Abstract
In 2020 and 2021, the city of Moscow, Russia, has experienced two historical rainfall events that had caused major flooding of small rivers. Based on long-term observation datasets from the surrounding weather stations, regional mesoscale COSMO-CLM climate model results, and a detailed hydrological and water quality monitoring data, we performed a pioneer assessment of climate change and urbanization impact on flooding hazard and water quality of the urban Setun River as a case study. Statistically significant rise of some moderate ETCCDI climate change indices (R20mm and R95pTOT) was revealed for the 1966–2020 period, while no significant trends were observed for more extreme indices. The combined impact of climate change and increased urbanization is highly non-linear and results in as much as a fourfold increase in frequency of extreme floods and shift of water regime features which lead to formation of specific seasonal flow patterns. The rainstorm flood wave response time, involving infiltrated and hillslope-routed fraction of rainfall, is accounted as 6 to 11 h, which is more than twice as rapid as compared to the non-urbanized nearby catchments. Based on temporal trends before and after rainfall flood peak, four groups of dissolved chemicals were identified: soluble elements whose concentrations decrease with an increase in water discharge; mostly insoluble and well-sorted elements whose concentrations increase with discharge (Mn, Cs, Cd, Al); elements negatively related to water discharge during flood events (Li, B, Cr, As, Br and Sr); and a wide range of dissolved elements (Cu, Zn, Mo, Sn, Pb, Ba, La, Cs, U) which concentrations remain stable during rainfall floods. Our study identifies that lack of research focused on the combined impacts of climate change and urbanization on flooding and water quality in the Moscow urban area is a key problem in water management advances.
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References
Ahammed F (2017) A review of water-sensitive urban design technologies and practices for sustainable stormwater management. Sustain Water Resour Manag 33(3):269–282. https://doi.org/10.1007/S40899-017-0093-8
Alekseeva AA, Bukharov VM, Losev VM (2022) The convective storm in the Moscow Region on June 28, 2021. Hydrometeorol Res Forecast 1:22–42. (in Russian) https://doi.org/10.37162/2618-9631-2022-1-22-42
Aleshina MA, Semenov VA, Chernokulsky AV (2021) A link between surface air temperature and extreme precipitation over Russia from station and reanalysis data. Environ Res Lett 16:105004. https://doi.org/10.1088/1748-9326/ac1cba
Arakawa A, Lamb VR (1977) Computational design of the basic dynamical processes of the UCLA general circulation model. In: Chang J (ed) Methods in Computational Physics: Advances in Research and Applications, Vol 17: General Circulation Models of the Atmosphere. Academic Press, Oxford, pp 173–265. https://doi.org/10.1016/B978-0-12-460817-7.50009-4
Ashley RM, Balmfort DJ, Saul AJ, Blanskby JD (2005) Flooding in the future - Predicting climate change, risks and responses in urban areas. Water Sci Technol 52(5):265–273. https://doi.org/10.2166/wst.2005.0142
Barbosa AE, Fernandes JN, David LM (2012) Key issues for sustainable urban stormwater management. Water Res 46:6787–6798. https://doi.org/10.1016/J.WATRES.2012.05.029
Bedan ES, Clausen JC (2009) Stormwater runoff quality and quantity from traditional and low impact development watersheds. J Am Water Resour Assoc 45:998–1008. https://doi.org/10.1111/J.1752-1688.2009.00342.X
Bohman A, Glaas E, Karlson M (2020) Integrating Sustainable Stormwater Management in Urban Planning: Ways Forward towards Institutional Change and Collaborative Action. Water 12:203. https://doi.org/10.3390/W12010203
