Technical Papers
Sep 8, 2017

Conceptual Modeling Framework to Integrate Resilient and Interdependent Infrastructure in Extreme Weather

Publication: Journal of Infrastructure Systems
Volume 23, Issue 4

Abstract

This paper addresses two areas of inquiry: (1) critical infrastructure resilience as recovery and (2) infrastructure interdependencies and dependencies, and both of these areas are evaluated in the context of selected extreme weather events (involving water and wind) related to climate change. The purpose is to address how interdependencies and dependencies among infrastructures relate to resilience in terms of affecting recovery time. A framework for resilient infrastructure in the absence of interdependencies and dependencies from previous research is presented first to understand how negative effects of introducing these relationships may escalate and, in some cases, increase recovery time and complexity, thereby reducing resilience when these extreme conditions occur. Then, resilience and interdependence are combined in the form of a conceptual model to analyze the additional complexity that interdependencies pose for resilience. The model is on the basis of scenarios that portray the relevance of infrastructure relationships in actual types of extreme events, primarily focusing on electric power, transportation, and water infrastructure. This work is relevant to decision makers, planners and operators across a broad spectrum of infrastructure services to support their efforts to reduce adverse consequences of interdependencies and dependencies among these services. It also supports the research base for these activities, for example, for the development and application of models.

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Acknowledgments

This paper is on the basis of work supported by the following National Science Foundation grants: 1441140 Resilient Interdependent Infrastructure Processes and Systems (RIPS) Type 1—“A Meta-Network System Framework for Resilient Analysis and Design of Modern Interdependent Critical Infrastructures,” 1541164 Critical Resilient Interdependent Infrastructure Systems and Processes (CRISP) Type 1—“Reductionist and Integrative Approaches to Improve the Resiliency of Multi-Scale Interdependent Critical Infrastructure,” and 1444755 (Arizona State University lead)—”Urban Resilience to Extreme Weather Related Events Sustainability Research Network (UREx SRN).” In addition, the grant “Dynamic Resiliency Modeling and Planning for Interdependent Critical Infrastructures,” funded by Critical Infrastructure Resilience Institute, University of Illinois, Urbana-Champaign, part of the Homeland Security Center of Excellence, in turn, funded by the U.S. Department of Homeland Security is acknowledged. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation or the U.S. Department of Homeland Security.

