R.) 135–152 (Routledge, 2013).
Zhao, L. et al. Global multi-model projections of local urban climates. Nat. Clim. Change 11, 152–157 (2021).
Zahran, S., Brody, S. D., Peacock, W. G., Vedlitz, A. & Grover, H. Social vulnerability and the natural and built environment: a model of flood casualties in Texas. Disasters 32, 537–560 (2008).
Guccione, A. et al. Extreme precipitation changes in relation to urbanization. npj Nat. Hazards 3, 10 (2026).
Luber, G. & McGeehin, M. Climate change and extreme heat events. Am. J. Prev. Med. 35, 429–435 (2008).
Jáuregui, E. & Romales, E. Urban effects on convective precipitation in Mexico City. Atmos. Environ. 30, 3383–3389 (1996).
Shem, W. & Shepherd, M. On the impact of urbanization on summertime thunderstorms in Atlanta: two numerical model case studies. Atmos. Res. 92, 172–189 (2009).
Torelló-Sentelles, H., Villarini, G., Koukoula, M. & Peleg, N. Impacts of urban dynamics and thermodynamics on convective rainfall across different urban forms. Urban Clim. 62, 102499 (2025).
Islam, S., Villarini, G. & Zhang, W. Quantification of the role of urbanization in changing the rainfall associated with tropical cyclones affecting Charlotte, North Carolina. Urban Clim. 52, 101681 (2023).
Zhang, W., Villarini, G., Vecchi, G. A. & Smith, J. A. Urbanization exacerbated the rainfall and flooding caused by hurricane Harvey in Houston. Nature 563, 384–388 (2018).
Qian, Y. et al. Urbanization impact on regional climate and extreme weather: current understanding, uncertainties, and future research directions. Adv. Atmos. Sci. 39, 819–860 (2022).
Lalonde, M., Oudin, L. & Bastin, S. Urban effects on precipitation: do the diversity of research strategies and urban characteristics preclude general conclusions? Urban Clim. 51, 101605 (2023).
Niyogi, D. et al. Urban modification of thunderstorms: an observational storm climatology and model case study for the Indianapolis urban region. J. Appl. Meteorol. Climatol. 50, 1129–1144 (2011).
Li, Q., Yang, J. & Yang, L. Impact of urban roughness representation on regional hydrometeorology: an idealized study. J. Geophys. Res. Atmos. 126, e2020JD033812 (2021).
Qian, Y. et al. Heavy pollution suppresses light rain in China: Observations and modeling. J. Geophys. Res. Atmos. 114, D00K02 (2009).
Shen, Y. & Yang, L. Divergent urban signatures in rainfall anomalies explained by pre-storm environment contrast. Geophys. Res. Lett. 50, e2022GL101658 (2023).
Kishtawal, C. M., Niyogi, D., Tewari, M., Pielke, R. A. & Shepherd, J. M. Urbanization signature in the observed heavy rainfall climatology over India. Int. J. Climatol. 30, 1908–1916 (2010).
Liu, J. & Niyogi, D. Meta-analysis of urbanization impact on rainfall modification. Sci. Rep. 9, 7301 (2019).
Torelló-Sentelles, H., Marra, F., Koukoula, M., Villarini, G. & Peleg, N. Intensification and changing spatial extent of heavy rainfall in urban areas. Earths Future 12, e2024EF004505 (2024).
Miao, S., Chen, F., Li, Q. & Fan, S. Impacts of urban processes and urbanization on summer precipitation: a case study of heavy rainfall in Beijing on 1 August 2006. J. Appl. Meteorol. Climatol. 50, 806–825 (2011).
Patel, P. et al. Impact of urban representation on simulation of Hurricane rainfall. Geophys. Res. Lett. 50, e2023GL104078 (2023).
Bowman, K. P. & Homeyer, C. R. GridRad – three-dimensional gridded NEXRAD WSR-88D radar data. Research data archive at the National Center for Atmospheric Research, Computational and Information Systems Laboratory. https://doi.org/10.5065/D6NK3CR7 (2017).
Sui, X., Yang, Z. L. & Niyogi, D. Diurnal urban rainfall anomalies across different landscapes. Sci. Adv. 11, eads5046 (2025).
Nielsen-Gammon, J. W. in The Impact of Global Warming on Texas (eds Schmandt, J., North, G. R. & Clarkson, J.) 39–68 (Univ. Texas Press, 2011).
Cerveny, R. S. & Balling, R. C. Jr Weekly cycles of air pollutants, precipitation and tropical cyclones in the coastal NW Atlantic region. Nature 394, 561–563 (1998).
Forster, P. M. D. F. & Solomon, S. Observations of a “weekend effect” in diurnal temperature range. Proc. Natl Acad. Sci. USA 100, 11225–11230 (2003).
Qin, Y., Tonnesen, G. S. & Wang, Z. Weekend/weekday differences of ozone, NOx, CO, VOCs, PM10 and the light scatter during ozone season in southern California. Atmos. Environ. 38, 3069–3087 (2004).
Joss, J. & Lee, R. The application of radar gauge comparisons to operational precipitation profile corrections. J. Appl. Meteorol. 34, 2612–2630 (1995).
