Skip to main content

Advertisement

Log in

Toward indicators of the performance of US infrastructures under climate change risks

  • Published:
Climatic Change Aims and scope Submit manuscript

Abstract

Built infrastructures are increasingly disrupted by climate-related extreme events. Being able to monitor what climate change implies for US infrastructures is of considerable importance to all levels of decision-makers. A capacity to develop cross-cutting, widely applicable indicators for more than a dozen different kinds of infrastructure, however, is severely limited at present. The development of such indicators must be considered an ongoing activity that will require expansion and refinement. A number of recent consensus reports suggest four priorities for indicators that portray the impacts of climate change, climate-related extreme events, and other driving forces on infrastructure. These are changes in the reliability of infrastructure services and the implications for costs; changes in the resilience of infrastructures to climate and other stresses; impacts due to the interdependencies of infrastructures; and ongoing adaptation in infrastructures.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1

Similar content being viewed by others

Notes

  1. See https://www.nationalacademies.org/our-work/resilient-america-roundtable for more information.

References

  • Abdrabo MA, Hassaan MA (2015) An integrated framework for urban resilience to climate change – case study: sea level rise impacts on the Nile Delta coastal urban areas. Urban Clim 14(4):554–565

  • Aivalioti S (2015) Electricity sector adaptation to heat waves; technical report; Sabin Center for Climate Change Law, Columbia Law School, New York. http://columbiaclimatelaw.com/files/2016/06/Aivalioti-2015-01-Electricity-Sector-Adaptation-to-Heat-Waves.pdf. Accessed 5 Oct 2020

  • Aldrich DP (2010) Fixing recovery: social capital in post-crisis resilience. J Homeland Sec. http://works.bepress.com/daniel_aldrich/7. Accessed 5 Oct 2020

  • Aldrich DP, Meyer MA (2015) Social capital and community resilience. Am Behav Sci 59:254–269

    Article  Google Scholar 

  • ASCE (2013) Bridging the gap between climate change science and civil engineering practice. Committee on Adaptation to a Changing Climate of the American Society of Civil Engineers, Charlotte

  • ASCE (2015) Adapting infrastructure and civil engineering practice to a changing climate, Committee on Adaptation to a Changing Climate report. Ed J Rolf Olsen. https://doi.org/10.1061/9780784479193

  • ASCE (2017) 2017 infrastructure report card. American Society for Civil Engineers, Reston https://www.infrastructurereportcard.org/. Accessed 5 Oct 2020

  • Avery CW, Reidmiller DR, Kolian M, Kunkel KE, Herring D, Sherman R, Sweet WV, Tipton K, Weaver C (2018) Data tools and scenario products. In Impacts, risks, and adaptation in the United States: Fourth National Climate Assessment, Volume II [Reidmiller, D.R., C.W. Avery, D.R. Easterling, K.E. Kunkel, K.L.M. Lewis, T.K. Maycock, and B.C. Stewart (eds.)]. US Global Change Research Program, Washington, pp. 1413–1430. https://doi.org/10.7930/NCA4.2018.AP3

  • Bartos M, Chester MV (2015) Impacts of climate change on electric power supply in the Western United States. Nat Clim Chang 5:748–752

    Article  Google Scholar 

  • Bashan A, Berezinm Y, Buldyrev SV, Havlin S (2013) The extreme vulnerability of interdependent spatially embedded networks. Nat Phys 9:667–672

    Article  Google Scholar 

  • Blake ES, Kimberlain TB, Berg RJ, Cangialosi JP, Beven JLII (2013) Tropical cyclone report, Hurricane Sandy (AL182012) National Hurricane Center. http://www.nhc.noaa.gov/data/tcr/AL182012 Sandy.pdf. Accessed 5 Oct 2020

  • Borenstein D (2014) Bouncing forward: why “resilience” is important and needs a definition, The Wilson Center. http://www.wilsoncenter.org/article/bouncing-forward-why-%E2%80%9Cresilience%E2%80%9D-important-and-needs-definition. Accessed 5 Oct 2020

