Abstract
Urban areas are becoming more susceptible to severe storms, flash floods, and drainage system failures due to climate change, population growth, and urbanization. Flood modeling is a useful method for managing storm water drainage networks, predicting behavior, and evaluating effective solutions to structural and operational problems. This research describes the application of the Stormwater Management Model (SWMM) to evaluate the performance and effectiveness of the rainwater network, identify flood-prone locations, and determine the extent of floods in the center of Kerbala Governorate, Iraq. Saif Saad neighborhood was chosen as a case study. The model's validity was confirmed using the occurrence of actual rainfall by the coefficient of determination (R2 = 0.8952), normalized mean square error (NMSE = 0.0964), and Nash–Sutcliffe efficiency (NSE = 0.7152), and the model's performance was reasonably good. Simulation results indicated that the system works well under near-term rainfall events, except for some sites that require maintenance and the diversion of surplus water to nearby green spaces. Over time, in periods of medium and far future until the year 2100, the system showed an increase in manhole floods, exceeding 0.1 m3/s. The percentage of flooding in manholes was more than 13% in the worst case, and continued floods for longer periods could potentially negatively affect the current drainage infrastructure. The study provides technical support for decision-makers to address these issues. By providing a comprehensive view of flood-prone areas and sites, as well as the flood percentage for each under different climate change scenarios, with the help of the Geographic Information System (GIS) software to represent future rain events. It suggests increasing the depth of manholes most vulnerable (especially R18, R98, and R101A manholes) to flooding and correcting slopes to achieve sustainability and a good service rate for the storm drainage system.






















Similar content being viewed by others
Explore related subjects
Discover the latest articles and news from researchers in related subjects, suggested using machine learning.Data availability
All data used in this work are available from the corresponding author on request.
Code availability
The codes used in this work are available from the corresponding author on request.
References
Abd-Elhamid HF, Zeleňáková M, Vranayová Z, Fathy I (2020) Evaluating the impact of urban growth on the design of storm water drainage systems. Water 12(6):1572
Abduljaleel Y, Demissie Y (2021) Evaluation and optimization of low impact development designs for sustainable stormwater management in a changing climate. Water 13(20):2889
Abdullah-Al-Masum M, Islam MN, Shakif SH, Kobi SH (2021) Modelling of urban storm water runoff using SWMM. Doctoral dissertation, Department of Civil and Environment Engineering, Islamic University of Technology (IUT), Board Bazar
Ahiablame LM, Engel BA, Chaubey I (2012) Effectiveness of low impact development practices: literature review and suggestions for future research. Water Air Soil Pollut 223:4253–4273
Akhter F, Hewa GA, Ahammed F, Myers B, Argue JR (2020) Performance evaluation of stormwater management systems and its impact on development costing. Water 12(2):375
Andimuthu R, Kandasamy P, Mudgal B, Jeganathan A, Balu A, Sankar G (2019) Performance of urban storm drainage network under changing climate scenarios: flood mitigation in Indian coastal city. Sci Rep 9(1):7783
Anni AH, Cohen S, Praskievicz S (2020) Sensitivity of urban flood simulations to stormwater infrastructure and soil infiltration. J Hydrol 588:125028
Arnbjerg-Nielsen K, Willems P, Olsson J, Beecham S, Pathirana A, Bülow Gregersen I, Madsen H, Nguyen V-T-V (2013) Impacts of climate change on rainfall extremes and urban drainage systems: a review. Water Sci Technol 68(1):16–28
