Technical Papers
Oct 9, 2024

Large-Scale Geospatial Analysis of Suitable Siting for Green Stormwater Infrastructure: An Open-Source Tool for Promoting Sustainability and Environmental Justice in Urban Communities

Publication: Journal of Environmental Engineering
Volume 150, Issue 12

Abstract

Urbanization has led to escalating challenges in stormwater management, impacting the sustainability and resilience of urban communities worldwide. The increase in impervious surfaces and pollutants in stormwater runoff necessitates sustainable solutions. Green Stormwater Infrastructure (GSI) has emerged as an environmentally friendly approach to control runoff quantity and improve quality by emulating natural processes. However, current GSI planning lacks a comprehensive framework, especially in considering environmental justice (EJ). In light of this challenge, our study presents an open-source GSI siting tool, iPlan-GreenS2, to identify suitable GSI locations by integrating geological, environmental, and sociodemographic factors at the state level. In doing so, we identified suitable sites for 11 different GSIs in Florida based on various environmental criteria such as land use, slope, imperviousness, hydrological soil type, and groundwater elevation. Furthermore, the developed tool is designed to prioritize locations where GSIs can promote EJ by incorporating a social vulnerability index (SVI). SVI was developed based on eight environmental justice metrics including demographic data (% African American; % Indigenous People; % Asian; % Hispanic) along with socioeconomic indicators (% persons without high school diploma; % unemployed; median household income; and % in poverty). Our analysis revealed that Miami-Dade County, Broward County, and Hillsborough County have the highest number of socially vulnerable census tracts, while also having the most modeled suitable locations for GSIs, highlighting not only the feasibility but also the significant potential for widespread GSI implementation to improve existing social vulnerabilities while controlling stormwater runoff and improving runoff quality. iPlan-GreenS2 is a user-friendly and open-access tool with several key features that allows users to filter suitable GSI locations based on various factors such as the GSI type, social vulnerability status, county jurisdictional area, or land ownership. The framework of the tool proposed in this study is adaptable and can be easily applied to both smaller and larger geographical scales. iPlan-GreenS2 serves as a valuable decision-making tool for urban planners and state officials, facilitating the identification of sustainable and equitable stormwater management solutions.

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Data Availability Statement

All data, models, and code generated or used during the study appear in the published article and in Esri (n.d.).

Acknowledgments

We would like to express our gratitude to the anonymous peer reviewers and editors for their valuable feedback, which greatly improved this paper. This work is supported by the Florida Department of Environmental Protection Agency under DEP Agreement No. NS077.