  • Boston (2016) Climate Ready Boston final report. https://www.boston.gov/sites/default/files/embed/2/20161207_climate_ready_boston_digital2.pdf. Accessed 5 Oct 2020

  • Boston Water and Sewer Commission (2013) Wastewater and storm drain system facilities plan

  • Buizer JL, Fleming P, Hays SL et al. (2013) Report on preparing the nation for change: building a sustained national climate assessment process. National Climate Assessment and Development Advisory Committee

  • CCSP 4.7 (2008) Impacts of climate change and variability on transportation systems and infrastructure: gulf coast study, Phase I. US Climate Change Science Program Washington

  • CESR (2009) ClimWatAdapt, European Commission. CESR, Kassel

    Google Scholar 

  • Chappin EJL, van der Lei T (2014) Adaptation of interconnected infrastructures to climate change: a socio-technical systems perspective. Util Policy 31:10–17

    Article  Google Scholar 

  • Chicago (2008) Chicago climate action plan update. http://www.cityofboston.gov/eeos/pdfs/Greenovate%20Boston%202014%20CAP%20Update_Full.pdf. Accessed 5 Oct 2020

  • Chopra SS, Khanna V (2015) Interconnectedness and interdependencies of critical infrastructures in the US economy: implications for resilience. Physica A: Statistical Mechanics and its Applications 436(15):865–877

    Article  Google Scholar 

  • City of New York (2013) PlaNYC – a stronger, more resilient New York. New York City Special Initiative for Rebuilding and Resilience, New York, p 445 http://www.nyc.gov/html/sirr/html/report/report.shtml. Accessed 5 Oct 2020

  • Congressional Research Service (2012) Weather-related power outages and electric system resiliency.

  • Cutter S (2015) The landscape of resilience indicators. Nat Hazards Rev 80(2)

  • Cutter S et al. (2008) Community and regional resilience: perspectives from hazards, disasters, and emergency management. Research Paper No. 1, Community and Regional Resilience Institute, Oak Ridge

  • Cutter SL, Solecki W, Bragado N, Carmin J, Fragkias M, Ruth M, Wilbanks TJ (2014) Ch. 11: Urban systems, infrastructure, and vulnerability. Climate change impacts in the United States: the Third National Climate Assessment, Melillo JM, Terese, Richmond TC, Yohe GW (eds). US Global Change Research Program

  • Douglas EM, Kirshen P, Bosma K, Watson C, Miller S, McArthur K (2017) Assessing the vulnerability of Boston’s central artery/tunnel system to sea level rise and increased coastal flooding. J Extreme Events 3(4):650013. https://doi.org/10.1142/S2345737616500135

    Article  Google Scholar 

  • Easterling DR, Arnold JR, Knutson T et al (2017) Precipitation change in the United States. In: Wuebbles DJ, Fahey DW, Hibbard KA et al (eds) Climate Science Special Report: Fourth National Climate Assessment, I edn. US Global Change Research Program, Washington, pp 207–230. https://doi.org/10.7930/J0H993CC

    Chapter  Google Scholar 

  • Federal Emergency Management Agency (2020). http://www.fema.gov/disasters/grid/year). Accessed 5 Oct 2020

  • Federal Highway Administration (2012) Climate change and extreme weather vulnerability assessment framework. FHWA-HEP-13-005. https://www.fhwa.dot.gov/environment/climate_change/adaptation/publications_and_tools/vulnerability_assessment_framework/fhwahep13005.pdf. Accessed 5 Oct 2020

  • Fernandes CG, Peek D (2020) Smart and sustainable? Positioning adaptation to climate change in the European Smart City. Smart Cit 3:511–526. https://doi.org/10.3390/smartcities3020027

    Article  Google Scholar 

  • Ferrario E, Pedronia N, Zio E (2016) Evaluation of the robustness of critical infrastructures by hierarchical graph representation, clustering and Monte Carlo simulation. Reliab Eng Syst Saf 155:78–96. https://doi.org/10.1016/j.ress.2016.06.007

