Technical Papers
Dec 8, 2018

Minimizing Urban Floodplain Management Regrets under Deeply Uncertain Climate Change

Publication: Journal of Water Resources Planning and Management
Volume 145, Issue 2

Abstract

Optimization modeling can reveal promising multiperiod schedules for adapting to deeply uncertain changes in flooding. We contribute a parsimonious optimization model (mixed integer program) that adjusts the efficacy of property-scale adaptation measures (first-floor elevation, wet floodproofing, permanent retreat, insurance) for different floodwall investments and insurance incentives. After minimizing expected flood-control and damage costs for individual scenarios, we identified adaptation portfolios that minimize underdesign and overdesign regrets under a deeply uncertain future. A near-optimal solutions algorithm also identified diverse solutions with different multistakeholder tradeoffs. A stylized example showed that, when mild damage is tolerated, portfolios combining smaller floodwalls, wet floodproofing of basements, and moderately elevated manufactured (mobile) homes can be more robust to climate uncertainty than larger floodwalls alone. Yet, near-optimal solutions demonstrated that larger floodwalls without any property-scale measures are also feasible. Insurance incentives targeting property-scale measures (elevation, wet floodproofing) suited for permanent homes discourage municipal floodwall investments and force owners of manufactured homes to retreat. The results motivate further research on wet floodproofing, retreat financing, and insurance-based adaptation incentives.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

The National Oceanic and Atmospheric Administration National Estuarine Research Reserve System Science Collaborative (NOAA Grant No. NA09NOS4190153), the National Science Foundation Integrative Graduate Education Research Traineeship (NSF-IGERT) program, and the Tufts Institute of the Environment provided financial support. This research was conducted in collaboration with the Climate Adaptation Plan for Exeter project. Undergraduate assistants Hannah Conroy and Sylvia Lustig provided valuable support. Finally, the authors are thankful for reviews from two anonymous referees as well as discussions with Richard Vogel, Maura Allaire, Jim Limbrunner, Mahdi Zarghami, Jake Serago, Aaron Thomas, and Shaina Korman-Houston.