References

Alvarez, C. H. 2023. “Structural racism as an environmental justice issue: A multilevel analysis of the state racism index and environmental health risk from air toxics.” J. Racial Ethnic Health Disparities 10 (1): 244–258. https://doi.org/10.1007/s40615-021-01215-0.
Anguelovski, I., J. J. T. Connolly, L. Masip, and H. Pearsall. 2018. “Assessing green gentrification in historically disenfranchised neighborhoods: A longitudinal and spatial analysis of Barcelona.” Urban Geogr. 39 (3): 458–491. https://doi.org/10.1080/02723638.2017.1349987.
Baker, A., E. Brenneman, H. Chang, L. McPhillips, and M. Matsler. 2019. “Spatial analysis of landscape and sociodemographic factors associated with green stormwater infrastructure distribution in Baltimore, Maryland and Portland, Oregon.” Sci. Total Environ. 664 (May): 461–473. https://doi.org/10.1016/j.scitotenv.2019.01.417.
Beganskas, S., and A. T. Fisher. 2017. “Coupling distributed stormwater collection and managed aquifer recharge: Field application and implications.” J. Environ. Manage. 200 (Sep): 366–379. https://doi.org/10.1016/j.jenvman.2017.05.058.
BenDor, T. K., V. Shandas, B. Miles, K. Belt, and L. Olander. 2018. “Ecosystem services and U.S. stormwater planning: An approach for improving urban stormwater decisions.” Environ. Sci. Policy 88 (Oct): 92–103. https://doi.org/10.1016/j.envsci.2018.06.006.
Bockarjova, M., W. J. W. Botzen, M. H. van Schie, and M. J. Koetse. 2020. “Property price effects of green interventions in cities: A meta-analysis and implications for gentrification.” Environ. Sci. Policy 112 (Oct): 293–304. https://doi.org/10.1016/j.envsci.2020.06.024.
CDC. 2020. “CDC/ATSDR social vulnerability index (SVI).” Accessed January 12, 2023. https://www.atsdr.cdc.gov/placeandhealth/svi/index.html.
Census Bureau. n.d. “American community survey 2017-2021 5-Year.” Accessed January 12, 2023. https://data.census.gov/.
Chakraborty, J., T. W. Collins, M. C. Montgomery, and S. E. Grineski. 2014. “Social and spatial inequities in exposure to flood risk in Miami, Florida.” Nat. Hazards Rev. 15 (3): 04014006. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000140.
Christman, Z., M. Meenar, L. Mandarano, and K. Hearing. 2018. “Prioritizing suitable locations for green stormwater infrastructure based on social factors in Philadelphia.” Land 7 (4): 145. https://doi.org/10.3390/land7040145.
Collins, T. W., S. E. Grineski, and J. Chakraborty. 2018. “Environmental injustice and flood risk: A conceptual model and case comparison of metropolitan Miami and Houston, USA.” Reg. Environ. Change 18 (Feb): 311–323. https://doi.org/10.1007/s10113-017-1121-9.
Dong, F., Z. Zhang, C. Liu, R. Zou, Y. Liu, and H. Guo. 2020. “Towards efficient low impact development: A multi-scale simulation-optimization approach for nutrient removal at the urban watershed.” J. Cleaner Prod. 269 (Oct): 122295. https://doi.org/10.1016/j.jclepro.2020.122295.
Eckart, K., Z. McPhee, and T. Bolisetti. 2018. “Multiobjective optimization of low impact development stormwater controls.” J. Hydrol. 562 (Jul): 564–576. https://doi.org/10.1016/j.jhydrol.2018.04.068.
Edgley, R. 2016. Assessing the efficacy of BMPs to reduce metal loads in the Los Angeles River basin at the watershed scale. Golden, CO: Colorado School of Mines.
Epps, T., and J. Hathaway. 2019. “Using spatially-identified effective impervious area to target green infrastructure retrofits: A modeling study in Knoxville, TN.” J. Hydrol. 575 (Aug): 442–453. https://doi.org/10.1016/j.jhydrol.2019.05.062.
Esri. n.d. “iPlantGreenS2 Integrated planning toolkit for green infrastructure siting and selection.” Accessed January 21, 2022. https://cosspp.maps.arcgis.com/apps/webappviewer/index.html?id=7fa44a0704c04506b169f7abf077f810.
FDEP (Florida Department of Environmental Protection). 2023. Statewide land use land cover. Tallahassee, FL: FDEP.
Flocks, J., F. Escobedo, J. Wade, S. Varela, and C. Wald. 2011. “Environmental justice implications of urban tree cover in Miami-Dade County, Florida.” Environ. Justice 4 (2): 125–134. https://doi.org/10.1089/env.2010.0018.
Gallo, E. M., C. D. Bell, C. L. Panos, S. M. Smith, and T. S. Hogue. 2020. “Investigating tradeoffs of green to grey stormwater infrastructure using a planning-level decision support tool.” Water 12 (7): 2005. https://doi.org/10.3390/w12072005.
