A Social Welfare–Based Infrastructure Resilience Assessment Framework: Toward Equitable Resilience for Infrastructure Development
Publication: Natural Hazards Review
Volume 24, Issue 1
Abstract
Resilient infrastructure, which better withstands, adapts, and recovers from disasters, can limit disaster impacts, such as disruptions to infrastructure services and time and efforts needed for recovery. However, in the context of a disaster, the impacts on infrastructure are not evenly distributed across different communities. Thus, we need to account for such disparities (or inequalities) when assessing infrastructure resilience. To address this need, this paper proposes a social-welfare–based infrastructure resilience assessment (SW-Infra-RA) model for quantifying the collective resilience of infrastructure serving multiple communities. This model accounts for (1) disaster inequality—the unequal distributions of disaster impacts on infrastructure across different communities; and (2) disaster vulnerability—the disaster impacts on the infrastructure of communities that suffer from the most severe impacts—both of which have impacts on the collective resilience of infrastructure. A set of hypothetical and real case studies were conducted to illustrate the use of the proposed model in quantitatively assessing infrastructure resilience. This study contributes to the body of knowledge by providing a new infrastructure resilience assessment model that accounts for disaster inequality and vulnerability. The proposed model has the potential to support the development and investment of infrastructure in a more equitable manner; it facilitates equitable resilience in future infrastructure planning and development.
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Data Availability Statement
Some data that support the findings of this study are available from the corresponding author upon reasonable request. These data include the data used for the case studies.
Acknowledgments
This material is partially based upon work supported by the National Science Foundation under Grant No. 1933345. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.
References
Adler, M. D. 2017. “A better calculus for regulators: From cost-benefit analysis to the social welfare function.” In Duke law school public law & legal theory series. Amsterdam, Netherlands: Elsevier. https://doi.org/10.2139/ssrn.2923829.
Afonso, H., M. LaFleur, and D. Alarcón. 2015. “Inequality measurement.” Accessed October 10, 2021. https://www.un.org/en/development/desa/policy/wess/wess_dev_issues/dsp_policy_02.pdf.
AJMC (American Journal of Managed Care). 2006. “Vulnerable populations: Who are they?” Accessed July 14, 2022. https://www.ajmc.com/view/nov06-2390ps348-s352.
Argyroudis, S. A., D. V. Achillopoulou, V. Livina, and S. A. Mitoulis. 2021a. “Data-driven resilience assessment for transport infrastructure exposed to multiple hazards.” In Bridge maintenance, safety, management, life-cycle sustainability and innovations, 3267–3274. Boca Raton, FL: CRC Press.
Argyroudis, S. A., G. Nasiopoulos, N. Mantadakis, and S. A. Mitoulis. 2021b. “Cost-based resilience assessment of bridges subjected to earthquakes.” Int. J. Disaster Resilience Built Environ. 12 (2): 209–222. https://doi.org/10.1108/IJDRBE-02-2020-0014.
Arrow, K. J. 1963. Vol. 12 of Social choice and individual values. New Haven, CT: Yale University Press.
ARUP. 2021. “REDi rating system.” Accessed June 20, 2021. https://www.arup.com/perspectives/publications/research/section/redi-rating-system.
Assad, A., O. Moselhi, and T. Zayed. 2019. “A new metric for assessing resilience of water distribution networks.” Water 11 (8): 1701. https://doi.org/10.3390/w11081701.
Atkinson, A., and A. Brandolini. 2010. “On analyzing the world distribution of income.” World Bank Econ. Rev. 24 (1): 1–37. https://doi.org/10.1093/wber/lhp020.
Balaei, B., S. Wilkinson, R. Potangaroa, N. Hassani, and M. Alavi-Shoshtari. 2018. “Developing a framework for measuring water supply resilience.” Nat. Hazard. Rev. 19 (4): 04018013. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000292.
Berkeley, A. R., M. Wallace, and C. Coo. 2010. “A framework for establishing critical infrastructure resilience goals.” In Final report and recommendations by the council, national infrastructure advisory council, 18–21. Arlington, VA: National Infrastructure Advisory Council.
Braese, J. M., J. E. Maruyama Rentschler, and S. Hallegatte. 2019. “Resilient infrastructure for thriving firms: A review of the evidence.” In Global facility for disaster reduction and recovery: Policy research working paper, 8895. Washington, DC: World Bank.