References

Aerts, J. C. J. H., W. J. W. Botzen, H. de Moel, and M. Bowman. 2013. “Cost estimates for flood resilience and protection strategies in New York City.” Ann. NY Acad. Sci. 1294 (1): 1–104. https://doi.org/10.1111/nyas.12200.
Aerts, J. C. J. H., W. J. W. Botzen, K. Emanuel, N. Lin, H. de Moel, and E. O. Michel-Kerjan. 2014. “Evaluating flood resilience strategies for coastal megacities.” Science 344 (6183): 473–475. https://doi.org/10.1126/science.1248222.
Aytur, S., J. S. Hecht, and P. H. Kirshen. 2015. “Aligning climate change adaptation planning with adaptive governance: Lessons from Exeter, NH.” J. Contemp. Water Res. Educ. 155 (1): 83–98. https://doi.org/10.1111/j.1936-704X.2015.03198.x.
Baker, D., S. Hamshaw, and K. Hamshaw. 2014. “Rapid flood exposure assessment of Vermont mobile home parks following Tropical Storm Irene.” Nat. Hazard. Rev. 15 (1): 27–37. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000112.
Ball, M. O., W. F. Bialas, and D. P. Loucks. 1978. “Structural flood control planning.” Water Resour. Res. 14 (1): 62–66. https://doi.org/10.1029/WR014i001p00062.
Botzen, W. J. W., J. C. J. H. Aerts, and J. C. J. M. van den Bergh. 2013. “Individual preferences for reducing flood risk to near-zero through elevation.” Mitigation Adapt. Strategies Global Change 18 (2): 229–244. https://doi.org/10.1007/s11027-012-9359-5.
Brekelmans, R. C. M., D. den Hertog, K. Roos, and C. Eijgenraam. 2012. “Safe dike heights at minimal costs: The nonhomogeneous case.” Oper. Res. 60 (6): 1342–1355. https://doi.org/10.1287/opre.1110.1028.
Brown, C., and P. A. Ray. 2016. Confronting climate change uncertainty in water resources planning and project design. Washington, DC: World Bank.
CAPE (Climate Adaptation Planning for Exeter). 2015. “Collaborative planning for climate change adaptation: A case study in the Great Bay National Estuarine Research Reserve.” Accessed December 22, 2017. http://50.87.232.11/wp-content/uploads/2015/06/project-page_final-report_community-based-adaptation-planning-for-new-hampshire.pdf.
Carlsen, H., E. A. Eriksson, K. H. Dreborg, B. Johansson, and O. Bodin. 2016. “Scenario diversity analysis for systematic exploration of scenario spaces.” Foresight 18 (1): 59–75. https://doi.org/10.1108/FS-02-2015-0011.
Davis, D. W. 1974. “Optimal sizing of urban flood-control systems.” J. Hydraul. Div. 101 (8): 1077–1092.
Dawson, R. J., T. Ball, J. Werritty, A. Werritty, J. W. Hall, and N. Roche. 2011. “Assessing the effectiveness of non-structural flood management measures in the Thames Estuary under conditions of socio-economic and environmental change.” Global Environ. Change 21 (2): 628–646. https://doi.org/10.1016/j.gloenvcha.2011.01.013.
Day, J. C. 1970. “A recursive programming model for nonstructural flood damage control.” Water Resour. Res. 6 (5): 1262–1271. https://doi.org/10.1029/WR006i005p01262.
Deb, K., A. Pratap, S. Agarwal, and T. Meyarivan. 2002. “A fast and elitist multiobjective genetic algorithm: NSGA-II.” IEEE Trans. Evol. Comput. 6 (2): 182–197. https://doi.org/10.1109/4235.996017.
de Moel, H., M. van Vliet, and J. C. J. H. Aerts. 2014. “Evaluating the effect of flood damage-reducing measures: A case study of the unembanked area of Rotterdam, the Netherlands.” Reg. Environ. Change 14 (3): 895–908. https://doi.org/10.1007/s10113-013-0420-z.
De Neufville, R., and S. Scholtes. 2011. Flexibility in engineering design. Cambridge, MA: MIT Press.
Dessai, S., and M. Hulme. 2004. “Does climate adaptation policy need probabilities?” Clim. Policy 4 (2): 107–128. https://doi.org/10.1080/14693062.2004.9685515.
Dubbelboer, J., I. Nikolic, K. Jenkins, and J. Hall. 2017. “An agent-based model of flood risk and insurance.” J. Artif. Soc. Social Simul. 20 (1): 6. https://doi.org/10.18564/jasss.3135.
Ermolieva, T., T. Filatova, Y. Ermoliev, M. Obersteiner, K. M. de Bruijn, and A. Jeuken. 2017. “Flood catastrophe model for designing optimal flood insurance program: Estimating location-specific premiums in the Netherlands.” Risk Anal. 37 (1): 82–98. https://doi.org/10.1111/risa.12589.