Babaei S, Ghazavi R, Erfanian M (2018) Urban flood simulation and prioritization of critical urban sub-catchments using SWMM model and PROMETHEE II approach. Phys Chem Earth, Parts A/B/C 105:3–11
Bellal M, Sillen X, Zech Y (1996) Coupling GIS with a distributed hydrological model for studying the effect of various urban planning options on rainfall-runoff relationship in urbanized watersheds. IAHS Publ-Ser Proc Rep-Intern Assoc Hydrol Sci 235:99–106
Bizier P (2007) Gravity sanitary sewer design and construction. In: Water environment foundation (WEF), American society of civil engineers (ASCE) book series
Black AR, Burns JC (2002) Re-assessing the flood risk in Scotland. Sci Total Environ 294(1–3):169–184
Blanc J, Hall J, Roche N, Dawson R, Cesses Y, Burton A, Kilsby C (2012) Enhanced efficiency of pluvial flood risk estimation in urban areas using spatial–temporal rainfall simulations. J Flood Risk Manag 5(2):143–152
Browne S, Lintern A, Jamali B, Leitão JP, Bach PM (2021) Stormwater management impacts of small urbanising towns: the necessity of investigating the ‘devil in the detail.’ Sci Total Environ 757:143835
Burns MJ, Fletcher TD, Walsh CJ, Ladson AR, Hatt BE (2012) Hydrologic shortcomings of conventional urban stormwater management and opportunities for reform. Landsc Urban Plan 105(3):230–240
Chang H-K, Tan Y-C, Lai J-S, Pan T-Y, Liu T-M, Tung C-P (2013) Improvement of a drainage system for flood management with assessment of the potential effects of climate change. Hydrol Sci J 58(8):1581–1597
Cooper RT (2019) Projection of future precipitation extremes across the Bangkok Metropolitan Region. Heliyon 5(5):e01678
Dong G, Yang Z, Yu Y (2013) Research progress on effects of variations of underlying surface on runoff yield and concentration in the river basin. South-to-North Water Transfers Water Sci Technol 11:111–117
Dongquan Z, Jining C, Haozheng W, Qingyuan T, Shangbing C, Zheng S (2009) GIS-based urban rainfall-runoff modeling using an automatic catchment-discretization approach: a case study in Macau. Environ Earth Sci 59:465–472
Durrans SR, Dietrich K, Ahmad M, Barnard T, Hjorth P, Pitt R (2003) Stormwater conveyance modeling and design, vol 1. Haestad press, Waterbury, CT
Engineers W-M, Wright KR (1969) Urban storm drainage criteria manual. Wright-McLaughlin Engineers
Faisal AA, Taha DS, Hassan WH, Lakhera SK, Ansar S, Pradhan S (2023) Subsurface flow constructed wetlands for treating of simulated cadmium ions-wastewater with presence of Canna indica and Typha domingensis. Chemosphere 338:139469
Farhan SL, Abdelmonem MG, Nasar ZA (2018) The urban transformation of traditional city centres: Holy Karbala as a case study. ArchNet-IJAR: Int J Archit Res 12(3):53
Faris AM, Nile BK, Mussa ZH, Alesary HF, Al Juboury MF, Hassan WH, ... Barton S (2022) Fate and emission of methyl mercaptan in a full-scale MBBR process by TOXCHEM simulation. J Water Clim Change 13(6):2386–2398
Fattah MY, Hassan WH, Rasheed SE (2018) Effect of geocell reinforcement above buried pipes on surface settlement. Int Rev Civil Eng 9(2):86–90
Galiatsatou P, Iliadis C (2022) Intensity-duration-frequency curves at ungauged sites in a changing climate for sustainable stormwater networks. Sustainability 14(3):1229
Galloway GE, Reilly A, Ryoo S, Riley A, Haslam M, Brody S, Highfield W, Gunn J, Rainey J, Parker S (2018) The growing threat of urban flooding: a national challenge. University of Maryland and Texas A&M University, College Park and Galveston
Gaudio R, Penna N, Viteritti V (2016) A combined methodology for the hydraulic rehabilitation of urban drainage networks. Urban Water J 13(6):644–656
GebreEgziabher M, Demissie Y (2020) Modeling urban flood inundation and recession impacted by manholes. Water 12(4):1160