Bruneau, M., S. E. Chang, R. T. Eguchi, G. C. Lee, T. D. O’Rourke, A. M. Reinhorn, M. Shinozuka, K. Tierney, W. A. Wallace, and D. Von Winterfeldt. 2003. “A framework to quantitatively assess and enhance the seismic resilience of communities.” Earthquake Spectra 19 (4): 733–752. https://doi.org/10.1193/1.1623497.
Bullard, R. D. 2007. “Equity, unnatural man-made disasters, and race: Why environmental justice matters.” In Equity and the environment. Bradford, UK: Emerald Group Publishing.
Callan, T., and B. Nolan. 1991. “Concepts of poverty and the poverty line.” J. Econ. Surv. 5 (3): 243–261. https://doi.org/10.1111/j.1467-6419.1991.tb00134.x.
Cardoni, A., G. P. Cimellaro, M. Domaneschi, S. Sordo, and A. Mazza. 2020. “Modeling the interdependency between buildings and the electrical distribution system for seismic resilience assessment.” Int. J. Disaster Risk Reduct. 42 (Jan): 101315. https://doi.org/10.1016/j.ijdrr.2019.101315.
CCSF (City and County of San Francisco). 2021. “Hazus: A tool for modeling damages and economic losses from natural disasters.” Accessed October 05, 2021. https://sfcontroller.org/sites/default/files/FileCenter/Documents/6356-HAZUS%20Presentation.pdf.
CDC/ATSDR (Centre for Disease Control/Agency for Toxic Substances and Disease Registry). 2022. “CDC/ATSDR social vulnerability index.” Accessed May 20, 2022. https://www.atsdr.cdc.gov/placeandhealth/svi/index.html.
Chandramouleeswaran, K. R., and H. T. Tran. 2018. “Data-driven resilience quantification of the US Air transportation network.” In Proc., Annual IEEE Int. Systems Conf., 1–7. New York: IEEE.
Cimellaro, G. P., A. M. Reinhorn, and M. Bruneau. 2010. “Seismic resilience of a hospital system.” Struct. Infrastruct. Eng. 6 (1–2): 127–144. https://doi.org/10.1080/15732470802663847.
Coleman, N., A. Esmalian, and A. Mostafavi. 2020. “Equitable resilience in infrastructure systems: Empirical assessment of disparities in hardship experiences of vulnerable populations during service disruptions.” Nat. Hazard. Rev. 21 (4): 04020034. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000401.
Conceição, P., and P. Ferreira. 2000. The young person’s guide to the Theil index: Suggesting intuitive interpretations and exploring analytical applications. Amsterdam, Netherlands: Elsevier. https://doi.org/10.2139/ssrn.228703.
Cutter, S. L., B. J. Boruff, and W. L. Shirley. 2003. “Social vulnerability to environmental hazards.” Social Sci. Q. 84 (2): 242–261. https://doi.org/10.1111/1540-6237.8402002.
Deardorff, A. V. 2016. “Deardorffs’ glossary of international economics.” Accessed September 20, 2021. http://www-personal.umich.edu/∼alandear/glossary/w.html.
Decò, A., P. Bocchini, and D. M. Frangopol. 2013. “A probabilistic approach for the prediction of seismic resilience of bridges.” Earthquake Eng. Struct. Dyn. 42 (10): 1469–1487. https://doi.org/10.1002/eqe.2282.
Dhakal, S., L. Zhang, and X. Lv. 2021. “Understanding infrastructure resilience, social equity, and their interrelationships: Exploratory study using social media data in Hurricane Michael.” Nat. Hazard. Rev. 22 (4): 04021045. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000512.
Dolan, P., and A. Robinson. 2001. “The measurement of preferences over the distribution of benefits: The importance of the reference point.” Eur. Econ. Rev. 45 (9): 1697–1709. https://doi.org/10.1016/S0014-2921(00)00052-0.
FEMA. 2018. “Designated areas: Disaster 4399.” Accessed June 10, 2021. https://www.fema.gov/disaster/4399/designated-areas.
FEMA. 2021. “FEMA preliminary damage assessment guide.” Accessed September 10, 2021. https://www.fema.gov/sites/default/files/documents/fema_2021-pda-guide.pdf.