FEMA. 2014. Homeowner’s guide to retrofitting: Six ways to protect your house from flooding. 3rd ed. Washington, DC: FEMA.
FEMA. 2015. “Flood insurance manual, effective.” Accessed April 1, 2015. http://www.fema.gov/media-library/assets/documents/103209.
Fischbach, J. R. 2010. “Managing New Orleans flood risk in an uncertain future using non-structural risk mitigation.” Ph.D. dissertation, Pardee RAND Graduate School. www.prgs.edu/degree-program/courses.html.
Fletcher, S. M., M. Miotti, J. Swaminathan, M. M. Klemun, K. Strzepek, and A. Siddiqi. 2017. “Water supply infrastructure planning: Decision-making framework to classify multiple uncertainties and evaluate flexible design.” J. Water Resour. Plann. Manage. 143 (10): 04017061. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000823.
Gersonius, B., R. Ashley, A. Pathirana, and C. Zevenbergen. 2013. “Climate change uncertainty: Building flexibility into water and flood risk infrastructure.” Clim. Change 116 (2): 411–423. https://doi.org/10.1007/s10584-012-0494-5.
Giuliani, L., and A. Castelletti. 2016. “Is robustness really robust? How different definitions of robustness impact decision-making under climate change.” Clim. Change 135 (3–4): 409–424. https://doi.org/10.1007/s10584-015-1586-9.
Hall, J., and D. Solomatine. 2008. “A framework for uncertainty analysis in flood risk management decisions.” Intl. J. River Basin Manage. 6 (2): 85–98. https://doi.org/10.1080/15715124.2008.9635339.
Hallegatte, S., A. Shah, R. Lempert, C. Brown, and S. Gill. 2012. Investment decision making under deep uncertainty: World Bank Policy Research Working Paper 6193. Washington, DC: World Bank.
Herman, J. D., P. M. Reed, H. B. Zeff, and G. Characklis. 2015. “How should robustness be defined for water systems planning under change?” J. Water Resour. Plann. Manage. 141 (10): 04015012. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000509.
Highfield, W. E., and S. D. Brody. 2013. “Evaluating the effectiveness of local mitigation activities in reducing flood losses.” Nat. Hazard. Rev. 14 (4): 229–236. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000114.
Housh, M. 2017. “Nonprobabilistic robust optimization approach for flood control system design.” Environ. Modell. Software 95: 48–60. https://doi.org/10.1016/j.envsoft.2017.05.003.
Hudson, P., W. J. W. Botzen, L. Feyen, and J. C. J. H. Aerts. 2016. “Incentivising flood risk adaptation through risk based premiums: Trade-offs between affordability and risk reduction.” Ecol. Econ. 125: 1–13. https://doi.org/10.1016/j.ecolecon.2016.01.015.
Hui, R., J. Herman, J. R. Lund, and K. Madani. 2018. “Adaptive water infrastructure planning for nonstationary hydrology.” Adv. Water Res. 118: 83. https://doi.org/10.1016/j.advwatres.2018.05.009.
Hui, R., E. Jachens, and J. R. Lund. 2016a. “Risk-based planning analysis for a single levee.” Water Resour. Res. 52 (4): 2513–2528. https://doi.org/10.1002/2014WR016478.
Hui, R., J. R. Lund, and K. Madani. 2016b. “Game theory and risk-based leveed river system planning with noncooperation.” Water Resour. Res. 52 (1): 119–134. https://doi.org/10.1002/2015WR017707.
James, L. D. 1967. “Economic analysis of alternative flood control measures.” Water Resour. Res. 3 (2): 333–343. https://doi.org/10.1029/WR003i002p00333.
Jeong, H., S. Ha, and H. Kim. 2018. “Flood protection cost allocation using cooperative game theory for adapting infrastructure to climate change.” J. Water Resour. Plann. Manage. 144 (4): 0401801. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000920.
Kang, D., and K. Lansey. 2013. “Scenario-based robust optimization of regional water and wastewater infrastructure.” J. Water Resour. Plann. Manage. 139 (3): 325–338. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000236.
Karamouz, M., O. Abesi, A. Moridi, and A. Ahmadi. 2009. “Development of optimization schemes for floodplain management: A case study.” Water Res. Manage. 23 (9): 1743–1761. https://doi.org/10.1007/s11269-008-9350-9.