Gumbo B, Munyamba N, Sithole G, Savenije HH (2002) Coupling of digital elevation model and rainfall-runoff model in storm drainage network design. Phys Chem Earth, Parts A/B/C 27(11–22):755–764
Hassan WH (2021) Climate change projections of maximum temperatures for southwest Iraq using statistical downscaling. Clim Res 83:187–200
Hassan WH, Hashim FS (2021) Studying the impact of climate change on the average temperature using CanESM2 and HadCM3 modelling in Iraq. Int J Glob Warming 24(2):131–148
Hassan WH, Hashim FS (2020) The effect of climate change on the maximum temperature in Southwest Iraq using HadCM3 and CanESM2 modelling. SN Appl Sci 2(9):1494
Hassan WH, Hussein H, Nile BK (2022) The effect of climate change on groundwater recharge in unconfined aquifers in the western desert of Iraq. Groundw Sustain Dev 16:100700
Hassan WH, Khalaf RM (2020) Optimum groundwater use management models by genetic algorithms in Karbala Desert, Iraq. IOP Conf Ser Mater Sci Eng 928(2):022141
Hassan WH, Nile BK, Kadhim ZK, Mahdi K, Riksen M, Thiab RF (2023) Trends, forecasting and adaptation strategies of climate change in the middle and west regions of Iraq. SN Appl Sci 5(12):312
Hassan WH, Nile BK (2021) Climate change and predicting future temperature in Iraq using CanESM2 and HadCM3 modeling. Model Earth Syst Env 7:737–748
Hassan WH, Nile BK, Mahdi K, Wesseling J, Ritsema C (2021) A feasibility assessment of potential artificial recharge for increasing agricultural areas in the kerbala desert in iraq using numerical groundwater modeling. Water 13(22):3167
Hassan WH, Jalal HK (2021) Prediction of the depth of local scouring at a bridge pier using a gene expression programming method. SN Appl Sci 3(2):159
Hassan WH, Attea ZH, Mohammed SS (2020) Optimum layout design of sewer networks by hybrid genetic algorithm. J Appl Water Eng Res 8(2):108–124
Hovenga PA, Wang D, Medeiros SC, Hagen SC, Alizad K (2016) The response of runoff and sediment loading in the Apalachicola River, Florida to climate and land use land cover change. Earth’s Future 4(5):124–142
Hu S-L, Han C-F, Meng L-P (2015) A scenario planning approach for propositioning rescue centers for urban waterlog disasters. Comput Ind Eng 87:425–435
Hu S, Fan Y, Zhang T (2020) Assessing the effect of land use change on surface runoff in a rapidly urbanized city: a case study of the central area of Beijing. Land 9(1):17
Huang H-j, Cheng S-j, Wen J-c, Lee J-h (2008) Effect of growing watershed imperviousness on hydrograph parameters and peak discharge. Hydrol Process: Int J 22(13):2075–2085
Huang Q, Wang J, Li M, Fei M, Dong J (2017) Modeling the influence of urbanization on urban pluvial flooding: a scenario-based case study in Shanghai, China. Nat Hazards 87:1035–1055
Huber WC (2003) Hydrologic modeling processes of the EPA storm water management model (SWMM). In: World water & environmental resources congress 2003, pp 1–10
Hulley M, Watt E, Zukovs G (2008) Potential impacts of climate change on stormwater management. XCG Consultants Ltd. WaterTech2008 Conference, Lake Louise, Alberta
Hussain SN, Zwain HM, Nile BK (2022) Modeling the effects of land-use and climate change on the performance of stormwater sewer system using SWMM simulation: case study. J Water Clim Change 13(1):125–138
Jalal HK, Hassan WH (2020) Effect of bridge pier shape on depth of scour. In IOP conference series: materials science and engineering, vol. 671, No. 1. IOP Publishing, pp 012001
James W, Rossman LA, James WRC (2010) User's guide to SWMM 5:[Based on original USEPA SWMM documentation]. CHI
Jawad AA, Hassan WH, Fattah MY (2021) Numerical analysis of a zoned earth dam considering hydrodynamic force during the earthquake excitation. J Phys: Conf Ser 1973(1): 012183. IOP Publishing
John EJ (1997) Introduction to hydraulics and hydrology with applications for stormwater management, 2nd edn. Delmar Thompson Learning
Kanitkar S, Thube A, Sankhua RN (2016) Optimal design model for a fixed layout storm water network. Int J Water 10(4):375–391