NOAA/NEXRAD Radar Operations Center. NEXRAD and TDWR radar locations and coverage maps. https://www.roc.noaa.gov/branches/program-branch/site-id-database/site-id-location-maps.php (2024).
Miller, P. & Debbage, N. Weakly forced thunderstorms in the Southeast US are stronger near urban areas. Geophys. Res. Lett. 50, e2023GL105081 (2023).
Ganeshan, M., Murtugudde, R. & Imhoff, M. L. A multi-city analysis of the UHI-influence on warm season rainfall. Urban Clim. 6, 1–23 (2013).
Gaffen, D. & Bornstein, R. D. Case study of urban interactions with a synoptic scale cold front. Meteorol. Atmos. Phys. 38, 185–194 (1988).
Hu, C., Tam, C. Y., Wang, Z., Fang, X. & Yang, Z. L. Urbanization impacts on South China Greater Bay Area extreme rainfall—sensitivity to synoptic systems during the pre-monsoon period. Adv. Atmos. Sci. 42, 870–891 (2025).
Doswell, C. A. III. in Severe Convective Storms (ed. Doswell, C. A.) 1–26 (American Meteorological Society, 2001).
Chang, C. C., Zhou, S., Cao, R., Yang, C. & Guo, H. Inconsistent urbanization effects on rainfall events across 19 urban agglomeration spanning humid to arid climates. J. Hydrol. 662, 133969 (2025).
Xiong, J., Yang, Y., Yang, L. & Yang, D. Asymmetric shifts in precipitation due to urbanization across global cities. Nat. Commun. 16, 5802 (2025).
Homeyer, C. R. & Bowman, K. P. Algorithm description document for version 3.1 of the three-dimensional gridded NEXRAD WSR-88D Radar (GridRad) dataset. GridRad https://gridrad.org/pdf/GridRad-v3.1-Algorithm-Description.pdf (2017).
Murphy, A. M., Homeyer, C. R. & Allen, K. Q. Development and investigation of GridRad-Severe, a multiyear severe event radar dataset. Mon. Weather Rev. 151, 2257–2277 (2023).
Schumacher, R. S. & Rasmussen, K. L. The formation, character and changing nature of mesoscale convective systems. Nat. Rev. Earth Environ. 1, 300–314 (2020).
Feng, Z. et al. A global high-resolution mesoscale convective system database using satellite-derived cloud tops, surface precipitation, and tracking. J. Geophys. Res. Atmos. 126, e2020JD034202 (2021).
Murillo, E. M., Homeyer, C. R. & Allen, J. T. A 23-year severe hail climatology using GridRad MESH observations. Mon. Weather Rev. 149, 945–958 (2021).
Cooney, J. W., Bowman, K. P., Homeyer, C. R. & Fenske, T. M. Ten year analysis of tropopause-overshooting convection using GridRad data. J. Geophys. Res. Atmos. 123, 329–343 (2018).
NOAA National Weather Service (NWS) Radar Operations Center. NOAA Next Generation Radar (NEXRAD) Level 2 base data. NOAA National Centers for Environmental Information. https://doi.org/10.7289/V5W9574V (1991).
Lorenz, J. M., Kronenberg, R., Bernhofer, C. & Niyogi, D. Urban rainfall modification: observational climatology over Berlin, Germany. J. Geophys. Res. Atmos. 124, 731–746 (2019).
National Oceanic and Atmospheric Administration (NOAA). Radar images: reflectivity. https://www.noaa.gov/jetstream/reflectivity (2023).
Dewitz, J. & U.S. Geological Survey (USGS). National Land Cover Database (NLCD) 2019 Products (ver. 2.0). U.S. Geological Survey data release. https://doi.org/10.5066/P9KZCM54 (2021).
NOAA Weather Prediction Center. WPC Archive of the National Forecast Chart. https://www.wpc.ncep.noaa.gov/noaa/noaa_archive.php (2026).
Brown, V. M. et al. How rare was the August 2016 South-Central Louisiana heavy rainfall event? J. Hydrometeorol. 21, 773–790 (2020).
Curtis, L. & Moller, A. R. A multi-platform analysis of the central Texas floods of May 13, 2004. In Proc. 22nd Conference on Severe Local Storms (American Meteorological Society, 2004).
Fanelli, C., Fanelli, P. & Fenstermacher, L. E. Hurricane Ike. NOAA Water Level and Meteorological Data Report (National Oceanic and Atmospheric Administration, 2009).
National Hurricane Center. Tropical Cyclone Reports: Atlantic Hurricane Season (National Oceanic and Atmospheric Administration, 2026).
Texas Climate Reports. Texas A&M University https://climatexas.tamu.edu/products/texas-climate-bulletins/index.html (2026).
Sui, X. Divergent urban storm response: convective, frontal, and tropical systems. Zenodo https://doi.org/10.5281/zenodo.19339621 (2026).
Sui, X. Divergent urban storm responses: convective, frontal, and tropical systems. Zenodo https://doi.org/10.5281/zenodo.15933280 (2025).