References

Alexander, D. E. (2013). “Resilience and disaster risk reduction: An etymological journey.” Nat. Hazards Earth Syst. Sci., 13(11), 2707–2716.
Alonso, F., and Greenwell, C. (2013). “Underground vs. overhead: Power line installation-cost comparison and mitigation.” ⟨http://www.elp.com/articles/powergrid_international/print/volume-18/issue-2/features/underground-vs-overhead-power-line-installation-cost-comparison-.html⟩ (Aug. 7, 2017).
American Water Works Association. (2013). Buried no longer: Confronting America’s water infrastructure challenge, Washington, DC.
Brand, F. (2009). “Critical natural capital revisited: Ecological resilience and sustainable development.” Ecol. Econ., 68(3), 605–612.
Bruneau, M., et al. (2003). “A framework to quantitatively assess and enhance the seismic resilience of communities.” Earthquake Spectra, 19(4), 733–752.
Bruneau, M., et al. (2004). “A framework to quantitatively assess and enhance the seismic resilience of communities.” 13th World Conf. on Earthquake Engineering, Vancouver, Canada.
Bruneau, M., and Reinhorn, M. (2007). “Exploring the concept of seismic resilience for acute care facilities.” Earthquake Spectra, 23(1), 41–62.
Bryan, W. (2012). “Hurricane Sandy situation report #6, 30 October 2012.” ⟨http://www.oe.netl.doe.gov/docs/2012_SitRep4_Sandy_10302012_1000AM.pdf⟩ (Aug. 7, 2017).
Chang, S. E., McDaniels, T., Fox, J., Dhariwal, R., and Longstaff, H. (2014). “Toward disaster-resilient cities: Characterizing resilience of infrastructure systems with expert judgments.” Risk Anal., 34(3), 416–434.
Chang, S. E., McDaniels, T. L., Mikawoz, J., and Peterson, K. (2007). “Infrastructure failure interdependencies in extreme events: Power outage consequences in the 1998 Ice Storm.” Nat. Hazards, 41(2), 337–358.
Chen, J., and Zhu, Q. (2016a). “Interdependent network formation games with an application to critical infrastructures.” Proc., 2016 American Control Conf., IEEE, New York.
Chen, J., and Zhu, Q. (2016b). “Resilient and decentralized control of multi-level cooperative mobile networks to maintain connectivity under adversarial environment.” IEEE Conf. on Decision and Control (CDC), IEEE, New York, 5183–5188.
Chen, P., Scown, C., Matthews, H. S., Garrett, J., Jr., and Hendrickson, C. (2009). “Managing critical infrastructure interdependence through economic input-output methods.” J. Infrastruct. Syst., 200–210.
Cimellaro, G. P., Reinhorn, A. M., and Bruneau, M. (2010). “Framework for analytical quantification of disaster resilience.” Eng. Struct., 32(11), 3639–3649.
Comes, T., and Van de Walle, B. (2014). “Measuring disaster resilience: The impact of hurricane Sandy on critical infrastructure systems.” Proc., 11th Int. Conf. on Information Systems for Crisis Response and Management Conf., University Park, PA.
Con Edison and Orange and Rockland Utilities. (2013). “Post Sandy enhancement plan.” ⟨http://www.coned.com/publicissues/PDF/post_sandy_enhancement_plan.pdf⟩ (Aug. 7, 2017).
Derrible, S., and Kennedy, C. (2009). “Network analysis of world subway systems using updated graph theory.” Transp. Res. Rec., 2112, 17–25.
DHS (U.S. Department of Homeland Security). (2013). National infrastructure protection plan, Washington, DC.
DHS (U.S. Department of Homeland Security). (2015). 2015 sector-specific plans, Washington, DC.
DOC (U.S. Department of Commerce) and NOAA (National Oceanic and Atmospheric Administration). (2016). “U.S. climate extremes index (CEI): Definition.” ⟨https://www.ncdc.noaa.gov/extremes/cei/definition⟩ (Aug. 7, 2017).
DOC (U.S. Department of Commerce) and NOAA (National Oceanic and Atmospheric Administration). (2017). Global and regional sea level rise scenarios for the United States, Silver Spring, MD.
DOC (U.S. Department of Commerce) and NOAA (National Oceanic and Atmospheric Administration), and NWS (National Weather Service). (2011). NWS Central Region Service Assessment Joplin, Missouri, Tornado—May 22, 2011, Kansas City, MO.
DOC (U.S. Department of Commerce), NOAA (National Oceanic and Atmospheric Administration), and NWS (National Weather Service). (2014). “Service assessment. The record front range and eastern Colorado floods of September 11–17, 2013.” ⟨http://www.weather.gov/media/publications/assessments/14colorado_floods.pdf⟩ (Aug. 7, 2017).