    Article  Google Scholar 

  • Ford JD, Tilleard SE, Berrang-Ford L, Araos M, Biesbroek R, Lesnikowski AC, MacDonald GK, Hsu A, Chen C, Bizikova L (2016) Opinion: big data has big potential for applications to climate change adaptation. PNAS 113(39):10729–10732. https://doi.org/10.1073/pnas.1614023113

    Article  Google Scholar 

  • Ganguly AR, Steinhaeuser K (2008) Data mining for climate change and impacts 2008 IEEE International Conference on Data Mining Workshops

  • Haggag M, Ezzeldin M, El-Dakhakhni W, Hassini E (2020) Resilient cities critical infrastructure interdependence: a meta-research. Sustain Resilient Infrastr. https://doi.org/10.1080/23789689.2020.1795571

  • Hammond A et al (1995) Environmental indicators: a systematic approach to measuring and reporting on environmental policy performance in the context of sustainable development. World Resources Institute, Washington

    Google Scholar 

  • Hayhoe K, Robson M, Rogula J, Auffhammer M, Miller N, VanDorn J, Wuebbles D (2010) An integrated framework for quantifying and valuing climate change impacts on urban energy and infrastructure: a Chicago case study. J Great Lakes Res 36(2):94–105

    Article  Google Scholar 

  • Hayhoe K, Edmonds J, Kopp RE et al (2017) Climate models, scenarios, and projections. In: Wuebbles DJ, Fahey DW, Hibbard KA et al (eds) Climate Science Special Report: Fourth National Climate Assessment, I edn. US Global Change Research Program, Washington, pp 133–160. https://doi.org/10.7930/J0WH2N54

    Chapter  Google Scholar 

  • Intergovernmental Panel on Climate Change (1992) Climate change: the IPCC 1990 and 1992 assessments, Policymaker Summary of Working Group II (Potential Impacts of Climate Change)

  • Intergovernmental Panel on Climate Change (2012) Managing the risks of extreme events and disasters to advance climate change adaptation. A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge

  • Jacobs JM, Culp M, Cattaneo L et al (2018) Transportation. In: Reidmiller DR, Avery CW, Easterling DR et al (eds) Impacts, risks, and adaptation in the United States: Fourth National Climate Assessment, II edn. US Global Change Research Program, Washington, DC, pp 479–511

  • Jaroszweski D, Chapman L, Petts J (2010) Assessing the potential impact of climate change on transportation: the need for an interdisciplinary approach. J Transp Geogr 18(2):331–335

    Article  Google Scholar 

  • Jones L (2015) Letter report to the NAS/NRC Resilience Roundtable

  • Kenney MA, Janetos AC et al (2014) National Climate Indicators System report. National Climate Assessment and Development Advisory Committee

  • Kenney MA, Janetos AC, Lough GC (2016) Building an integrated US national climate indicators system. Clim Chang 135:85. https://doi.org/10.1007/s10584-016-1609-1

    Article  Google Scholar 

  • Kenney MA, Janetos AC, Gerst MD (2018) A framework for national climate indicators. Clim Chang. https://doi.org/10.1007/s10584-018-2307-y

  • Kirshen P, Ruth M, Anderson W (2008) Interdependencies of urban climate change impacts and adaptation strategies: a case study of metropolitan Boston USA. Clim Chang 86:105–122

    Article  Google Scholar 

  • Koliou M, van de Lindt JW, McAllister TP, Ellingwood BR, Dillard M, Cutler H (2020) State of the research in community resilience: progress and challenges. Sustain Resilient Infrastr 5(3):131–151

    Article  Google Scholar 

  • Kong L, Liu Z (2020) A systematic review of big-data based urban sustainability research: state-of-the-science and future directions. J Clean Prod 273:123142. https://doi.org/10.1016/j.jclepro.2020.123142

    Article  Google Scholar 

  • Lempert R, Arnold J, Pulwarty R et al (2018) Reducing risks through adaptation actions. In: Reidmiller DR, Avery CW, Easterling DR et al (eds) In impacts, risks, and adaptation in the United States: Fourth National Climate Assessment, II edn. US Global Change Research Program, Washington, pp 1309–1345. https://doi.org/10.7930/NCA4.2018.CH28