Brown RR, Keath N, Wong THF (2009) Urban water management in cities: historical, current and future regimes. Water Sci Technol 59:847–855. https://doi.org/10.2166/WST.2009.029
Cettner A, Ashley R, Viklander M, Nilsson K (2013) Stormwater management and urban planning: Lessons from 40 years of innovation. J Environ Plan Manag 56:786–801. https://doi.org/10.1080/09640568.2012.706216
Chernokulsky A, Kozlov F, Zolina O et al (2019) Observed changes in convective and stratiform precipitation in Northern Eurasia over the last five decades. Environ Res Lett 14:045001. https://doi.org/10.1088/1748-9326/AAFB82
Chubarova N, Smirnov A, Holben B (2011) Aerosol properties in Moscow according to 10 years of AERONET measurements at the meteorological observatory of Moscow State University. Geogr Environ Sustain 4(1):19–32. https://doi.org/10.24057/2071-9388-2011-4-1-19-32
Contractor S, Donat MG, Alexander LV (2021) Changes in observed daily precipitation over global land areas since 1950. J Clim 34:3–19. https://doi.org/10.1175/JCLI-D-19-0965.1
Damodaram C, Giacomoni MH, Prakash Khedun C et al (2010) Simulation of combined best management practices and low impact development for sustainable stormwater management1. J Am Water Resour Assoc 46:907–918. https://doi.org/10.1111/J.1752-1688.2010.00462.X
Darnthamrongkul W, Mozingo LA (2021) Toward sustainable stormwater management: Understanding public appreciation and recognition of urban Low Impact Development (LID) in the San Francisco Bay Area. J Environ Manage 300:113716. https://doi.org/10.1016/J.JENVMAN.2021.113716
Donat MG, Lowry AL, Alexander LV et al (2016) More extreme precipitation in the world’s dry and wet regions. Nat Clim Chang 6:508–513. https://doi.org/10.1038/nclimate2941
Erina O, Tereshina M, Shinkareva G et al (2021) Natural background and transformation of water quality in the Moskva River. IOP Conf Ser Earth Environ Sci 834:12055. https://doi.org/10.1088/1755-1315/834/1/012055
Erina O, Sokolov D, Tereshina M et al (2020) Seasonal dynamics of nutrients and organic matter in urban stream. E3S Web Conf 163:03004. https://doi.org/10.1051/e3sconf/202016303004
Faccini F, Luino F, Sacchini A et al (2015) Geohydrological hazards and urban development in the Mediterranean area: An example from Genoa (Liguria, Italy). Nat Hazards Earth Syst Sci 15:2631–2652. https://doi.org/10.5194/NHESS-15-2631-2015
Gal-Chen T, Somerville RCJ (1975) On the use of a coordinate transformation for the solution of the Navier-Stokes equations. J Comput Phys 17:209–228. https://doi.org/10.1016/0021-9991(75)90037-6
Gasperi J, Zgheib S, Cladière M et al (2012) Priority pollutants in urban stormwater: part 2 – case of combined sewers. Water Res 46:6693–6703. https://doi.org/10.1016/J.WATRES.2011.09.041
Goulden S, Portman ME, Carmon N, Alon-Mozes T (2018) From conventional drainage to sustainable stormwater management: Beyond the technical challenges. J Environ Manage 219:37–45. https://doi.org/10.1016/J.JENVMAN.2018.04.066
Groisman PY, Knight RW, Easterling DR et al (2005) Trends in intense precipitation in the climate record. J Clim 18:1326–1350. https://doi.org/10.1175/JCLI3339.1
Hale RL (2016) Spatial and temporal variation in local stormwater infrastructure use and stormwater management paradigms over the 20th century. Water 8:310. https://doi.org/10.3390/W8070310
Hersbach H, Bell B, Berrisford P et al (2020) The ERA5 global reanalysis. Q J R Meteorol Soc 146:1999–2049. https://doi.org/10.1002/qj.3803
Herzog HJ, Vogel G, Schubert U (2002) LLM – a nonhydrostatic model applied to high-resolving simulations of turbulent fluxes over heterogeneous terrain. Theor Appl Climatol 731(73):67–86. https://doi.org/10.1007/S00704-002-0694-4
Karl TR, Nicholls N, Ghazi A (1999) CLIVAR/GCOS/WMO Workshop on Indices and Indicators for Climate Extremes Workshop Summary. Weather and Climate Extremes. Springer, Dordrecht, pp 3–7
