Technical Papers
Nov 22, 2021

Consideration of Climate Change Effects on the Seismic Life-Cycle Cost Analysis of Deteriorating Highway Bridges

Publication: Journal of Bridge Engineering
Volume 27, Issue 2

Abstract

Recent findings reported in the contemporary literature have underlined the criticality of including climate change effects in models of deterioration of civil engineering structures. Highway bridges, when exposed to unfavorable environmental conditions and climate change settings and when simultaneously situated in moderately to highly active seismic zones, may experience reduced structural performance during earthquake events. For bridges in such regions, past studies have revealed the criticality of considering deterioration when computing seismic losses, which may constitute a significant percentage of the life-cycle cost planning for the structure. In acknowledging the potential effects of climate change on bridge deterioration and seismic fragility, a renewed systematic assessment of seismic life-cycle cost then becomes necessary for informed decision making and economic investment. Addressing this critical need, we propose a novel framework for evaluating the lifetime seismic losses of highway bridges that considers earthquake hazards, aging effects, and global warming due to climate change. The proposed framework was first demonstrated on two structurally distinct case-study bridges––multispan continuous (MSC) steel and MSC concrete-girder bridges located in the southeastern United States. Both bridge types comprise multiple seismically vulnerable bridge components that are also prone to the adverse effects of environmental degradation. It was found that there was a substantial underprediction in the lifetime seismic loss––by 6.7% for the MSC steel bridge and 13.2% for the MSC concrete bridge––when expected future climate change was neglected. Additionally, the proposed framework was applied to a seismically designed MSC concrete-girder bridge in order to evaluate the influence of seismic design practices on the lifetime seismic losses of aging highway bridges, including climate change effects.

Get full access to this article

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

Data Availability Statement

All data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

This research was funded by the Indian Council for Cultural Relations (ICCR), Ministry of Higher Education and Scientific Research of Egypt. The authors also acknowledge funding for this work from the Science and Engineering Research Board (statutory body under the Department of Science and Technology, India) through grant No. MTR/2019/000287.