    Chapter  Google Scholar 

  • Markolf SA, Hoehne C, Fraser AM, Chester MV, Underwood S (2019) Transportation resilience to climate change and extreme weather events – beyond risk and robustness. Transp Policy 74:174–186. https://doi.org/10.1016/J.TRANPOL.2018.11.003

    Article  Google Scholar 

  • Moss, R, Avery S, Baja K, Burkett M, William S, Chischilly A, Dell J, Fleming P, Geil K, Jacobs K, Jones A, Knowlton K, Koh J, Lemos M, Melillo J, Pandya R, Richmond T, Scarlett L, Snyder J, Stults M, Waple A, Whitehead J, Zarrilli D, Ayyub B, Fox J, Ganguly S, Joppa L, Julius S, Kirshen P, Kreutter R, McGovern A, Meyer R, Neumann J, Solecki W, Smith J, Tissot P, Yohe G, Zimmerman R (2019) Evaluating knowledge to support climate action: a framework for sustained assessment. Weather, Climate and Society. WCAS-D-18-0134, https://doi.org/10.1175/WCAS-D-18-0134.1 published online: 4 April 2019; https://journals.ametsoc.org/doi/pdf/10.1175/WCAS-D-18-0134.1. Accessed 5 Oct 2020

  • Münzberg T, Wiens M, Schultmann F (2014) Dynamic-spatial vulnerability assessments: a methodical review for decision support in emergency planning for power outages. Proc Eng 78:78–87

    Article  Google Scholar 

  • National Academies of Sciences, Engineering, and Medicine (2017) Enhancing the resilience of the nation’s electricity system. The National Academies Press, Washington. https://doi.org/10.17226/24836

    Book  Google Scholar 

  • National Institute of Standards and Technology (2014) International symposium on developing standards for disaster resilience of buildings, infrastructure, and communities. National Institute of Standards and Technology, Gaithersburg, MD, September 2013

  • National Research Council (1996) Measuring and improving infrastructure performance. The National Academies Press, Washington. https://doi.org/10.17226/4929

    Book  Google Scholar 

  • National Research Council (2012) Disaster resilience: a national imperative. National Academies Press, Washington

    Google Scholar 

  • Onyemeh NC, Lee CW, Iqba MA (2015) Key performance indicators for operational quality in the oil and gas industry a case study approach, 2015. IEEE Int Conf Indu Eng Eng Manag. https://doi.org/10.1109/IEEM.2015.7385881

  • Ouyang M (2014) Review on modeling and simulation of interdependent critical infrastructure systems. Reliab Syst Saf 121:43–60

    Article  Google Scholar 

  • Panteli M, Mancarella P et al (2015) Influence of extreme weather and climate change on the resilience of power systems: impacts and possible mitigation strategies. Electr Power Syst Res 127:259–270

    Article  Google Scholar 

  • Renschler CS, Fraizer AE, Arendt L, Cimellaro GP, Reinhorn AM, Bruneau A (2010) A framework for defining and measuring resilience at the community scale: the PEOPLES framework. Gaithersburg National Institute of Standards and Technology. NIST-GCR-10-930

  • Rinaldi S, Peerenboom J, Kelly T (2001) Identifying, understanding, and analyzing critical infrastructure interdependencies. IEEE Control Syst Mag 21(6):11–25

    Article  Google Scholar 

  • Rolnick D, Donti PL, Kaack LH, Kochanski K, Lacoste A, Sankaran K, Ross AS, Milojevic-Dupont N, Jaques N, Waldman-Brown A, Luccioni A (2019) Tackling climate change with machine learning. arXiv preprint arXiv:1906.05433

    Google Scholar 

  • Rowan E, Snow CA, Choate A, Rodehorst B, Asam S, Hyman R, Kafelenos R, Gye A (2014) Indicator approach for assessing climate change vulnerability in transportation infrastructure. Transp Res Rec 2459:18–28. https://doi.org/10.3141/2459-03