DOE. (2009). “Comparing the impacts of the 2005 and 2008 hurricanes on U.S. energy infrastructure.” ⟨http://www.oe.netl.doe.gov/docs/HurricaneComp0508r2.pdf⟩ (Aug. 7, 2017).
DOE. (2013). “Comparing the impacts of northeast hurricanes on energy infrastructure.” ⟨http://energy.gov/sites/prod/files/2013/04/f0/Northeast%20Storm%20Comparison_FINAL_041513c.pdf⟩ (Aug. 7, 2017).
DOE. (2014). The water-energy nexus: Challenges and opportunities, Washington, DC.
DOE and EIA (Energy Information Administration). (2016). Pipeline shutdown disrupts gasoline supply in the Southeast, Washington, DC.
DOT. (2016). 2015 condition of the status of the nation’s highways, bridges and transit: Conditions and performance, Washington, DC.
DOT and Federal Transit Administration. (2011). Flooded bus barns and buckled rails: Public transportation and climate change adaptation, Washington, DC.
Electric Systems Technology Institute. (1997). Electrical transmission and distribution reference book, ABB Power T&D Company, Inc., Greensburg, PA.
Elswick, F. (2016). “How much does it cost to build a mile of road?” ⟨http://www.midwestind.com/blog/cost-of-building-road/⟩ (Aug. 7, 2017).
Executive Office of the President. (2013). Economic benefits of increasing electric grid resilience to weather outages, Washington, DC.
Folke, C. (2006). “Resilience: The emergence of a perspective for social-ecological systems analyses.” Global Environ. Change, 16(3), 253–267.
Gay, L. F., and Sinha, S. K. (2013). “Resilience of civil infrastructure systems: Literature review for improved asset management.” Int. J. Crit. Infrastruct., 9(4), 330–350.
Grubesic, T. H., and Murray, A. T. (2006). “Vital nodes, interconnected infrastructures, and the geographies of network survivability.” Ann. Assoc. Am. Geographers, 96(1), 64–83.
Guikema, S. D., Nateghim, R., Quiring, S. M., Staid, A., Reilly, A. C., and Gao, M. (2014). “Predicting hurricane power outages to support storm response planning.” IEEE Access, 2, 1364–1373.
Haimes, Y., Horowitz, B., Lambert, J., Santos, J., Lian, C., and Crowther, K. (2005). “Inoperability input-output model for interdependent infrastructure sectors. I: Theory and methodology.” J. Infrastruct. Syst., 67–79.
Haimes, Y. Y. (2009). “On the definition of resilient systems.” Risk Anal., 29(4), 498–501.
Hall, K. L. (2012). Out of sight, out of mind 2012 an updated study on the undergrounding of overhead power lines, Edison Electric Institute, Washington, DC.
Hasan, S., and Foliente, G. (2015). “Modeling infrastructure system interdependencies and socioeconomic impacts of failure in extreme events: Emerging R&D challenges.” Nat Hazards, 78(3), 2143–2168.
Herring, S. C., Hoerling, M. P., Kossin, J. P., Peterson, T. C., and Stott, P. A. (2015). “Explaining extreme events of 2014 from a climate perspective.” Bull. Am. Meteor. Soc., 96(12), S1–S172.
Holling, C. S. (1973). “Resilience and stability of ecological systems.” Ann. Rev. Ecol. Syst., 4(1), 1–23.
INRIX. (2017). ⟨www.inrix.com⟩ (August 7, 2017).
IPCC (Intergovernmental Panel on Climate Change). (2012). “Glossary of terms.” Managing the risks of extreme events and disasters to advance climate change adaptation, C. B. Field, ed., Cambridge University Press, Cambridge, U.K., 555–564.
Janic, M. (2015). “Modelling the resilience, friability and costs of an air transport network affected by a large-scale disruptive event.” Transp. Res. Part A: Policy and Practice, 71(Jan), 1–18.
Kaufman, S., Qing, C., Levenson, N., and Hanson, M. (2012). “Transportation during and after hurricane Sandy.” ⟨https://wagner.nyu.edu/files/faculty/publications/sandytransportation.pdf⟩ (Aug. 7, 2017).
Little, R. G. (2004). “A socio-technical systems approach to understanding and enhancing the reliability of interdependent infrastructure systems.” Int. J. Emergency Manage., 2(1–2), 98–110.
McDaniels, T., Chang, S., Peterson, K., Mikawoz, J., and Reed, D. (2007). “Empirical framework for characterizing infrastructure failure interdependencies.” J. Infrastruct. Syst., 175–184.
Meldrum, J., Nettles-Anderson, S., Heath, G., and Macknick, J. (2013). “Life cycle water use for electricity generation: A review and harmonization of literature estimates.” Environ. Res. Lett., 8(1), 015031.