Gao, J., R. Wang, J. Huang, and M. Liu. 2015. “Application of BMP to urban runoff control using SUSTAIN model: A case study in an industrial area.” Ecol. Modell. 318 (Dec): 177–183. https://doi.org/10.1016/j.ecolmodel.2015.06.018.
Gearin, E., K. Dunson, M. Hampton, F. Neuhaus, and N. Robertson. 2023. “Greened out: Mitigating the impacts of eco-gentrification through community dialogue.” Archit._MPS 25 (1): 1–4. https://doi.org/10.14324/111.444.amps.2023v25i1.002.
Grineski, S. E., T. W. Collins, and J. Chakraborty. 2013. “Hispanic heterogeneity and environmental injustice: Intra-ethnic patterns of exposure to cancer risks from traffic-related air pollution in Miami.” Popul. Environ. 35 (Sep): 26–44. https://doi.org/10.1007/s11111-012-0184-2.
Heckert, M., and C. D. Rosan. 2018. “Creating GIS-based planning tools to promote equity through green infrastructure.” Front. Built Environ. 4 (May): 27. https://doi.org/10.3389/fbuil.2018.00027.
Her, Y., J. Jeong, J. Arnold, L. Gosselink, R. Glick, and F. Jaber. 2017. “A new framework for modeling decentralized low impact developments using soil and water assessment tool.” Environ. Modell. Software 96 (Oct): 305–322. https://doi.org/10.1016/j.envsoft.2017.06.005.
Hou, J., M. Zhu, Y. Wang, and S. Sun. 2020. “Optimal spatial priority scheme of urban LID-BMPs under different investment periods.” Landscape Urban Plann. 202 (Oct): 103858. https://doi.org/10.1016/j.landurbplan.2020.103858.
Kamanmalek, S. 2021. “An integrative approach to identify and assess streams susceptible to antibiotic discharges.” Doctoral dissertation, Dept. of Civil and Environmental Engineering, Univ. of North Carolina at Charlotte.
Kamanmalek, S., and N. Alamdari. 2024. “Advancing equitable stormwater management: A decision support tool integrating best practices for nutrient removal and environmental justice.” Ecol. Inf. 80: 102496.
Kontokosta, C. E. 2015. “Do inclusionary zoning policies equitably disperse affordable housing? A comparative spatial analysis.” J. Hous. Built Environ. 30 (Nov): 569–590. https://doi.org/10.1007/s10901-014-9430-5.
Lai, F.-H., T. Dai, J. Zhen, J. Riverson, K. Alvi, and L. Shoemaker. 2007. “SUSTAIN-AN EPA BMP process and placement tool for urban watersheds.” In Proc., World Environmental and Water Resource Congress 2006: Examining the Confluence of Environmental and Water Concerns, 946–968. Reston, VA: ASCE. https://doi.org/10.1061/40856(200)398.
Lai, F.-H., J. Zhen, J. Riverson, K. Alvi, and L. Shoemaker. 2009. “Multiple watershed scales approach for placement of best management practices in SUSTAIN.” In Proc., World Environmental and Water Resources Congress 2009: Great Rivers, 1–10. Reston, VA: ASCE. https://doi.org/10.1061/41036%28342%29138.
Lee, J. G., A. Selvakumar, K. Alvi, J. Riverson, J. X. Zhen, L. Shoemaker, and F.-H. Lai. 2012. “A watershed-scale design optimization model for stormwater best management practices.” Environ. Modell. Software 37 (Nov): 6–18. https://doi.org/10.1016/j.envsoft.2012.04.011.
Liao, K., J. Feng, X. Lai, and Q. Zhu. 2022. “Effects of environmental factors on the influence of tillage conversion on saturated soil hydraulic conductivity obtained with different methodologies: A global meta-analysis.” SOIL 8 (1): 309–317. https://doi.org/10.5194/soil-8-309-2022.
Liu, Y., V. F. Bralts, and B. A. Engel. 2015. “Evaluating the effectiveness of management practices on hydrology and water quality at watershed scale with a rainfall-runoff model.” Sci. Total Environ. 511 (Apr): 298–308. https://doi.org/10.1016/j.scitotenv.2014.12.077.
Luthy, R. G., S. Sharvelle, and P. Dillon. 2019. “Urban stormwater to enhance water supply.” Environ. Sci. Technol. 53 (10): 5534–5542. https://doi.org/10.1021/acs.est.8b05913.
Madhuri, R., Y. Sarath Raja, and K. Srinivasa Raju. 2022. “Simulation-optimization framework in urban flood management for historic and climate change scenarios.” J. Water Clim. Change 13 (2): 1007–1024. https://doi.org/10.2166/wcc.2021.436.
Martin-Mikle, C. J., K. M. de Beurs, J. P. Julian, and P. M. Mayer. 2015. “Identifying priority sites for low impact development (LID) in a mixed-use watershed.” Landscape Urban Plann. 140 (Aug): 29–41. https://doi.org/10.1016/j.landurbplan.2015.04.002.