References

Afsar Dizaj, E., and M. M. Kashani. 2021. “Nonlinear structural performance and seismic fragility of corroded reinforced concrete structures: Modelling guidelines.” Eur. J. Environ. Civ. Eng. 14 (6): 714–729. https://doi.org/10.1080/19648189.2021.1896582.
Afsar Dizaj, E., R. Madandoust, and M. M. Kashani. 2018. “Exploring the impact of chloride-induced corrosion on seismic damage limit states and residual capacity of reinforced concrete structures.” Struct. Infrastruct. Eng. 14 (6): 714–729. https://doi.org/10.1080/15732479.2017.1359631.
Albrecht, P., and A. H. Naeemi. 1984. Performance of weathering steel in bridges. Washington, DC: National Cooperative Highway Research Program.
Alipour, A., B. Shafei, and M. Shinozuka. 2011. “Performance evaluation of deteriorating highway bridges located in high seismic areas.” J. Bridge Eng. 16 (5): 597–611. https://doi.org/10.1061/(ASCE)BE.1943-5592.0000197.
Bastidas-Arteaga, E. 2018. “Reliability of reinforced concrete structures subjected to corrosion-fatigue and climate change.” Int. J. Concr. Struct. Mater. 12 (1): 10. https://doi.org/10.1186/s40069-018-0235-x.
Bastidas-Arteaga, E., A. Chateauneuf, M. Sánchez-Silva, P. Bressolette, and F. Schoefs. 2010. “Influence of weather and global warming in chloride ingress into concrete: A stochastic approach.” Struct. Saf. 32 (4): 238–249. https://doi.org/10.1016/j.strusafe.2010.03.002.
Bastidas-Arteaga, E., F. Schoefs, M. G. Stewart, and X. Wang. 2013. “Influence of global warming on durability of corroding RC structures: A probabilistic approach.” Eng. Struct. 51: 259–266. https://doi.org/10.1016/j.engstruct.2013.01.006.
Biondini, F., E. Camnasio, and A. Palermo. 2014. “Lifetime seismic performance of concrete bridges exposed to corrosion.” Struct. Infrastruct. Eng. 10 (7): 880–900. https://doi.org/10.1080/15732479.2012.761248.
Cho, H. N., H. H. Choi, K. M. Lee, and K. H. Park. 2007. “Optimal seismic retrofit and maintenance strategy for steel bridges using life-cycle cost analysis.” In Lifecycle cost and performance of civil infrastructure systems, edited by H.-N. Cho, D. M. Frangopol, and A. H.-S. Ang, 121–130. London: Taylor & Francis.
Choe, D. E., P. Gardoni, D. Rosowsky, and T. Haukaas. 2008. “Probabilistic capacity models and seismic fragility estimates for RC columns subject to corrosion.” Reliab. Eng. Syst. Saf. 93 (3): 383–393. https://doi.org/10.1016/j.ress.2006.12.015.
Choine, M. N., A. O’Connor, and J. E. Padgett. 2013. “A seismic reliability assessment of reinforced concrete integral bridges subject to corrosion.” Key Eng. Mater. 569–570: 366–373. https://doi.org/10.4028/www.scientific.net/KEM.569-570.366.
CICS-NC (Cooperative Institute for Climate and Satellite–NC). 2020. Accessed May 1, 2020. https://statesummaries.ncics.org/chapter/sc/.
Coronelli, D., and P. Gambarova. 2004. “Structural assessment of corroded reinforced concrete beams: Modeling guidelines.” J. Struct. Eng. 130 (8): 1214–1224. https://doi.org/10.1061/(ASCE)0733-9445(2004)130:8(1214).
Czarnecki, A. A., and A. S. Nowak. 2008. “Time-variant reliability profiles for steel girder bridges.” Struct. Saf. 30 (1): 49–64. https://doi.org/10.1016/j.strusafe.2006.05.002.
de Larrard, T., E. Bastidas-Arteaga, F. Duprat, and F. Schoefs. 2014. “Effects of climate variations and global warming on the durability of RC structures subjected to carbonation.” Civ. Eng. Environ. Syst. 31 (2): 153–164. https://doi.org/10.1080/10286608.2014.913033.
Dong, Y., and D. M. Frangopol. 2016. “Probabilistic time-dependent multihazard life-cycle assessment and resilience of bridges considering climate change.” J. Perform. Constr. Facil. 30 (5): 04016034. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000883.
Dong, Y., D. M. Frangopol, and D. Saydam. 2013. “Time-variant sustainability assessment of seismically vulnerable bridges subjected to multiple hazards.” Earthquake Eng. Struct. Dyn. 42 (10): 1451–1467. https://doi.org/10.1002/eqe.2281.
Du, Y. G., L. A. Clark, and A. H. Chan. 2005. “Residual capacity of corroded reinforcing bars.” Mag. Concr. Res. 57 (3): 135–147. https://doi.org/10.1680/macr.2005.57.3.135.
Duracrete. 2000. Probabilistic performance based durability design of concrete structures. Final Technical Rep. Brussels, Belgium: European Union.
Edwards, R. V. 2006. Processing random data: Statistics for engineers and scientists. Singapore: World Scientific Publishing Company.
El-Hassan, J., P. Bressolette, A. Chateauneuf, and K. El-Tawil. 2010. “Reliability-based assessment of the effect of climatic conditions on the corrosion of RC structures subject to chloride ingress.” Eng. Struct. 32 (10): 3279–3287. https://doi.org/10.1016/j.engstruct.2010.07.001.