Kesete, Y., J. Peng, Y. Gao, X. Shan, R. A. Davidson, L. K. Nozick, and J. Kruse. 2014. “Modeling insurer-homeowner interactions in managing natural disaster risk.” Risk Anal. 34 (6): 1040–1055. https://doi.org/10.1111/risa.12227.
Kirshen, P. H., K. Knee, and M. Ruth. 2008. “Climate change and coastal flooding in Metro Boston: Impacts and adaptation strategies.” Clim. Change 90 (4): 453–473. https://doi.org/10.1007/s10584-008-9398-9.
Kirshen, P. H., D. H. Marks, and J. C. Schaake. 1970. A flood management model for urbanizing river basins.
Kousky, C., and L. Shabnam. 2015. “A proposed design for community flood insurance.” Resources for the Future Report. http://www.rff.org/files/document/file/RFF-Rpt-KouskyShabman-CommunityFloodIns.pdf.
Kreibich, H., P. Bubeck, M. van Vliet, and H. de Moel. 2015. “A review of damage-reducing measures to manage fluvial flood risks in a changing climate.” Mitigation Adaptation Strategies Clim. Change 20 (6): 967–989. https://doi.org/10.1007/s11027-014-9629-5.
Kreibich, H., A. H. Thieken, T. Petrow, M. Müller, and B. Merz. 2005. “Flood loss reduction of private households due to building precautionary measures: Lessons learned from the Elbe flood in August 2002.” Nat. Hazard. Earth Syst. Sci. 5 (1): 117–126. https://doi.org/10.5194/nhess-5-117-2005.
Kwakkel, J. H., M. Haasnoot, and W. E. Walker. 2015. “Developing dynamic adaptive policy pathways: A computer-assisted approach for developing adaptive strategies for a deeply uncertain world.” Clim. Change 132 (3): 373–386. https://doi.org/10.1007/s10584-014-1210-4.
Kwakkel, J. H., W. E. Walker, and M. Haasnoot. 2016. “Coping with the wickedness of public policy problems: Approaches for decision-making under deep uncertainty.” J. Water Resour. Plann. Manage. 142 (3): 01816001. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000626.
Lempert, R., N. Kalra, S. Peyraud, Z. Mao, S. B. Tan, D. Cira, and A. Lotsch. 2013. Ensuring robust flood risk management in Ho Chi Minh City: World Bank Policy Research Working Paper 6465. Washington, DC: World Bank.
Lempert, R. J., S. W. Popper, and S. C. Bankes. 2003. Shaping the next one hundred years. New methods for quantitative, long-term policy analysis. Santa Monica, CA: RAND.
Limbrunner, J. F., R. M. Vogel, S. C. Chapra, and P. H. Kirshen. 2013. “Classic optimization techniques to stormwater and nonpoint source pollution management at the watershed scale.” J. Water Resour. Plann. Manage. 139 (5): 486–491. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000361.
Loucks, D. P., E. van Beek, J. R. Stedinger, J. P. M. Dijkman, and M. T. Villars. 2005. Water resources systems planning and management: An introduction to methods, models and applications. Paris: UNESCO.
Loulou, R., and A. Kanudia. 1999. “Minimax regret strategies for greenhouse gas abatement: Methodology and application.” Oper. Res. Lett. 25 (5): 219–230. https://doi.org/10.1016/S0167-6377(99)00049-8.
Lund, J. R. 2002. “Floodplain planning risk-based optimization.” J. Water Resour. Plann. Manage. 128 (3): 202–207. https://doi.org/10.1061/(ASCE)0733-9496(2002)128:3(202).
Maass, A., M. M. Hufschmidt, R. Dorfman, H. A. Thomas Jr., S. A. Marglin, and G. M. Fair. 1962. “Design of water-resource systems: New techniques for relating economic objectives.” In Engineering analysis, and governmental planning. Cambridge, MA: Harvard University Press.
Maier, H. R., et al. 2014. “Evolutionary algorithms and other metaheuristics in water resources: Current status, recent challenges and future directions.” Environ. Modell. Software 62: 271–299. https://doi.org/10.1016/j.envsoft.2014.09.013.
McPhail, C., H. R. Maier, J. H. Kwakkel, M. Giuliani, A. Castelletti, and S. Westra. 2018. “Robustness metrics: How are they calculated, when should they be used and why do they give different results?” Earth Future 6 (2): 169–191. https://doi.org/10.1002/2017EF000649.