Masoner, J. R., D. W. Kolpin, I. M. Cozzarelli, L. B. Barber, D. S. Burden, W. T. Foreman, K. J. Forshay, E. T. Furlong, J. F. Groves, and M. L. Hladik. 2019. “Urban stormwater: An overlooked pathway of extensive mixed contaminants to surface and groundwaters in the United States.” Environ. Sci. Technol. 53 (17): 10070–10081. https://doi.org/10.1021/acs.est.9b02867.
Meenar, M., J. Howell, D. Moulton, and S. Walsh. 2020. “Green stormwater infrastructure planning in urban landscapes: Understanding context, appearance, meaning, and perception.” Land 9 (12): 534. https://doi.org/10.3390/land9120534.
Meerow, S. 2019. “A green infrastructure spatial planning model for evaluating ecosystem service tradeoffs and synergies across three coastal megacities.” Environ. Res. Lett. 14 (12): 125011. https://doi.org/10.1088/1748-9326/ab502c.
Meerow, S., and J. P. Newell. 2017. “Spatial planning for multifunctional green infrastructure: Growing resilience in Detroit.” Landscape Urban Plann. 159 (Mar): 62–75. https://doi.org/10.1016/j.landurbplan.2016.10.005.
Mirza, S., J. Nie, M. Viteritto, and H. Feng. 2020. “A holistic approach to stormwater green infrastructure.” J. Environ. Sci. Eng. Technol. 8: 1–9. https://doi.org/10.12974/2311-8741.2020.08.1.
Mitchell, B. C., and J. Chakraborty. 2014. “Urban heat and climate justice: A landscape of thermal inequity in Pinellas County, Florida.” Geogr. Rev. 104 (4): 459–480. https://doi.org/10.1111/j.1931-0846.2014.12039.x.
Montgomery, M. C., and J. Chakraborty. 2015. “Assessing the environmental justice consequences of flood risk: A case study in Miami, Florida.” Environ. Res. Lett. 10 (9): 095010. https://doi.org/10.1088/1748-9326/10/9/095010.
Muangsri, S., W. McWilliam, T. Davies, and G. Lawson. 2022. “Effectiveness of strategically located green stormwater infrastructure networks for adaptive flood mitigation in a context of climate change.” Land 11 (11): 2078. https://doi.org/10.3390/land11112078.
Mullins, A. R., D. J. Bain, E. Pfeil-McCullough, K. G. Hopkins, S. Lavin, and E. Copeland. 2020. “Seasonal drivers of chemical and hydrological patterns in roadside infiltration-based green infrastructure.” Sci. Total Environ. 714 (Apr): 136503. https://doi.org/10.1016/j.scitotenv.2020.136503.
Omitaomu, O. A., S. M. Kotikot, and E. S. Parish. 2021. “Planning green infrastructure placement based on projected precipitation data.” J. Environ. Manage. 279 (Feb): 111718. https://doi.org/10.1016/j.jenvman.2020.111718.
Pearsall, H., and J. K. Eller. 2020. “Locating the green space paradox: A study of gentrification and public green space accessibility in Philadelphia, Pennsylvania.” Landscape Urban Plann. 195 (Mar): 103708. https://doi.org/10.1016/j.landurbplan.2019.103708.
Pons, V., E. M. H. Abdalla, F. Tscheikner-Gratl, K. Alfredsen, E. Sivertsen, J.-L. Bertrand-Krajewski, and T. M. Muthanna. 2023. “Practice makes the model: A critical review of stormwater green infrastructure modelling practice.” Water Res. 236 (Jun): 119958. https://doi.org/10.1016/j.watres.2023.119958.
Porse, E. 2018. “Open data and stormwater systems in Los Angeles: Applications for equitable green infrastructure.” Local Environ. 23 (5): 505–517. https://doi.org/10.1080/13549839.2018.1434492.
Raei, E., M. R. Alizadeh, M. R. Nikoo, and J. Adamowski. 2019. “Multi-objective decision-making for green infrastructure planning (LID-BMPs) in urban storm water management under uncertainty.” J. Hydrol. 579 (Dec): 124091. https://doi.org/10.1016/j.jhydrol.2019.124091.
Schade-Poole, K., and G. Möller. 2016. “Impact and mitigation of nutrient pollution and overland water flow change on the Florida Everglades, USA.” Sustainability 8 (9): 940. https://doi.org/10.3390/su8090940.
Spahr, K. M., C. D. Bell, J. E. McCray, and T. S. Hogue. 2020. “Greening up stormwater infrastructure: Measuring vegetation to establish context and promote cobenefits in a diverse set of US cities.” Urban For. Urban Greening 48 (Feb): 126548. https://doi.org/10.1016/j.ufug.2019.126548.
Stephens, C. 2007. “Environmental justice: A critical issue for all environmental scientists everywhere.” Environ. Res. Lett. 2 (4): 045001. https://doi.org/10.1088/1748-9326/2/4/045001.