Miles, S., Gallagher, H., and Huxford, C. (2014). “Restoration and impacts from the September 8, 2011, San Diego power outage.” J. Infrastruct. Syst., 05014002.
Miles, S., Jagielo, N., and Gallagher, H. (2015). “Hurricane Isaac power outage impacts and restoration.” J. Infrastruct. Syst., 05015005.
Mileti, D. S. (1999). Disasters by design: A reassessment of natural hazards in the United States, Joseph Henry Press, Washington, DC.
National Academies. (2012). Disaster resilience: A national imperative, National Academies Press, Washington, DC.
National Academies of Sciences, Engineering, and Medicine. (2016a). Attribution of extreme weather events in the context of climate change, National Academies Press, Washington, DC.
National Academies of Sciences, Engineering, and Medicine. (2016b). Pathways to urban sustainability: Challenges and opportunities for the United States, National Academies Press, Washington, DC.
National Research Council. (2013). Abrupt impacts of climate change. Anticipating surprises, National Academies Press, Washington, DC.
New York State 2100 Commission. (2013). “NYS2100 commission report. Recommendations to improve the strength and resilience of the empire state’s infrastructure.” ⟨http://www.governor.ny.gov/assets/documents/NYS2100.pdf⟩ (Aug. 7, 2017).
NYC (New York City) Environmental Protection. (2013). NYC wastewater resiliency plan, New York.
NYC (New York City) Office of the Mayor. (2017). Preliminary Mayor’s management report 2017, New York.
Ong, A. D., Bergeman, C. S., Bisconti, T. L., and Wallace, K. A. (2006). “Psychological resilience, positive emotions, and successful adaptation to stress in later life.” J. Personality Soc. Psychol., 91(4), 730–749.
O’Rourke, T. D. (2007). “Critical infrastructure, interdependencies, and resilience.” The bridge, National Academy of Engineering, Washington, DC.
Ouyang, M. (2014). “Review on modeling and simulation of interdependent critical infrastructure systems.” Reliab. Syst. Saf., 121, 43–60.
Penning, M. (2012). “Linemen rebuild Joplin after twister’s destruction.” ⟨http://tdworld.com/overhead-distribution/linemen-rebuild-joplin-after-twisters-destruction⟩ (Aug. 7, 2017).
Petit, F., et al. (2015). Analysis of critical infrastructure dependencies and interdependencies, Argonne National Laboratory, Lemont, IL.
Reed, D., Kapur, K., and Christie, R. (2009). “Methodology for assessing the resilience of networked infrastructure.” IEEE Syst. J., 3(2), 174–180.
Renschler, C. S., Frazier, A. E., Arendt, L. A., Cimellaro, G. P., Reinhorn, A. M., and Bruneau, M. (2010). “A framework for defining and measuring resilience at the community scale: The PEOPLES resilience framework.”, MCEER, Buffalo, NY.
Rinaldi, S., Peerenboom, J., and Kelly, T. (2001). “Identifying, understanding, and analyzing critical infrastructure interdependencies.” IEEE Control Syst. Mag., 21(6), 11–25.
Roos, F., and Lindhal, S. (1999). “Distribution system component failure rates and repair times—An overview.” 15th CIRED Int. Conf. on Electricity Distribution, Nice, France.
Santella, N., Steinberg, L. J., and Parks, K. (2009). “Decision making for extreme events: Modeling critical infrastructure interdependencies to aid mitigation and response planning.” Rev. Policy Res., 26(4), 409–422.
Schrank, D., Eisele, B., Lomax, T., and Bak, J. (2015). “2015 urban mobility scorecard.” ⟨http://d2dtl5nnlpfr0r.cloudfront.net/tti.tamu.edu/documents/mobility-scorecard-2015-wappx.pdf⟩ (Aug. 7, 2017).
Schultz, M. T., McKay, S. I., and Hales, L. Z. (2012). The quantification and evolution of resilience in integrated coastal systems, U.S. Army Corps of Engineers, Washington, DC.
Simonoff, J. S., Restrepo, C. E., and Zimmerman, R. (2007). “Risk management and risk analysis-based decision tools for attacks on electric power.” Risk Anal., 27(3), 547–570.
Smith, D. J., and Sutter, D. (2013). “Response and recovery after the Joplin tornado: Lessons applied and lessons learned.” The Independent Rev., 18(2), 165–188.
Staid, A., Guikema, S. D., Nateghi, R., Quiring, S. M., and Gao, M. (2014). “Simulation of tropical cyclone impacts to the U.S. power system under climate change scenarios.” Clim. Change, 127(3–4), 535–546.