Merritts, D., et al. 2013. “The rise and fall of mid-Atlantic streams: Millpond sedimentation, milldam breaching, channel incision and stream bank erosion.” Rev. Eng. Geol. 21: 183–203. https://doi.org/10.1130/2013.4121(14).
Michel-Kerjan, E., and H. Kunreuther. 2011. “Redesigning flood insurance.” Science 333 (6041): 408–409. https://doi.org/10.1126/science.1202616.
Morin, T. L., W. L. Merier, and K. S. Nagaraj. 1989. Dynamic programming for flood dynamic programming for optimal water systems analysis. Edited by A. O. Esogbue, 286–306. Englewood Cliffs, NJ: Prentice-Hall.
Needham, J. T., D. W. Watkins Jr., and J. R. Lund. 2000. “Linear programming for flood control in the Iowa and Des Moines Rivers.” J. Water Resour. Plann. Manage. 26 (3): 118–127. https://doi.org/10.1061/(ASCE)0733-9496(2000)126:3(118).
Olsen, J. R., P. A. Beling, and J. H. Lambert. 2000. “Dynamic models for floodplain management.” J. Water Resour. Plann. Manage. 126 (3): 167–175. https://doi.org/10.1061/(ASCE)0733-9496(2000)126:3(167).
Penning-Rowsell, E. C., and T. Wilson. 2006. “Gauging the impact of natural hazards: The pattern and cost of emergency response during flood events.” Trans. Inst. British Geogr. 31 (2): 9–15. https://doi.org/10.1111/j.1475-5661.2006.00200.x.
Piani, C., G. P. Weedon, M. Best, S. M. Gomes, P. Viterbo, S. Hagemann, and J. O. Haerter. 2010. “Statistical bias correction of global simulated daily precipitation and temperature for the application of hydrological models.” J. Hydrol. 395 (3–4): 199–215. https://doi.org/10.1016/j.jhydrol.2010.10.024.
Postek, K., D. den Hertog, J. Kind, and C. Pustjens. 2018. “Adjustable robust strategies for flood protection.” Omega 82: 142–154. https://doi.org/10.1016/j.omega.2017.12.009.
Poussin, J. K., W. J. W. Botzen, and J. C. J. H Aerts. 2015. “Effectiveness of flood damage mitigation measures: Empirical evidence from French flood disasters.” Global Environ. Change 31 (Mar): 74–84. https://doi.org/10.1016/j.gloenvcha.2014.12.007.
Rahman, A., P. E. Weinmann, T. M. T. Hoang, and E. M. Laurenson. 2002. “Monte Carlo simulation of flood frequency curves from rainfall.” J. Hydrol. 256 (3–4): 196–210. https://doi.org/10.1016/S0022-1694(01)00533-9.
Ray, P. A., P. H. Kirshen, and D. W. Watkins Jr. 2012. “Staged climate change adaptation planning for water supply in Amman, Jordan.” J. Water Resour. Plann. Manage. 138 (5): 403–411. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000172.
Reed, P. M., D. Hadka, J. D. Herman, J. R. Kasprzyk, and J. B. Kollat. 2013. “Evolutionary multi-objective optimization in water resources: The past, present, and future.” Adv. Water Resour. 51: 438–456. https://doi.org/10.1016/j.advwatres.2012.01.005.
Revelle, C. S., E. E. Whitlatch, and J. R. Wright. 2003. Civil and environmental systems engineering. 2nd ed. Upper Saddle River, NJ: Prentice Hall.
Rosenberg, D. 2015. “Blended near-optimal alternative generation, visualization, and interaction for water resources decision making.” Water Resour. Res. 51 (4): 2047–2063. https://doi.org/10.1002/2013WR014667.
Safari, N., M. Zarghami, and F. Szidarovsky. 2014. “Nash bargaining and leader-follower models in water allocation: Application to the Zarrinehrud River basin, Iran.” Appl. Math. Modell. 38 (7–8): 1959–1968. https://doi.org/10.1016/j.apm.2013.10.018.
Savage, L. J. 1951. “The theory of statistical decision.” J. Am. Stat. Assoc. 46 (253): 55–67. https://doi.org/10.1080/01621459.1951.10500768.
Schaake, J. C., Jr., and M. B. Fiering, 1967. “Simulation of a national flood insurance fund.” Water Resour. Res. 3 (4): 913–929. https://doi.org/10.1029/WR003i004p00913.
Slater, L. J., M. B. Singer, and J. Kirchner. 2015. “Hydrologic versus geomorphic drivers of trends in flood hazard.” Geophys. Res. Lett. 42 (2): 370–376. https://doi.org/10.1002/2014GL062482.
Špačková, O., and D. Straub. 2015. “Cost-benefit analysis for optimization of risk protection under budget constraints.” Risk Anal. 35 (5): 941–959. https://doi.org/10.1111/risa.12310.