Khalaf RM, Hussein HH, Hassan WH, Mohammed ZM, Nile BK (2022) Projections of precipitation and temperature in Southern Iraq using a LARS-WG Stochastic weather generator. Phys Chem Earth, Parts A/B/C 128:103224
Khan MMA, Shaari NAB, Bahar AMA, Baten MA, Nazaruddin DB (2014) Flood impact assessment in Kota Bharu, Malaysia: a statistical analysis. World Appl Sci J 32(4):626–634
Kim J, Kang J (2023) Development of hazard capacity factor design model for net-zero: Evaluation of the flood adaptation effects considering green-gray infrastructure interaction. Sustain Cities Soc 96:104625
Kiraz M (2018) Sustainable water and stormwater management for METU Campus. Master's thesis, Middle East Technical University, Ankara
Konrad CP (2003) Effects of urban development on floods. In: US geological survey Tacoma. Fact sheet 076-03
Koutsoyiannis D, Zarkadoulas N, Angelakis AN, Tchobanoglous G (2008) Urban water management in Ancient Greece: legacies and lessons. J Water Resour Plan Manag 134(1):45–54
Kumar S, Agarwal A, Ganapathy A, Villuri VGK, Pasupuleti S, Kumar D, Sivakumar B (2022) Impact of climate change on stormwater drainage in urban areas. Stoch Environ Res Risk Assess 36:77–96
Kuo C-C, Gan TY, Gizaw M (2015) Potential impact of climate change on intensity duration frequency curves of central Alberta. Clim Change 130:115–129
Lee JH, Bang KW (2000) Characterization of urban stormwater runoff. Water Res 34(6):1773–1780
Lee S, Nakagawa H, Kawaike K, Zhang H (2016) Urban inundation simulation considering road network and building configurations. J Flood Risk Manag 9(3):224–233
Luo C, Li Z, Liu H, Li H, Wan R, Pan J, Chen X (2020) Differences in the responses of flow and nutrient load to isolated and coupled future climate and land use changes. J Environ Manage 256:109918
Martínez C, Sanchez A, Galindo R, Mulugeta A, Vojinovic Z, Galvis A (2018) Configuring green infrastructure for urban runoff and pollutant reduction using an optimal number of units. Water 10(11):1528
Masaki Y, Hanasaki N, Takahashi K, Hijioka Y (2014) Global-scale analysis on future changes in flow regimes using Gini and Lorenz asymmetry coefficients. Water Resour Res 50(5):4054–4078
McCuen RH, Johnson PA, Ragan RM (1996) Highway hydrology: Hydraulic design series No. 2 (No. FHWA-SA-96-067)
McGhee TJ, Steel EW (1991) Water supply and sewerage, vol 6. McGraw-Hill, New York
Mishra BK, Chakraborty S, Kumar P, Saraswat C (2020) Sustainable solutions for urban water security, vol 93. Springer, UK
Moghadas S, Leonhardt G, Marsalek J, Viklander M (2018) Modeling urban runoff from rain-on-snow events with the US EPA SWMM model for current and future climate scenarios. J Cold Reg Eng 32(1):04017021
Moglen GE, Rios Vidal GE (2014) Climate change and storm water infrastructure in the mid-Atlantic region: design mismatch coming? J Hydrol Eng 19(11):04014026
Mohammed MH, Zwain HM, Hassan WH (2021) Modeling the impacts of climate change and flooding on sanitary sewage system using SWMM simulation: a case study. Results Eng 12:100307
Mohammed MH, Zwain HM, Hassan WH (2022) Modeling the quality of sewage during the leaking of stormwater surface runoff to the sanitary sewer system using SWMM: a case study. AQUA—Water Infrastruct, Ecosyst Soc 71(1):86–99
Mohammed SR, Nile BK, Hassan WH (2020) Modelling stilling basins for sewage networks. In IOP conference series: materials science and engineering, vol. 671, No. 1. IOP Publishing, pp 012111
Mohammed ZM, Hassan WH (2022) Climate change and the projection of future temperature and precipitation in southern Iraq using a LARS-WG model. Model Earth Syst Environ 8(3):4205–4218
Mohsen KA, Nile BK, Hassan WH (2020) Experimental work on improving the efficiency of storm networks using a new galley design filter bucket. In IOP conference series: materials science and engineering vol. 671, No. 1. IOP Publishing, pp 012111