Klimanova OA, Illarionova OI (2020) Green infrastructure indicators for urban planning: applying the integrated approach for Russian largest cities. Geogr Environ Sustain 13:251–259. https://doi.org/10.24057/2071-9388-2019-123
Kosheleva NE, Vlasov DV, Timofeev IV et al (2022) Benzo[a]pyrene in Moscow road dust: pollution levels and health risks. Environ Geochem Health. https://doi.org/10.1007/s10653-022-01287-9
Lappalainen HK, Altimir N, Kerminen V-M et al (2018) Pan-Eurasian Experiment (PEEX) Program: an overview of the first 5 years in operation and future prospects. Geogr Environ Sustain 11:6–19. https://doi.org/10.24057/2071-9388-2018-11-1-6-19
Lappalainen HK, Petäjä T, Vihma T et al (2022) Overview: Recent advances in the understanding of the northern Eurasian environments and of the urban air quality in China – a Pan-Eurasian Experiment (PEEX) programme perspective. Atmos Chem Phys 22:4413–4469. https://doi.org/10.5194/acp-22-4413-2022
Lee JH, Bang KW (2000) Characterization of urban stormwater runoff. Water Res 34:1773–1780. https://doi.org/10.1016/S0043-1354(99)00325-5
Liang P, Ding Y (2017) The long-term variation of extreme heavy precipitation and its link to urbanization effects in Shanghai during 1916–2014. Adv Atmos Sci 34:321–334. https://doi.org/10.1007/s00376-016-6120-0
Lu J, Liu J, Fu X, Wang J (2021) Stormwater hydrographs simulated for different structures of urban drainage network: dendritic and looped sewer networks. Urban Water J 18:522–529. https://doi.org/10.1080/1573062X.2021.1893369
Maragno D, Gaglio M, Robbi M et al (2018) Fine-scale analysis of urban flooding reduction from green infrastructure: An ecosystem services approach for the management of water flows. Ecol Modell 386:1–10. https://doi.org/10.1016/j.ecolmodel.2018.08.002
Masson V, Lemonsu A, Hidalgo J, Voogt J (2020) Urban climates and climate change. Annu Rev Environ Resour 45:411–444
McPhillips LE, Matsler M, Rosenzweig BR, Kim Y (2021) What is the role of green stormwater infrastructure in managing extreme precipitation events? Sustain Resilient Infrastruct 6:133–142. https://doi.org/10.1080/23789689.2020.1754625
Miller JD, Hutchins M (2017) The impacts of urbanisation and climate change on urban flooding and urban water quality: A review of the evidence concerning the United Kingdom. J Hydrol Reg Stud 12:345–362. https://doi.org/10.1016/j.ejrh.2017.06.006
Mokhov II, Roekner E, Semenov VA, Khon VC (2005) Extreme precipitation regimes in Northern Eurasia in the 20th century and their possible changes in the 21st century. Dokl Earth Sci 403:767–770
Nikiforova EM, Kasimov NS, Kosheleva NE, Timofeev IV (2022) Main features and contamination of sealed soils in the east of Moscow city. Environ Geochem Health 44:1697–1711. https://doi.org/10.1007/s10653-021-01132-5
Popovicheva O, Chichaeva M, Kovach R et al (2022) Seasonal, weekly, and diurnal black carbon in moscow megacity background under impact of urban and regional sources. Atmos 13(4):563. https://doi.org/10.3390/atmos13040563
Praskievicz S, Chang H (2009) A review of hydrological modelling of basin-scale climate change and urban development impacts. Prog Phys Geogr 33:650–671. https://doi.org/10.1177/0309133309348098
Prudencio L, Null SE (2018) Stormwater management and ecosystem services: a review. Environ Res Lett 13:033002. https://doi.org/10.1088/1748-9326/AAA81A
Qiao XJ, Liu L, Kristoffersson A, Randrup TB (2019) Governance factors of sustainable stormwater management: A study of case cities in China and Sweden. J Environ Manag 248:109249. https://doi.org/10.1016/J.JENVMAN.2019.07.020
Qiao XJ, Liao KH, Randrup TB (2020) Sustainable stormwater management: a qualitative case study of the Sponge Cities initiative in China. Sustain Cities Soc 53:101963. https://doi.org/10.1016/J.SCS.2019.101963