Tecca, N. P., J. S. Gulliver, and J. L. Nieber. 2021. “Siting surface infiltration-based stormwater control measures using a geographic information systems approach.” J. Sustainable Water Environ. 7 (2): 04021002. https://doi.org/10.1061/JSWBAY.0000940.
Tran, T. J., M. R. Helmus, and J. E. Behm. 2020. “Green infrastructure space and traits (GIST) model: Integrating green infrastructure spatial placement and plant traits to maximize multifunctionality.” Urban For. Urban Greening 49 (Mar): 126635. https://doi.org/10.1016/j.ufug.2020.126635.
USDA. 2007. “Web soil survey.” Accessed October 25, 2021. https://websoilsurvey.nrcs.usda.gov/.
USDA. 2019. The soil survey geographic database (SSURGO). Washington, DC: USDA.
USEPA. n.d. “Environmental justice.” Accessed January 12, 2023. https://www.epa.gov/environmentaljustice.
USGS. 2023a. National Hydrography Dataset (NHD)—USGS national map downloadable data collection. Washington, DC: USGS.
USGS. 2023b. USGS groundwater data for the nation. Washington, DC: USGS.
USGS. 2023c. USGS national transportation dataset (NTD) downloadable data collection: U.S. Geological Survey. Washington, DC: USGS. National Geospatial Technical Operations Center.
USGS. 2023d. 3D elevation program 1-meter resolution digital elevation model. Washington, DC: USGS.
USGS and MRLC. 2019. NLCD Imperviousness. Washington, DC: USGS.
Wadzuk, B. M., J. M. Hickman Jr., and R. G. Traver. 2015. “Understanding the role of evapotranspiration in bioretention: Mesocosm study.” J. Sustainable Water Built Environ. 1 (2): 04014002. https://doi.org/10.1061/JSWBAY.0000794.
Walker, R. H. 2021. “Engineering gentrification: Urban redevelopment, sustainability policy, and green stormwater infrastructure in Minneapolis.” J. Environ. Plann. Policy Manage. 23 (5): 646–664. https://doi.org/10.1080/1523908X.2021.1945917.
Xu, H., T. Zhong, Y. Chen, and J. Zhang. 2023. “How to simulate future scenarios of urban stormwater management? A novel framework coupling climate change, urbanization, and green stormwater infrastructure development.” Sci. Total Environ. 874 (May): 162399. https://doi.org/10.1016/j.scitotenv.2023.162399.
Xu, T., B. A. Engel, X. Shi, L. Leng, H. Jia, S. L. Yu, and Y. Liu. 2018. “Marginal-cost-based greedy strategy (MCGS): Fast and reliable optimization of low impact development (LID) layout.” Sci. Total Environ. 640 (Nov): 570–580. https://doi.org/10.1016/j.scitotenv.2018.05.358.
Zellner, M., D. Massey, E. Minor, and M. Gonzalez-Meler. 2016. “Exploring the effects of green infrastructure placement on neighborhood-level flooding via spatially explicit simulations.” Comput. Environ. Urban Syst. 59 (Sep): 116–128. https://doi.org/10.1016/j.compenvurbsys.2016.04.008.
Zhang, K., and T. F. M. Chui. 2017. “Evaluating hydrologic performance of bioretention cells in shallow groundwater.” Hydrol. Processes 31 (23): 4122–4135. https://doi.org/10.1002/hyp.11308.
Zuniga-Teran, A. A., A. K. Gerlak, A. D. Elder, and A. Tam. 2021. “The unjust distribution of urban green infrastructure is just the tip of the iceberg: A systematic review of place-based studies.” Environ. Sci. Policy 126 (Dec): 234–245. https://doi.org/10.1016/j.envsci.2021.10.001.

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Journal of Environmental Engineering
Volume 150Issue 12December 2024

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Received: Sep 28, 2023
Accepted: Jun 24, 2024
Published online: Oct 9, 2024
Published in print: Dec 1, 2024
Discussion open until: Mar 9, 2025

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S. M. Mushfiqul Hoque, S.M.ASCE
Graduate Research Assistant, Dept. of Civil and Environmental Engineering, Florida A&M Univ.—Florida State Univ. (FAMU-FSU) College of Engineering, 2525 Pottsdamer St., Tallahassee, FL 32310.
Sara Kamanmalek
Postdoctoral Researcher, Dept. of Civil and Environmental Engineering, Florida A&M Univ.—Florida State Univ. (FAMU-FSU) College of Engineering, 1753 W Paul Dirac Dr., Tallahassee, FL 32310.
Assistant Professor, Dept. of Civil and Environmental Engineering, Florida A&M Univ.—Florida State Univ. (FAMU-FSU) College of Engineering, 1753 W Paul Dirac Dr., Tallahassee, FL 32310 (corresponding author). ORCID: https://orcid.org/0000-0003-4102-6613. Email: [email protected]

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