Nile BK (2018) Effectiveness of hydraulic and hydrologic parameters in assessing storm system flooding. Adv Civ Eng 2018:4639172
Nile BK, Hassan WH, Esmaeel BA (2018) An evaluation of flood mitigation using a storm water management model [SWMM] in a residential area in Kerbala, Iraq. In IOP conference series: materials science and engineering vol. 433, No. 1. IOP Publishing, pp 012001
Nile BK, Hassan WH, Alshama GA (2019) Analysis of the effect of climate change on rainfall intensity and expected flooding by using ANN and SWMM programs. ARPN J Eng Appl Sci 14(5):974–984
Mugume SN, Butler D (2017) Evaluation of functional resilience in urban drainage and flood management systems using a global analysis approach. Urban Water J 14(7):727–736
Nguyen HQ, Radhakrishnan M, Bui TKN, Tran DD, Ho LP, Tong VT, Huynh LTP, Chau NXQ, Ngo TTT, Pathirana A (2019) Evaluation of retrofitting responses to urban flood risk in Ho Chi Minh City using the Motivation and Ability (MOTA) framework. Sustain Cities Soc 47:101465
Niazi M, Nietch C, Maghrebi M, Jackson N, Bennett BR, Tryby M, Massoudieh A (2017) Storm water management model: Performance review and gap analysis. J Sustain Water Built Environ 3(2):04017002
Nirupama N, Simonovic SP (2007) Increase of flood risk due to urbanisation: a Canadian example. Nat Hazards 40:25–41
Noor M, Ismail T, Chung E-S, Shahid S, Sung JH (2018) Uncertainty in rainfall intensity duration frequency curves of peninsular Malaysia under changing climate scenarios. Water 10(12):1750
Obaid HA (2015) Modelling sewer overflow of Karbala City with large floating population Universiti Teknologi Malaysia
Olsson J, Berggren K, Olofsson M, Viklander M (2009) Applying climate model precipitation scenarios for urban hydrological assessment: A case study in Kalmar City, Sweden. Atmos Res 92(3):364–375
Oreskes N, Shrader-Frechette K, Belitz K (1994) Verification, validation, and confirmation of numerical models in the earth sciences. Science 263(5147):641–646
Pachauri RK, Allen MR, Barros VR, Broome J, Cramer W, Christ R, van Ypserle JP (2014) Climate change 2014: synthesis report. In: Contribution of working groups I, II and III to the fifth assessment report of the intergovernmental panel on climate change. IPCC, p 151
Paule-Mercado MCA, Lee C-H (2017) Calibration of the SWMM for a mixed land use and land cover catchment in Yongin, South Korea. Desalin Water Treat 63:381–388
Peterson EW, Wicks CM (2006) Assessing the importance of conduit geometry and physical parameters in karst systems using the storm water management model (SWMM). J Hydrol 329(1–2):294–305
Phillips BC, Yu S, Thompson GR, De Silva N (2005) 1D and 2D modelling of urban drainage systems using XP-SWMM and TUFLOW. In: 10th international conference on urban drainage, Copenhagen, pp 21–26
Pittman JJ (2011) Urban hydrology modeling with EPA's stormwater management model (SWMM) and analysis of water quality in a newly constructed stormwater wetland. Doctoral dissertation, Villanova University
Poudel B (2023) Development of intensity duration frequency curve of the lower Rio Grande Valley. Doctoral dissertation, The University of Texas Rio Grande Valley
Pour SH, Abd Wahab AK, Shahid S, Asaduzzaman M, Dewan A (2020) Low impact development techniques to mitigate the impacts of climate-change-induced urban floods: current trends, issues and challenges. Sustain Cities Soc 62:102373
Rabori AM, Ghazavi R (2018) Urban flood estimation and evaluation of the performance of an urban drainage system in a semi-arid urban area using SWMM. Water Environ Res 90(12):2075–2082
Rawls WJ, Brakensiek DL, Soni B (1983a) Agricultural management effects on soil water processes part I: Soil water retention and Green and Ampt infiltration parameters. Trans ASAE 26(6):1747–1752