Fisher, R., and M. Norman. 2010. “Developing measurement indices to enhance protection and resilience of critical infrastructure and key resources.” J. Bus. Continuity Emergency Plann. 4 (3): 191–206.
Flanagan, B. E., E. W. Gregory, E. J. Hallisey, J. L. Heitgerd, and B. Lewis. 2011. “A social vulnerability index for disaster management.” J. Homeland Secur. Emergency Manage. 8 (1): 3–15. https://doi.org/10.2202/1547-7355.1792.
FPSC (Florida Public Service Commission). 2021. “Hurricane season power outage reports.” Accessed February 10, 2021. http://www.psc.state.fl.us/Home/HurricaneReport.
Füssel, H. M. 2006. “Social welfare functions in global climate-economy models: Methodological inconsistencies and their policy implications.” Accessed September 2, 2021. https://ssrn.com/abstract=900023.
GBCI (Green Building Certification Inc.). 2021. “Resilient design for a changing world.” Accessed June 14, 2021. https://gbci.org/reli.
Gooden, S., D. Jones, K. J. Martin, and M. Boyd. 2009. “Social equity in local emergency management planning.” State Local Gov. Rev. 41 (1): 1–12. https://doi.org/10.1177/0160323X0904100101.
Hallegatte, S., J. Rentschler, and J. Rozenberg. 2019. “Lifelines: The resilient infrastructure opportunity.” In Sustainable infrastructure. Washington, DC: World Bank.
Hao, H., S. Baireddy, E. R. Bartusiak, L. Konz, K. LaTourette, M. Gribbons, M. Chan, M. L. Comer, and E. J. Delp. 2020. “An attention-based system for damage assessment using satellite imagery.” Preprint, submitted April 14, 2020. https://arxiv.org/abs/2004.06643.
Harsanyi, J. C. 1955. “Cardinal welfare, individualistic ethics, and interpersonal comparisons of utility.” J. Political Econ. 63 (4): 309–321. https://doi.org/10.1086/257678.
Hirsch, J. A., G. F. Green, M. Peterson, D. A. Rodriguez, and P. Gordon-Larsen. 2017. “Neighborhood sociodemographics and change in built infrastructure.” J. Urbanism: Int. Res. Placemaking Urban Sustainability 10 (2): 181–197.
Holling, C. S. 1973. “Resilience and stability of ecological systems.” In Annual review of ecology and systematics, 1–23. San Mateo, CA: Annual Reviews.
Holling, C. S. 1996. “Engineering resilience versus ecological resilience.” In Vol. 31 of Engineering within ecological constraints, 32. Washington DC: National Academy of Science.
Hoover, E. M. 1941. “Interstate redistribution of population: 1850-1940.” J. Econ. History 1 (2): 199–205. https://doi.org/10.1017/S0022050700052980.
Hossain, N. U. I., R. Jaradat, S. Hosseini, M. Marufuzzaman, and R. K. Buchanan. 2019. “A framework for modeling and assessing system resilience using a Bayesian network: A case study of an interdependent electrical infrastructure system.” Int. J. Crit. Infrastruct. Prot. 25 (Jun): 62–83. https://doi.org/10.1016/j.ijcip.2019.02.002.
Hosseini, S., and K. Barker. 2016. “Modeling infrastructure resilience using Bayesian networks: A case study of inland waterway ports.” Comput. Ind. Eng. 93 (Jan): 252–266. https://doi.org/10.1016/j.cie.2016.01.007.
Huang, C., and R. Taylor. 2019. “Any federal infrastructure package should boost investment in low-income communities.” Accessed June 10, 2021. https://www.cbpp.org/research/federal-budget/any-federal-infrastructure-package-should-boost-investment-in-low-income.
Jacobson, A., A. D. Milman, and D. M. Kammen. 2005. “Letting the (energy) Gini out of the bottle: Lorenz curves of cumulative electricity consumption and Gini coefficients as metrics of energy distribution and equity.” Energy Policy 33 (14): 1825–1832. https://doi.org/10.1016/j.enpol.2004.02.017.
Jagtenberg, C. J. 2017. “Efficiency and fairness in ambulance planning.” Doctoral dissertation, Dutch National Research Institute for Mathematics and Computer Science, VU Amsterdam.