Enright, M. P., and D. M. Frangopol. 1998. “Probabilistic analysis of resistance degradation of reinforced concrete bridge beams under corrosion.” Eng. Struct. 20 (11): 960–971. https://doi.org/10.1016/S0141-0296(97)00190-9.
Fang, C., K. Lundgren, L. Chen, and C. Zhu. 2004. “Corrosion influence on bond in reinforced concrete.” Cem. Concr. Res. 34 (11): 2159–2167. https://doi.org/10.1016/j.cemconres.2004.04.006.
Frangopol, D. M., Y. Dong, and S. Sabatino. 2017. “Bridge life-cycle performance and cost: Analysis, prediction, optimisation and decision-making.” Struct. Infrastruct. Eng. 13 (10): 1239–1257. https://doi.org/10.1080/15732479.2016.1267772.
Furuta, H., M. Dogaki, K. Koyama, H. Kataoka, and H. Sugimoto. 2004. “Life-cycle cost for bridge structures considering earthquake effects.” J. Soc. Mater. Sci. Jpn. 53 (3): 339–344.
Furuta, H., D. M. Frangopol, and K. Nakatsu. 2011. “Life-cycle cost of civil infrastructure with emphasis on balancing structural performance and seismic risk of road network.” Struct. Infrastruct. Eng. 7 (1–2): 65–74. https://doi.org/10.1080/15732471003588346.
Gardoni, P., A. Der Kiureghian, and K. M. Mosalam. 2002. “Probabilistic capacity models and fragility estimates for reinforced concrete columns based on experimental observations.” J. Eng. Mech. 128 (10): 1024–1038. https://doi.org/10.1061/(ASCE)0733-9399(2002)128:10(1024).
Ghisbain, P. 2014. Damage-based earthquake engineering. Southampton: WIT Press.
Ghosh, J. 2021. “Next generation fragility functions for seismically designed highway bridges in moderate seismic zones.” Nat. Hazard. Rev. 22 (1): 04020051. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000426.
Ghosh, J., and J. E. Padgett. 2010. “Aging considerations in the development of time-dependent seismic fragility curves.” J. Struct. Eng. 136 (12): 1497–1511. https://doi.org/10.1061/(ASCE)ST.1943-541X.0000260.
Ghosh, J., and J. E. Padgett. 2011. “Probabilistic seismic loss assessment of aging bridges using a component-level cost estimation approach.” Earthquake Eng. Struct. Dyn. 40 (15): 1743–1761. https://doi.org/10.1002/eqe.1114.
Ghosh, J., and J. E. Padgett. 2012. “Impact of multiple component deterioration and exposure conditions on seismic vulnerability of concrete bridges.” Earthquake Struct. 3 (5): 649–673. https://doi.org/10.12989/eas.2012.3.5.649.
Ghosh, J., and P. Sood. 2016. “Consideration of time-evolving capacity distributions and improved degradation models for seismic fragility assessment of aging highway bridges.” Reliab. Eng. Syst. Saf. 154: 197–218. https://doi.org/10.1016/j.ress.2016.06.001.
Gunawardhana, L. N., G. A. Al-Rawas, and S. Kazama. 2017. “An alternative method for predicting relative humidity for climate change studies.” Meteorol. Appl. 24 (4): 551–559. https://doi.org/10.1002/met.1641.
Guo, Y., D. Trejo, and S. Yim. 2015. “New model for estimating the time-variant seismic performance of corroding RC bridge columns.” J. Struct. Eng. 141 (6): 04014158. https://doi.org/10.1061/(ASCE)ST.1943-541X.0001145.
IPCC (Intergovernmental Panel on Climate Change). 2013. Climate change 2013: The physical science basis. Contribution of working group I to the fifth assessment report of the Intergovernmental Panel on Climate Change. Cambridge: IPCC.
Itoh, Y., and H. S. Gu. 2009. “Prediction of aging characteristics in natural rubber bearings used in bridges.” J. Bridge Eng. 14 (2): 122–128. https://doi.org/10.1061/(ASCE)1084-0702(2009)14:2(122).
Kashani, M. M., L. N. Lowes, A. J. Crewe, and N. A. Alexander. 2015. “Phenomenological hysteretic model for corroded reinforcing bars including inelastic buckling and low-cycle fatigue degradation.” Comput. Struct. 156: 58–71. https://doi.org/10.1016/j.compstruc.2015.04.005.
Kumar, R., and P. Gardoni. 2014. “Renewal theory-based life-cycle analysis of deteriorating engineering systems.” Struct. Saf. 50: 94–102. https://doi.org/10.1016/j.strusafe.2014.03.012.
Kumar, R., P. Gardoni, and M. Sanchez-Silva. 2009. “Effect of cumulative seismic damage and corrosion on the life-cycle cost of reinforced concrete bridges.” Earthquake Eng. Struct. Dyn. 38 (7): 887–905. https://doi.org/10.1002/eqe.873.
Lee, K.-M., H.-N. Cho, J.-K. Lim, and K.-H. Park. 2003. “Life-cycle cost effective optimal seismic design for continuous PSC bridges.” In Life-cycle performance of deteriorating structures: Assessment, design and management, edited by D. M. Frangopol, E. Brühwiler, M. H. Faber, and B. Adey, 247–262. Reston, VA: ASCE.