    Article  Google Scholar 

  • Ruth M (2010) Economic and social benefits of climate information: assessing the cost of inaction. Proc Environ Sci 1(2010):387–394

    Article  Google Scholar 

  • Schelling TC (1992) Some economics of global warming. Am Econ Rev 82(1):1–14

    Google Scholar 

  • Schiff A, Ensor M, Ensor, JS (2013) Infrastructure performance indicator framework development. National Infrastructure Unit, The Treasury

  • Schlosser CA, Strzepek KM, Gao X, Gueneau A, Fant C, Paltsev S, Rasheed B, Smith-Greico T, Blanc É, Jacoby HD, Reilly JM (2014) The future of global water stress: an integrated assessment. In: MIT Joint Program on the Science and Policy of Global Change. MIT, Cambridge

    Google Scholar 

  • Schweikert A, Chinowsky P, Espinet X, Tarbert M (2014) Climate change and infrastructure impacts: comparing the impact on roads in ten countries through 2100. Proc Eng 78(2014):306–316

    Article  Google Scholar 

  • Sebastian A, Lendering KT, Kothuis BLM, Brand AD, Jonkman SN (2017) Hurricane Harvey report: a fact-finding effort in the direct aftermath of Hurricane Harvey in the Greater Houston Region. Delft University Publishers, Delft

    Google Scholar 

  • Sharifi A (2016) A critical review of selected tools for assessing community resilience. Ecol Indic 69:629–647

    Article  Google Scholar 

  • Sharkey TC, Cavdaroglu B, Nguyen H, Holman J, Mitchell JE, Wallace WA (2015) Interdependent network restoration: on the value of information-sharing. Eur J Oper Res 244(1):309–321

    Article  Google Scholar 

  • Solecki W, Rosenzweig C (2014) Climate change, extreme events, and Hurricane Sandy: from non-stationary climate to non-stationary policy. J Extreme Events 1:1–20

    Google Scholar 

  • Sweet W, Park J, Marra J, Zervas C, Gill S (2014) Sea level rise and nuisance flood frequency changes around the United States. NOAA Technical Report NOS CO-OPS 073, p. 23

  • SwissRe (2014) Natural catastrophes and man-made disasters in 2013: large losses from floods and hail; Haiyan hits the Philippines

  • SwissRe (2015a) Natural catastrophes and man-made disaster in 2014: convective and winter storms generate most losses, Zurich

  • SwissRe (2015b) Underinsurance of property risks: closing the gap, Zurich

  • Transportation Research Board (2008) Potential impacts of climate change on US transportation. TRB Special Report 290. National Research Council, Washington

    Google Scholar 

  • Udaya P, Maraisa KB (2014) Resilience-based system importance measures for system-of-systems. Proc Comp Sci 28:257–264

    Article  Google Scholar 

  • Upakhyaya JK, Biswas N, Tam E (2014) A review of infrastructure challenges: assessing stormwater system sustainability. Can J Civ Eng 41:483–492

    Article  Google Scholar 

  • Urban Sustainability Directors Network and Government of the District of Columbia, (2016) Developing urban climate adaptation indicators. http://us.sustain.org/wp-content/uploads/2017/01/Urban-Adaptation-Indicators-Guide-2.9.16.pdf. Accessed 5 Oct 2020

  • US Department of Commerce National Oceanic and Atmospheric Administration National Weather Service (2012) Service assessment Hurricane Irene. Silver Spring, Maryland, p 2011

    Google Scholar 

  • US Department of Energy (2013a) US energy sector vulnerabilities to climate change and extreme weather. https://www.energy.gov/sites/prod/files/2013/07/f2/20130710-Energy-Sector-Vulnerabilities-Report.pdf. Accessed 5 Oct 2020

  • US Department of Energy (2013b) Comparing the impacts of northeast hurricanes on energy infrastructure. [Online] Available from: http://energy.gov/sites/prod/files/2013/04/f0/Northeast%20Storm%20Comparison_FINAL_041513c.pdf. Accessed 5 Oct 2020