Jian, J. I. N., W. A. N. G. Jianxiang, M. A. Xiaoyi, W. A. N. G. Yuding, and L. I. Renyong. 2015. “Equality of medical health resource allocation in China based on the Gini coefficient method.” Iran. J. Public Health 44 (4): 445.
Johnson, A. E. 2019. “Florida’s rising tide: Income inequality effects by county.” Honors Undergraduate Theses. Accessed November 10, 2021. https://stars.library.ucf.edu/honorstheses/521.
Kangior, M. 2013. “Engineering resilience: The resilience STARTM home pilot project.” Accessed July 25, 2020. https://www.dhs.gov/blog/2013/11/18/engineering-resilience-resilience-star%E2%84%A2-home-pilot-project.
Karamouz, M., M. Taheri, P. Khalili, and X. Chen. 2019. “Building infrastructure resilience in coastal flood risk management.” J. Water Resour. Plann. Manage. 145 (4): 04019004. https://doi.org/10.1061/(ASCE)WR.1943-5452.0001043.
Kinjo, K., and T. Ebina. 2017. “Optimal program for autonomous driving under Bentham- and Nash-type social welfare functions.” Procedia Comput. Sci. 112 (Mar): 61–70. https://doi.org/10.1016/j.procs.2017.08.024.
Kwasinski, A. 2011. “Field damage assessments as a design tool for information and communications technology systems that are resilient to natural disasters.” In Proc., 4th Int. Symp. on Applied Sciences in Biomedical and Communication Technologies, 1–6. New York: Association for Computing Machinery.
Lam, C. Y., and K. Tai. 2018. “Modeling infrastructure interdependencies by integrating network and fuzzy set theory.” Int. J. Crit. Infrastruct. Prot. 22 (Mar): 51–61. https://doi.org/10.1016/j.ijcip.2018.05.005.
Maass, W., J. Parsons, S. Purao, V. C. Storey, and C. Woo. 2018. “Data-driven meets theory-driven research in the era of big data: Opportunities and challenges for information systems research.” J. Assoc. Inf. Syst. 19 (12): 1. https://doi.org/10.17705/1jais.00526.
MacKenzie, C. A., and K. Barker. 2013. “Empirical data and regression analysis for estimation of infrastructure resilience with application to electric power outages.” J. Infrastruct. Syst. 19 (1): 25–35. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000103.
Mao, Q., and N. Li. 2018. “Assessment of the impact of interdependencies on the resilience of networked critical infrastructure systems.” Nat. Hazards 93 (1): 315–337. https://doi.org/10.1007/s11069-018-3302-3.
Massarra, C. C. 2012. “Hurricane damage assessment process for residential buildings.” Master’s thesis, Agriculture and Mechanical College, Louisiana State Univ. https://digitalcommons.lsu.edu/gradschool_theses/520.
Mawgoud, A. A., M. M. Eltabey, and A. Abu-Talleb. 2021. “A distributed artificial intelligence framework to evolve infrastructure resilience in telecommunications sector.” In Proc., Int. Conf. on Advanced Machine Learning Technologies and Applications, 774–784. New York: Springer.
Meerow, S., and J. P. Neweell. 2019. “Urban resilience for whom, what, when, where, and why?” Urban Geogr. 40 (3): 309–329. https://doi.org/10.1080/02723638.2016.1206395.
Meerow, S., P. Pajouhesh, and T. R. Miller. 2019. “Social equity in urban resilience planning.” Local Environ. 24 (9): 793–808. https://doi.org/10.1080/13549839.2019.1645103.
Mostafa, M. A., and N. M. El-Gohary. 2014. “Stakeholder-sensitive social welfare–oriented benefit analysis for sustainable infrastructure project development.” J. Constr. Eng. Manage. 140 (9): 04014038. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000788.
Mottahedi, A., F. Sereshki, M. Ataei, A. Nouri Qarahasanlou, and A. Barabadi. 2021. “The Resilience of critical infrastructure systems: A systematic literature review.” Energies 14 (6): 1571. https://doi.org/10.3390/en14061571.
Nexus. 2017. “Hurricane Harvey hit low-income communities hardest.” Accessed October 10, 2021. https://archive.thinkprogress.org/hurricane-harvey-hit-low-income-communities-hardest-6d13506b7e60/.