Rawls WJ, Brakensiek DL, Miller N (1983b) Green-Ampt infiltration parameters from soils data. J Hydraul Eng 109(1):62–70
Rossman L, Simon M (2022) Storm water management model user’s manual version 5.2. United States Environ Prot Agency 1–353
Rossman LA (2015) Storm water management model user’s manual version 5.1. National Risk Management Research Laboratory, Office of Research and Development, US Environmental Protection Agency, Cincinnati, p 353
Rossman LA, Huber WC (2016a) Storm water management model reference manual volume I–hydrology, vol 3. US Environmental Protection Agency
Rossman LA, Huber WC (2016b) Storm water management model reference manual volume III–water quality. US EPA Office of Research and Development. Washington, DC
Rossman LA, Supply W (2006) Storm water management model, quality assurance report: dynamic wave flow routing. US Environmental Protection Agency, Office of Research and Development, National Research Management Research Laboratory, p 115
Salimi M, Al-Ghamdi S (2019) Climate change impacts on critical urban infrastructure and urban resiliency strategies for the Middle East. Sustain Cities Soc 54:101948
Saraswat C, Kumar P, Mishra BK (2016) Assessment of stormwater runoff management practices and governance under climate change and urbanization: An analysis of Bangkok, Hanoi and Tokyo. Environ Sci Policy 64:101–117
Schwartz D, Sample DJ, Grizzard TJ (2017) Evaluating the performance of a retrofitted stormwater wet pond for treatment of urban runoff. Environ Monit Assess 189:1–19
Shah SMH, Mustaffa Z, Yusof KW (2017) Disasters worldwide and floods in the Malaysian Region: a brief review. Indian J Sci Technol 10(2):1–9
Shahid S, Wang X-J, Harun SB, Shamsudin SB, Ismail T, Minhans A (2016) Climate variability and changes in the major cities of Bangladesh: observations, possible impacts and adaptation. Reg Environ Change 16:459–471
Sheng J, Wilson JP (2009) Watershed urbanization and changing flood behavior across the Los Angeles metropolitan region. Nat Hazards 48:41–57
Smit B, Wandel J (2006) Adaptation, adaptive capacity and vulnerability. Glob Environ Chang 16(3):282–292
Storteig IC (2019) Continuous urban hydrological modelling of discharge peaks with SWMM (Master's thesis)
Subramanya K (2008) Engineering hydrology. McGraw-Hill
Sun X, Li R, Shan X, Xu H, Wang J (2021) Assessment of climate change impacts and urban flood management schemes in central Shanghai. Int J Disaster Risk Reduct 65:102563
Temprano J, Arango Ó, Cagiao J, Suárez J, Tejero I (2006) Stormwater quality calibration by SWMM: a case study in Northern Spain. Water Sa 32(1):55–63
Teng J, Jakeman AJ, Vaze J, Croke BF, Dutta D, Kim S (2017) Flood inundation modelling: A review of methods, recent advances and uncertainty analysis. Environ Model Softw 90:201–216
Tikkanen H (2013) Hydrological modeling of a large urban catchment using a stormwater management model (SWMM). (Master's thesis, Aalto University)
Timpson AJ (2012) Small watershed flood frequency analysis for Utah. The University of Utah
Torabi E (2017) To be beside the seaside: urban resilience to climate-related disasters in Coastal Cities. Griffith School of Environment, Griffith University, Yayınlanmamış Doktora Tezi
UDFCD (2016) Urban storm drainage criteria manual. In: Management, hydrology, and hydraulics. Urban drainage and flood control district (UDFCD), vol 1, Denver, Colorado
Venture RESJ, Authority AP (1984) Drainage structure and waterway design guidelines, p 157
Visitacion BJ, Booth DB, Steinemann AC (2009) Costs and benefits of storm-water management: case study of the Puget Sound region. J Urban Plann Dev 135(4):150–158
Wan Mohtar WHM, Abdullah J, Abdul Maulud KN, Muhammad NS (2020) Urban flash flood index based on historical rainfall events. Sustain Cities Soc 56:102088
Wang Y, Sun M, Song B (2017) Public perceptions of and willingness to pay for sponge city initiatives in China. Resour Conserv Recycl 122:11–20