Ritter B, Geleyn J-F (1992) A comprehensive radiation scheme for numerical weather prediction models with potential applications in climate simulations. Mon Weather Rev 120:303–325. https://doi.org/10.1175/1520-0493(1992)120%3c0303:ACRSFN%3e2.0.CO;2
Rockel B, Will A, Hense A (2008) The Regional Climate Model COSMO-CLM (CCLM). Meteorol Zeitschrift 17:347–348. https://doi.org/10.1127/0941-2948/2008/0309
Rosenberger L, Leandro J, Pauleit S, Erlwein S (2021) Sustainable stormwater management under the impact of climate change and urban densification. J Hydrol 596:126137. https://doi.org/10.1016/J.JHYDROL.2021.126137
Schär C, Leuenberger D, Fuhrer O et al (2002) A new terrain-following vertical coordinate formulation for atmospheric prediction models. Mon Weather Rev 130:2459–2480. https://doi.org/10.1175/1520-0493(2002)130%3c2459:ANTFVC%3e2.0.CO;2
Schubert-Frisius M, Feser F, von Storch H, Rast S (2017) Optimal spectral nudging for global dynamic downscaling. Mon Weather Rev 145:909–927. https://doi.org/10.1175/MWR-D-16-0036.1
Schulz JP, Vogel G (2020) Improving the processes in the land surface scheme TERRA: Bare soil evaporation and skin temperature. Atmosphere (basel) 11:1–17. https://doi.org/10.3390/atmos11050513
Semenov V, Bengtsson L (2002) Secular trends in daily precipitation characteristics: greenhouse gas simulation with a coupled AOGCM. Clim Dyn 19:123–140. https://doi.org/10.1007/S00382-001-0218-4
Sokolov D, Chalov S, Tereshina M et al (2021) Hydrological regime of the urban Setun River. IOP Conf Ser Earth Environ Sci 834:12024. https://doi.org/10.1088/1755-1315/834/1/012024
Sokolov D, Erina O, Tereshina M, Chalov S (2020) Human impact on organic matter distribution in the Moskva River. E3S Web Conf 163:05013. https://doi.org/10.1051/e3sconf/202016305013
Tereshina M, Erina O, Sokolov D et al (2021) Longitudinal patterns of different pollutant concentrations in the Setun River. IOP Conf Ser Earth Environ Sci 834:12051. https://doi.org/10.1088/1755-1315/834/1/012051
Tereshina M, Erina O, Sokolov D et al (2020) Nutrient dynamics along the Moskva River under heavy pollution and limited self-purification capacity. E3S Web Conf 163:05014. https://doi.org/10.1051/e3sconf/202016305014
Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon Weather Rev 117:1779–1800. https://doi.org/10.1175/1520-0493(1989)117%3c1779:ACMFSF%3e2.0.CO;2
Trenberth KE (2011) Changes in precipitation with climate change. Clim Res 47:123–138. https://doi.org/10.3354/CR00953
Varentsov M, Wouters H, Platonov V, Konstantinov P (2018) Megacity-induced mesoclimatic effects in the lower atmosphere: a modeling study for multiple summers over Moscow. Russia Atmosphere (basel) 9:50. https://doi.org/10.3390/atmos9020050
Varentsov M, Samsonov T, Demuzere M (2020) Impact of urban canopy parameters on a megacity’s modelled thermal environment. Atmosphere (basel) 11:1–31. https://doi.org/10.3390/atmos11121349
Vlasov D, Eremina I, Shinkareva G et al (2021) Daily variations in wet deposition and washout rates of potentially toxic elements in Moscow during spring season. Geogr Environ Sustain 14:219–233. https://doi.org/10.24057/2071-9388-2020-162
Vlasov D, Kasimov N, Eremina I et al (2021) Partitioning and solubilities of metals and metalloids in spring rains in Moscow megacity. Atmos Pollut Res 12:255–271. https://doi.org/10.1016/j.apr.2020.09.012
Vlasov D, Kosheleva N, Kasimov N (2021) Spatial distribution and sources of potentially toxic elements in road dust and its PM10 fraction of Moscow megacity. Sci Total Environ 761:143267. https://doi.org/10.1016/j.scitotenv.2020.143267