NHC (National Hurricane Center). 2019. “Hurricane Michael.” Accessed July 5, 2021. https://www.nhc.noaa.gov/data/tcr/AL142018_Michael.pdf.
Nicholson, G. 2014. “Inequality and its impact on the resilience of societies.” Accessed November 4, 2021. https://eturbonews.com/inequality-and-its-impact-resilience-societies/.
Nogal, M., A. O’Connor, B. Martinez-Pastor, and B. Caulfield. 2017. “Novel probabilistic resilience assessment framework of transportation networks against extreme weather events.” ASCE-ASME J. Risk Uncertainty Eng. Syst. Part A: Civ. Eng. 3 (3): 04017004. https://doi.org/10.1061/AJRUA6.0000908.
NWS (National Weather Service). 2018. “Catastrophic Hurricane Michael Strikes Florida Panhandle October 10, 2018.” Accessed June 10, 2021. https://www.weather.gov/tae/HurricaneMichael2018.
Ouyang, M., and L. Duenas-Osorio. 2014. “Multi-dimensional hurricane resilience assessment of electric power systems.” Struct. Saf. 48 (Jun): 15–24. https://doi.org/10.1016/j.strusafe.2014.01.001.
Panteli, M., P. Mancarella, D. N. Trakas, E. Kyriakides, and N. D. Hatziargyriou. 2017. “Metrics and quantification of operational and infrastructure resilience in power systems.” IEEE Trans. Power Syst. 32 (6): 4732–4742. https://doi.org/10.1109/TPWRS.2017.2664141.
Pathak, A., L. Zhang, and N. E. Ganapati. 2020. “Understanding multi-sector stakeholder value dynamics in Hurricane Michael to facilitate collaborative decision making in disaster contexts.” Nat. Hazard. Rev. 21 (3): 04020032. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000400.
Petit, F. D., L. K. Eaton, R. E. Fisher, S. F. McAraw, and M. J. Collins III. 2012. “Developing an index to assess the resilience of critical infrastructure.” Int. J. Risk Assess. Manage. 16 (1–3): 28–47. https://doi.org/10.1504/IJRAM.2012.047551.
Planitz, A. 1999. “A guide to successful damage and needs assessment.” Accessed January 20, 2022. https://haitilearning.alnap.org/system/files/content/resource/files/main/1997_spdrp_a_guide_for_succesfull_damage_and_needs_assessment.pdf.
Rao, K. D., S. Makimoto, M. Peters, G. M. Leung, G. Bloom, and Y. Katsuma. 2019. “Vulnerable populations and universal health coverage.” In Leave no one behind: Time for specifics on the sustainable development goals. Washington, DC: Brookings Institution Press.
Rawls, J. 1971. A theory of justice. Cambridge, MA: Harvard University Press.
Rehak, D., P. Senovsky, M. Hromada, and T. Lovecek. 2019. “Complex approach to assessing resilience of critical infrastructure elements.” Int. J. Crit. Infrastruct. Prot. 25 (Jun): 125–138. https://doi.org/10.1016/j.ijcip.2019.03.003.
RF (The Rockefeller Foundation). 2021. “100 resilient cities.” Accessed June 2, 2021. https://www.rockefellerfoundation.org/our-work/initiatives/100-resilient-cities/.
SAMSHA (Substance Abuse and Mental Health Services Association). 2017. “Greater impact: How disasters affect people of low socioeconomic status.” Accessed July 10, 2021. https://www.samhsa.gov/sites/default/files/dtac/srb-low-ses_2.pdf.
Schneider, M., and B.-C. Kim. 2020. “The utilitarian–maximin social welfare function and anomalies in social choice.” South. Econ. J. 87 (2): 629–646. https://doi.org/10.1002/soej.12464.
Sen, A. 1997. On economic inequality. Oxford, UK: Oxford University Press.
Senkbeil, J. C., L. Myers, S. Jasko, J. R. Reed, and R. Mueller. 2020. “Communication and hazard perception lessons from category five hurricane Michael.” Atmosphere 11 (8): 804. https://doi.org/10.3390/atmos11080804.
Shang, Q., T. Wang, and J. Li. 2020. “A quantitative framework to evaluate the seismic resilience of hospital systems.” J. Earthquake Eng. 26 (7): 3364–3388. https://doi.org/10.1080/13632469.2020.1802371.