Spader, J. 2015. “Will my neighbors rebuild? Rebuilding outcomes and remaining damage following Hurricanes Katrina and Rita.” Cityscapes 17 (2): 199–222.
Spence, C. M., and C. M. Brown. 2016. “Nonstationary decision model for flood risk decision scaling.” Water Resour. Res. 52 (11): 8650–8667. https://doi.org/10.1002/2016WR018981.
Tate, E., A. Strong, T. Kraus, and H. Xiong. 2016. “Flood recovery and property acquisition in Cedar Rapids, Iowa.” Nat. Hazard. 80 (3): 2055–2079. https://doi.org/10.1007/s11069-015-2060-8.
Tversky, A., and I. Kahneman. 1981. “The framing of decisions and the psychology of choice.” Science 211 (4481): 453–458. https://doi.org/10.1126/science.7455683.
USACE. 2003. “Economic guidance memorandum (EGM) 04-01.” In Generic depth damage relationships for residential structures with basements. Washington, DC: USACE.
van der Pol, T. G., S. Gabbert, H. P. Weikard, E. C. van Ierland, and E. M. T. Hendrix. 2017. “A minimax regret analysis of flood risk management strategies under climate change uncertainty and emerging information.” Environ. Resour. Econ. 68 (4): 1087–1109. https://doi.org/10.1007/s10640-016-0062-y.
VGS (Vision Government Solutions). 2016. “Exeter, New Hampshire property lookup.” Accessed September 18, 2016. http://gis.vgsi.com/exeternh/Search.aspx.
Wagenaar, D. J., K. M. de Bruijn, L. M. Bouwer, and H. de Moel. 2016. “Uncertainty in flood damage estimates and its potential effect on investment decisions.” Nat. Hazard. Earth Syst. Sci. 16 (1): 1–14. https://doi.org/10.5194/nhess-16-1-2016.
Walker, A. 2014. Climate change flood analysis in Exeter, NH. Durham, NH: Univ. of New Hampshire.
Walker, W. E., M. Haasnoot, and J. H. Kwakkel. 2013. “Adapt or perish: A review of planning approaches for adaptation under deep uncertainty.” Sustainability 5 (3): 955–979. https://doi.org/10.3390/su5030955.
Watkins, D., D. J. Jones, and J. T. Ford. 1999. “Flood control optimization using mixed-integer programming.” In Proc., 26th Annual Water Resources Planning and Management Conf. Reston, VA: ASCE.
Watkiss, P., A. Hunt, W. Blyth, and J. Dyszynski. 2015. “The use of new economic decision support tools for adaptation assessment: A review of methods and applications, towards guidance on applicability.” Clim. Change 132 (3): 401–416. https://doi.org/10.1007/s10584-014-1250-9.
Windsor, J. S. 1973. “Optimization model for the operation of flood control systems.” Water Resour. Res. 9 (5): 1219–1226. https://doi.org/10.1029/WR009i005p01219.
Woodward, M., B. Gouldby, Z. Kapelan, and D. Hames. 2014. “Multiobjective optimization for improved management of flood risk.” J. Water Resour. Plann. Manage. 140 (2): 201–215. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000295.
Yazdi, J., and S. A. A. Salehi Neyshabouri. 2012. “A simulation-based optimization model for flood management on a watershed scale.” Water Resour. Manage. 26 (15): 4569–4586. https://doi.org/10.1007/s11269-012-0167-1.
Zhu, T., J. R. Lund, M. W. Jenkins, G. F. Marques, and R. S. Ritzema. 2007. “Climate change, urbanization, and optimal long-term floodplain protection.” Water Resour. Res. 43 (6). https://doi.org/10.1029/2004WR003516.

Information & Authors

Information

Published In

Go to Journal of Water Resources Planning and Management
Journal of Water Resources Planning and Management
Volume 145Issue 2February 2019

History

Received: Dec 23, 2017
Accepted: Jun 15, 2018
Published online: Dec 8, 2018
Published in print: Feb 1, 2019
Discussion open until: May 8, 2019

Permissions

Request permissions for this article.

Authors

Affiliations

Jory S. Hecht, Ph.D. [email protected]
Postdoctoral Research Associate, Vermont EPSCoR, Univ. of Vermont, Burlington, VT 05401; formerly, Ph.D. Candidate, Dept. of Civil and Environmental Engineering, Tufts Univ., Medford, MA 02155 (corresponding author). Email: [email protected]
Paul H. Kirshen, Ph.D., M.ASCE [email protected]
Professor, School for the Environment, Univ. of Massachusetts–Boston, Boston, MA 02125. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share