The Cadmus Group, Inc. (2012). “Report on the operational and economic impacts of hurricane Irene on drinking water systems.” Water Research Foundation, Denver.
USACE (United States Army Corps of Engineers). (1995). Metro NY hurricane transportation study, FEMA, New York.
U.S.-Canada Power System Outage Task Force. (2004). “Final report on the August 14, 2003 blackout in the United States and Canada: Causes and recommendations.” ⟨http://energy.gov/sites/prod/files/oeprod/DocumentsandMedia/BlackoutFinal-Web.pdf⟩ (Aug. 7, 2017).
Vale, L. J. (2014). “The politics of resilient cities: Whose resilience and whose city?” Build. Res. Inf., 42(2), 191–201.
Varga, L., and Harris, J. (2015). “Adaptation and resilience of interdependent infrastructure systems: A complex systems perspective.” Int. Symp. for Next Generation Infrastructure Conf. Proc., T. Dolan and B. Collins, eds., International Institute of Applied Systems Analysis, Vienna, Austria.
Wahl, T., Jain, S., Bender, J., Meyers, S. D., and Luther, M. E. (2015). “Increasing risk of compound flooding from storm surge and rainfall for major US cities.” Nat. Clim. Change, 5(12), 1093–1097.
Walsh, J., et al. (2014). “Our changing climate.” Chapter 2, Climate change impacts in the United States: The third national climate assessment, J. M. Melillo, Terese (T. C.) Richmond, and G. W. Yohe, eds., U.S. Global Change Research Program, Washington, DC, 19–67.
Xu, N., Nozick, L. K., Turnquist, M. A., and Jones, D. A. (2007). “Optimizing investment for recovery in interdependent infrastructure.” HICSS 2007—40th Hawaii Int. Conf. on Systems Science, Waikoloa, HI.
Yang, H., Chung, C. Y., Zhao, J., and Dong, Z. (2013). “A probability model of ice storm damages to transmission facilities.” IEEE Trans. Power Delivery, 28(2), 557–565.
Zhu, Q., Wei, D., and Ji, K. (2015). “Hierarchical architectures of resilient control systems: Concepts, metrics and design principles.” Cyber security for industrial control systems: From the viewpoint of close-loop, P. Cheng, H. Zhang, and J. Chen, eds., CRC Press, Boca Raton, FL.
Zimmerman, R. (2012). Transport, the environment and security. Making the connection, Edward Elgar Publishing, Ltd., Cheltenham, U.K.
Zimmerman, R. (2014). “Network attributes of critical infrastructure, vulnerability, and consequence assessment.” Safety, reliability, risk and life-cycle performance of structures and infrastructures, G. Deodatis, B. R. Ellingwood, and D. M. Frangopol, eds., Taylor & Francis, CRC Press, London, 2777–2782.
Zimmerman, R. (2016). “Resilient urban infrastructure for adapting to environmental disruptions.” Chapter 32, Handbook on urbanization and global environmental change, K. C. Seto, W. D. Solecki, and C. A. Griffith, eds., Routledge, London, 488–512.
Zimmerman, R., and Restrepo, C. E. (2006). “The next step: Quantifying infrastructure interdependencies to improve security.” Int. J. Crit. Infrastruct., 2(2–3), 215–230.
Zimmerman, R., Zhu, Q., and Dimitri, C. (2016). “Promoting resilience for food, energy and water interdependencies.” J. Environ. Studies Sci., 6(1), 50–61.

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Journal of Infrastructure Systems
Volume 23Issue 4December 2017

History

Received: Jun 30, 2016
Accepted: May 9, 2017
Published online: Sep 8, 2017
Published in print: Dec 1, 2017
Discussion open until: Feb 8, 2018

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Rae Zimmerman [email protected]
Professor of Planning and Public Administration, Robert F. Wagner Graduate School of Public Service, New York Univ., New York, NY 10003 (corresponding author). E-mail: [email protected]
Quanyan Zhu [email protected]
Assistant Professor, Dept. of Electrical and Computer Engineering, Tandon School of Engineering, New York Univ., New York, NY 10003. E-mail: [email protected]
Francisco de Leon [email protected]
Associate Professor, Dept. of Electrical and Computer Engineering, Tandon School of Engineering, New York Univ., New York, NY 10003. E-mail: [email protected]
Associate Professor of Urban Planning and Transportation Policy, Robert F. Wagner Graduate School of Public Service, New York Univ., New York, NY 10003. E-mail: [email protected]

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