Shin, S., S. Lee, D. R. Judi, M. Parvania, E. Goharian, T. McPherson, and S. J. Burian. 2018. “A systematic review of quantitative resilience measures for water infrastructure systems.” Water 10 (2): 164. https://doi.org/10.3390/w10020164.
Tate, E., M. A. Rahman, C. T. Emrich, and C. C. Sampson. 2021. “Flood exposure and social vulnerability in the United States.” Nat. Hazards 106 (1): 435–457. https://doi.org/10.1007/s11069-020-04470-2.
Theil, H. 1967. Economics and information theory. Amsterdam, Holland: North Holland Publishing Company.
Tonn, G., J. Czajkowski, H. Kunreuther, K. Angotti, and K. Gelman. 2020. “Measuring transportation infrastructure resilience: Case study with Amtrak.” J. Infrastruct. Syst. 26 (1): 05020001. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000526.
Trapeznikova, I. 2019. Measuring income inequality. Bonn, Germany: IZA, World of Labor. https://doi.org/10.15185/izawol.462.
Tselios, V., and E. L. Tompkins. 2019. “What causes nations to recover from disasters? An inquiry into the role of wealth, income inequality, and social welfare provisioning.” Int. J. Disaster Risk Reduct. 33 (Feb): 162–180. https://doi.org/10.1016/j.ijdrr.2018.10.003.
UNCTAD (United Nations Conference on Trade and Development). 2021. “The many faces of inequality.” Accessed May 15, 2022. https://sdgpulse.unctad.org/in-focus-inequality/#Ref_Cobham2013.
USRC (US Resiliency Council). 2021. “Resilient communities need resilient buildings.” Accessed July 25, 2021. http://www.usrc.org/.
Wang, X.-J., J.-Y. Zhang, S. Shahid, A. ElMahdi, R.-M. He, X.-G. Wang, and M. Ali. 2012. “Gini coefficient to assess equity in domestic water supply in the Yellow River.” Mitigation Adapt. Strategies Global Change 17 (1): 65–75. https://doi.org/10.1007/s11027-011-9309-7.
Ward, P. S., and G. E. Shively. 2016. “Disaster risk, social vulnerability, and economic development.” Disasters 41 (2): 324–351. https://doi.org/10.1111/disa.12199.
Wescoat, J., et al. 2018. “Equitable Resilience, 2018-2021.” Accessed June 6, 2022. https://lcau.mit.edu/equitableresilience.
Weymark, J. A. 2016. “Social welfare functions.” The Oxford handbook of well-being and public policy, 126–159. Oxford, England: Oxford University Press.
Wodon, Q., and S. Yitzhaki. 2008. “Inequality in multidimensional indicators of well-being: Methodology and application to the human development index.” In Modeling income distributions and Lorenz curves, 303–317. New York: Springer.
Yang, Y., W. Tang, Y. Liu, Y. Xin, and Q. Wu. 2018. “Quantitative resilience assessment for power transmission systems under typhoon weather.” IEEE Access 6 (May): 40747–40756. https://doi.org/10.1109/ACCESS.2018.2858860.
Yoon, D. K. 2012. “Assessment of social vulnerability to natural disasters: A comparative study.” Nat. Hazards 63 (2): 823–843. https://doi.org/10.1007/s11069-012-0189-2.
Zamanian, S., M. Rahimi, and A. Shafieezadeh. 2020. “Resilience of sewer networks to extreme weather hazards: Past experiences and an assessment framework.” In Proc., Pipelines 2020, 50–59. Reston, VA: ASTM.
Zhang, L., and S. Sanake. 2020. “Social welfare-based human comfort aggregation model to facilitate healthy and comfortable indoor environments.” J. Archit. Eng. 26 (3): 04020027. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000422.
Zhu, Y., K. Xie, K. Ozbay, F. Zuo, and H. Yang. 2017. “Data-driven spatial modeling for quantifying networkwide resilience in the aftermath of hurricanes Irene and Sandy.” Transp. Res. Rec. 2604 (1): 9–18. https://doi.org/10.3141/2604-02.
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Natural Hazards Review
Volume 24 • Issue 1 • February 2023
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Received: Oct 22, 2021
Accepted: Aug 4, 2022
Published online: Nov 17, 2022
Published in print: Feb 1, 2023
Discussion open until: Apr 17, 2023
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