  • US Department of Homeland Security (2017) Instruction manual 262-12-001-01 DHS lexicon terms and definitions 2017 Edition – revision 2. https://www.dhs.gov/sites/default/files/publications/18_0116_MGMT_DHS-Lexicon.pdf. Accessed 5 Oct 2020

  • US Environmental Protection Agency (2017) Evaluating urban resilience to climate change: a multi-sector approach (final report). US Environmental Protection Agency, Washington, EPA/600/R-16/365F

  • US Global Change Research Program (2009) Global climate change impacts in the United States. US Global Change Research Program

  • US Global Change Research Program (2014) Climate change impacts in the United States: the Third National Climate Assessment. https://nca2014.globalchange.gov/report/response-strategies/adaptation. Accessed 5 Oct 2020

  • US Global Change Research Program, Nichols L, Vallario R, Clarke L, Hejazi M, Horing J, Janetos AC, Mach K, Mastrandrea M, Orr M, Preston BL, Reed P, Sands RD, White DD (2018a) Chapter 17: Sector interactions, multiple stressors, and complex systems. In: Reidmiller DR, Avery CW, Easterling DR, Kunkel KE, Lewis KLM, Maycock TK, Stewart BC (eds) Impacts, risks, and adaptation in the United States: Fourth National Climate Assessment, II edn. US Global Change Research Program, Washington, pp 638–668. https://doi.org/10.7930/NCA4.2018.CH17

    Chapter  Google Scholar 

  • US Global Change Research Program, Maxwell K, Julius S, Grambsch A, Kosmal A, Larson L, Sonti N (2018b) Chapter 11. Built environment, urban systems, and cities. In: Reidmiller DR, Avery CW, Easterling DR, Kunkel KE, Lewis KLM, Maycock TK, Stewart BC (eds) Impacts, risks, and adaptation in the United States: Fourth National Climate Assessment, II edn. US Global Change Research Program, Washington, pp 438–478. https://doi.org/10.7930/NCA4.2018.CH11

    Chapter  Google Scholar 

  • Vale LJ (2014) The politics of resilient cities: whose resilience and whose city? Build Res Inf 42(2):191–201. https://doi.org/10.1080/09613218.2014.850602

    Article  Google Scholar 

  • Van der Tak L, Pasteria P, Traynham L, Salas C, Ajello T, Baker E (2010) Storm sewer infrastructure planning with climate change risk: the city of Alexandria Virginia case study. IWA Publishing

  • Vose RS, Easterling DR, Kunkel KE et al (2017) Temperature changes in the United States. In: Wuebbles DJ, Fahey DW, Hibbard KA et al (eds) Climate Science Special Report: Fourth National Climate Assessment, I edn. US Global Change Research Program, Washington, pp 185–206. https://doi.org/10.7930/J0N29V45

    Chapter  Google Scholar 

  • Vugrin E et al (2010) A framework for assessing the resilience of infrastructure and economic systems. In Gopalakrishnan K and Peeta S (eds), Sustainable and resilient critical infrastructure systems: simulation, modeling, and intelligent engineering. Springer-Verlag, 2010

  • Wachs L, Singh S (2019) Projecting the urban energy demand for Indiana, USA, in 2050 and 2080. Clim Chang

  • Wang SJ, Moriarty P (2018) Big data for urban sustainability: a human-centered perspective. Springer; 2018, New York (ISBN 978-3-319-73608-2

    Book  Google Scholar 

  • White House (2013) Presidential policy directive/PPD 21 – critical infrastructure security and resilience. Washington

  • Wilbanks T. et al. (2013) Infrastructure indicators technical team report to the NCADAC incorporated into Kenney et al. (2014). In: Unpublished report. Oak Ridge National Laboratories, Oak Ridge

  • Wilbanks TJ (2017) Integrating infrastructures in the United States: experience and prospects. People Place Policy 11/1:7–14. https://doi.org/10.3351/ppp.2017.3996323588

    Article  Google Scholar 

  • Wilbanks T, Fernandez S (2012/2014) Climate change and infrastructure, urban systems, and vulnerabilities: technical report for the US Department of Energy in support of the National Climate Assessment. Island Press, Washington