Vlasov D, Vasil’chuk J, Kosheleva N, Kasimov N (2020) Dissolved and suspended forms of metals and metalloids in snow cover of megacity: partitioning and deposition rates in western Moscow. Atmos. 11
Voevodin VV, Antonov AS, Nikitenko DA et al (2019) Supercomputer Lomonosov-2: large scale, deep monitoring and fine analytics for the user community. Supercomput Front Innov 6:4–11. https://doi.org/10.14529/JSFI190201
Vorobevskii I, Al JF, Schneebeck F et al (2020) Urban floods: linking the overloading of a storm water sewer system to precipitation parameters. Hydrology 7:35. https://doi.org/10.3390/HYDROLOGY7020035
Walling DE, Collins AL, Stroud RW (2008) Tracing suspended sediment and particulate phosphorus sources in catchments. J Hydrol 350:274–289. https://doi.org/10.1016/j.jhydrol.2007.10.047
Wouters H, Demuzere M, Blahak U et al (2016) The efficient urban canopy dependency parametrization (SURY) v1.0 for atmospheric modelling: Description and application with the COSMO-CLM model for a Belgian summer. Geosci Model Dev 9:3027–3054. https://doi.org/10.5194/gmd-9-3027-2016
Wouters H, Demuzere M, Ridder K De, van Lipzig NPM (2015) The impact of impervious water-storage parametrization on urban climate modelling. Urban Clim 11:24–50. https://doi.org/10.1016/j.uclim.2014.11.005
Yang L, Smith JA, Wright DB et al (2013) Urbanization and Climate Change: An Examination of Nonstationarities in Urban Flooding. J Hydrometeorol 14:1791–1809. https://doi.org/10.1175/JHM-D-12-095.1
Ye H, Fetzer EJ, Wong S, Lambrigtson BH (2017) Rapid decadal convective precipitation increase over Eurasia during the last three decades of the 20th century. Sci Adv 3:e1600944. https://doi.org/10.1126/sciadv.1600944
Zhou X, Bai Z, Yang Y (2017) Linking trends in urban extreme rainfall to urban flooding in China. Int J Climatol 37:4586–4593. https://doi.org/10.1002/joc.5107
Zolina OG, Bulygina ON (2016) Current climatic variability of extreme precipitation in Russia. Fundam Appl Climatol 1:84–103. https://doi.org/10.21513/2410-8758-2016-1-84-103
Funding
Field studies were supported by Russian Science Foundation project 19–77-30004. The analytical experiments were done under Ministry of Science and Higher Education of Russian Federation project 075–15-2021–574. COSMO-CLM model setup is a part of RFBR project 21–55-53039. The methodology of this study is developed under the Interdisciplinary Scientific and Educational School of Lomonosov Moscow State University «Future Planet and Global Environmental Change» and Kazan Federal University Strategic Academic Leadership Program (“PRIORITY-2030”). The research is carried out using the equipment of the shared research facilities of HPC computing resources at Lomonosov Moscow State University. Streamflow patterns analysis was carried out under Governmental Order to Water Problems Institute, Russian Academy of Sciences, subject no. FMWZ-2022–0003, project 3.7.
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Conceptualization, original draft preparation—Sergey Chalov; numerical experiments conducting and evaluation, precipitation data analysis, writing—Vladimir Platonov; the rainfall-runoff patterns analysis—Vsevolod Moreido; methodology, validation, writing—Oxana Erina, Dmitriy Sokolov, Maria Tereshina, Mikhail Samokhin; precipitation data preparation and visualization—Yulia Yarinich; review, editing—Nikolay Kasimov. All authors have read and agreed to the published version of the manuscript.
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Chalov, S., Platonov, V., Erina, O. et al. Rainstorms impacts on water, sediment, and trace elements loads in an urbanized catchment within Moscow city: case study of summer 2020 and 2021. Theor Appl Climatol 151, 871–889 (2023). https://doi.org/10.1007/s00704-022-04298-9
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DOI: https://doi.org/10.1007/s00704-022-04298-9