Water Environment Federation, & American Society of Civil Engineers (1992) Design and construction of urban stormwater management systems. In: ASCE manuals and reports of engineering practice no. 77. American Society of Civil Engineers and Water Environment Federation
Weber A (2019) What is urban flooding. Natural Resources Defense Council (NRDC). https://www.nrdc.org/experts/anna-weber/what-urban-flooding
White E, Knighton J, Martens G, Plourde M, Rajan R (2013) Geoprocessing tools for surface and basement flooding analysis in SWMM. J Water Manag Model 21:33–35
Willems P (2013) Revision of urban drainage design rules after assessment of climate change impacts on precipitation extremes at Uccle, Belgium. J Hydrol 496:166–177
Wu J, Wu X, Zhang J (2019) Development trend and frontier of stormwater management (1980–2019): a bibliometric overview based on CiteSpace. Water 11(9):1908
Xie X, Huo J, Zou H (2019) Green process innovation, green product innovation, and corporate financial performance: a content analysis method. J Bus Res 101:697–706
Yan H, Fernandez A, Zhu DZ, Zhang W, Loewen MR, van Duin B, Chen L, Mahmood K, Zhao S, Jia H (2022) Land cover-based simulation of urban stormwater runoff and pollutant loading. J Environ Manage 303:114147
Yazdanfar Z, Sharma A (2015) Urban drainage system planning and design–challenges with climate change and urbanization: a review. Water Sci Technol 72(2):165–179
Yergeau SE (2010) Development and application of a coupled SWMM-MODFLOW model for an urban wetland. Rutgers The State University of New Jersey, School of Graduate Studies
Zahmatkesh Z, Karamouz M, Goharian E, Burian SJ (2015) Analysis of the effects of climate change on urban storm water runoff using statistically downscaled precipitation data and a change factor approach. J Hydrol Eng 20(7):05014022
Zakizadeh F, Moghaddam Nia A, Salajegheh A, Sañudo-Fontaneda LA, Alamdari N (2022) Efficient urban runoff quantity and quality modelling using SWMM model and field data in an urban watershed of Tehran Metropolis. Sustainability 14(3):1086
Zhou Q, Leng G, Su J, Ren Y (2019) Comparison of urbanization and climate change impacts on urban flood volumes: Importance of urban planning and drainage adaptation. Sci Total Environ 658:24–33
Zoppou C (2001) Review of urban storm water models. Environ Model Softw 16(3):195–231
Zwain HM, Nile BK, Faris AM, Vakili M, Dahlan I (2020) Modelling of hydrogen sulfide fate and emissions in extended aeration sewage treatment plant using TOXCHEM simulations. Sci Rep 10(1):22209
Funding
No funding was received for this study.
Author information
Authors and Affiliations
Contributions
Conceptualization: W.H.H and Z.K.K.; Methodology; Formal analysis and investigation; Writing—original draft preparation: Z.K.K; Writing—original draft preparation: W.H.H, and B.K.N; Writing—review and editing: W.H.H and B.K.N; Supervision.
W. H. H. (Professor), Supply data and help doing code program as well as revised and editing the final manuscript.
Z. K. K. (M.Sc.), visualized the manuscript and conducted the research and investigation process and wrote the original draft.
B. K. N. (Professor), Supervised to the work as well as editing the final version of manuscript.
Corresponding author
Ethics declarations
Ethical approval
Not applicable.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Conflicts of interest
The authors declare no conflicts of interest.
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
Hassan, W.H., Nile, B.K. & Kadhim, Z.K. Effect of climate change on the flooding of storm water networks under extreme rainfall events using SWMM simulations: a case study. Model. Earth Syst. Environ. 10, 4129–4161 (2024). https://doi.org/10.1007/s40808-024-01998-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40808-024-01998-1
Keywords
Profiles
- Zahraa K. Kadhim View author profile