    Google Scholar 

  • Wilbanks TJ, Kates RW (2010) Beyond adapting to climate change: embedding adaptation in responses to multiple threats and stresses. Ann Assoc Am Geogr 100(4):719–728

    Article  Google Scholar 

  • Wuebbles DJ, Easterling DR, Hayhoe K et al (2017) Our globally changing climate. In: Wuebbles DJ, Fahey DW, Hibbard KA et al (eds) Climate Science Special Report: Fourth National Climate Assessment, I edn. US Global Change Research Program, Washington, pp 35–72. https://doi.org/10.7930/J08S4N35

    Chapter  Google Scholar 

  • Yalew SG, van Vliet MT, Gernaat DE, Ludwig F, Miara A, Park C, Byers E, De Cian E, Piontek F, Iyer G, Mouratiadou I, Glynn J, Hejazi M, Dessens O, Rochedo P, Pietzcker R, Schaeffer R, Fujimori S, Dasgupta S, Mima S, Santos da Silva SR, Chaturvedi V, Vautard R, van Vuuren DP (2020) Impacts of climate change on energy systems in global and regional scenarios. Nat Energy 5:794–802

    Article  Google Scholar 

  • Yu DJ, Schoon ML, Hawes JK, Lee S, Park J, Rao PSC, Siebeneck LK, Ukkusuri SV (2020) Toward general principles for resilience engineering. Risk Anal

  • Zanella A, Bui N, Castellani A et al (2014) Internet of things for smart cities. IEEE Internet Things J 1(1):22–32

    Article  Google Scholar 

  • Zimmerman R (2014) Planning restoration of vital infrastructure services following Hurricane Sandy: lessons learned for energy and transportation. J Extreme Events 1:2

    Article  Google Scholar 

  • Zimmerman R (2016) Resilient urban infrastructure for adapting to environmental disruptions. In: Seto KC, Solecki WD, Griffith CA (eds) Chapter 32 in Handbook on urbanization and global environmental change. Routledge, London, pp 488–512

    Google Scholar 

  • Zimmerman R, Restrepo CE (2006) The next step: quantifying infrastructure interdependencies to improve security. Int J Crit Infrastr 2(2/3):215–230

    Article  Google Scholar 

  • Zimmerman R, Foster S, González JE, Jacob K, Kunreuther H, Petkova EP, Tollerson E (2019) New York City Panel on Climate Change 2019 report. Chapter 7. Resilience strategies for critical infrastructures and their interdependencies. Ann N Y Acad Sci 1439:174–229. https://doi.org/10.1111/nyas.14010

    Article  Google Scholar 

Download references

Acknowledgments

This paper is dedicated to the late Thomas Wilbanks, the late Michael Savonis, and the late Steven Fernandez. Tom, Mike, and Steve were valuable contributors to climate change management throughout their careers with many accomplishments. The other authors, under the leadership of Rae Zimmerman and Paul Kirshen, revised and enhanced the original text. Contributions are acknowledged from the late JoAnn Carmin, Pablo Garcia, Sherry B. Wright, and Michael D. Gerst. Wilbanks’s and Wright’s roles were supported by the Integrated Assessment Research Program of DOE’s Office of Science. Other authors were supported by various sources. The authors acknowledge valuable support provided by the late A. C. Janetos and M. A. Kenney, the leaders of the indicators development process. The comments and suggestions of the reviewers increased the value of this paper, and we thank them for that. The views expressed in this paper represent those of the authors and do not necessarily reflect the views or policies of the U.S. Environmental Protection Agency.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Paul Kirshen.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

The authors Thomas J. Wilbanks, Michael J. Savonis, and Steven J. Fernandez are deceased.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wilbanks, T.J., Zimmerman, R., Julius, S. et al. Toward indicators of the performance of US infrastructures under climate change risks. Climatic Change 163, 1795–1813 (2020). https://doi.org/10.1007/s10584-020-02942-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10584-020-02942-9

Keywords

Navigation