Li, Y., Y. Dong, D. M. Frangopol, and D. Gautam. 2020. “Long-term resilience and loss assessment of highway bridges under multiple natural hazards.” Struct. Infrastruct. Eng. 16 (4): 626–641. https://doi.org/10.1080/15732479.2019.1699936.
Liu, T., and R. W. Weyers. 1998. “Modeling the dynamic corrosion process in chloride contaminated concrete structures.” Cem. Concr. Res. 28 (3): 365–379. https://doi.org/10.1016/S0008-8846(98)00259-2.
Mackie, K. R., and B. Stojadinovic. 2010. “Post-earthquake bridge repair cost and repair time estimation methodology.” Earthquake Eng. Struct. Dyn. 39 (3): 281–301.
Mahoney, W. 2009. “BNI public works costbook.” BNI (Building News).
Mander, J. B., D. K. Kim, S. S. Chen, and G. J. Premus. 1996. Response of steel bridge bearings to the reversed cyclic loading. Technical Rep. NCEER 96-0014. Buffalo, NY: Univ. at Buffalo.
Mander, J. B., M. J. N. Priestley, and R. Park. 1988. “Theoretical stress-strain model for confined concrete.” J. Struct. Eng. 114 (8): 1804–1826. https://doi.org/10.1061/(ASCE)0733-9445(1988)114:8(1804).
Martin-Perez, B., S. J. Pantazopoulou, and M. D. A. Thomas. 2001. “Numerical solution of mass transport equations in concrete structures.” Comput. Struct. 79 (13): 1251–1264. https://doi.org/10.1016/S0045-7949(01)00018-9.
McKenna, F., G. L. Fenves, and M. H. Scott. 2005. Open system for earthquake engineering simulation. Berkeley, CA: Pacific Earthquake Engineering Research Center, Univ. of California.
Mortagi, M., and J. Ghosh. 2020a. “Climate change considerations for seismic vulnerability assessment of aging highway bridges.” ASCE-ASME J. Risk Uncertainty Eng. Syst. Part A: Civ. Eng. 6 (1): 04020005. https://doi.org/10.1061/AJRUA6.0001038.
Mortagi, M., and J. Ghosh. 2020b. “Concurrent modelling of carbonation and chloride-induced deterioration and uncertainty treatment in aging bridge fragility assessment.” Struct. Infrastruct. Eng. 1–22. https://doi.org/10.1080/15732479.2020.1838560.
Neville, A. M. 2008. Properties of concrete. London: Pearson Education Limited.
Nguyen, M. N., X. Wang, and R. H. Leicester. 2013. “An assessment of climate change effects on atmospheric corrosion rates of steel structures.” Corros. Eng. Sci. Technol. 48 (5): 359–369. https://doi.org/10.1179/1743278213Y.0000000087.
Nielson, B. G. 2005. “Analytical fragility curves for highway bridges in moderate seismic zones.” Ph.D. dissertation, School of Civil and Environmental Engineering, Georgia Institute of Technology.
Nielson, B. G., and R. DesRoches. 2007. “Analytical seismic fragility curves for typical bridges in the central and southeastern United States.” Earthquake Spectra 23 (3): 615–633. https://doi.org/10.1193/1.2756815.
Oyj, V. 2013. “Humidity conversion formulas––calculation formulas for humidity.” Humidity Conversion Formulas 16.
Padgett, J. E., K. Dennemann, and J. Ghosh. 2010a. “Risk-based seismic life-cycle cost-benefit (LCC-B) analysis for bridge retrofit assessment.” Struct. Saf. 32 (3): 165–173. https://doi.org/10.1016/j.strusafe.2009.10.003.
Padgett, J. E., and R. DesRoches. 2007. “Bridge functionality relationships for improved seismic risk assessment of transportation networks.” Earthquake Spectra 23 (1): 115–130. https://doi.org/10.1193/1.2431209.
Padgett, J. E., R. Desroches, and E. Nilsson. 2010b. “Regional seismic risk assessment of bridge network in Charleston, South Carolina.” J. Earthquake Eng. 14 (6): 918–933. https://doi.org/10.1080/13632460903447766.
Peters, G. P., R. M. Andrew, T. Boden, J. G. Canadell, P. Ciais, C. Le Quéré, G. Marland, M. R. Raupach, and C. Wilson. 2013. “The challenge to keep global warming below 2°C.” Nat. Clim. Change 3 (1): 4–6. https://doi.org/10.1038/nclimate1783.
Priestley, M. N., F. Seible, and G. M. Calvi. 1996. Seismic design and retrofit of bridges. Hoboken, NJ: John Wiley & Sons.
Ramanathan, K., R. DesRoches, and J. E. Padgett. 2012. “A comparison of pre- and post-seismic design considerations in moderate seismic zones through the fragility assessment of multispan bridge classes.” Eng. Struct. 45: 559–573. https://doi.org/10.1016/j.engstruct.2012.07.004.
Rao, A. S., M. D. Lepech, A. S. Kiremidjian, and X. Y. Sun. 2017. “Simplified structural deterioration model for reinforced concrete bridge piers under cyclic loading.” Struct. Infrastruct. Eng. 13 (1): 55–66. https://doi.org/10.1080/15732479.2016.1198402.
Rix, G. J., and J. A. Fernandez. 2004. “Earthquake ground motion simulation.” Accessed August 23, 2019. www.ce.gatech.edu/%0Bresearch/mae_ground_motion/.
SCDOT (South Carolina Department of Transportation). 2010. Accessed April 28, 2010. http://www.state.sc.us/.
Sebastiani, P. E. 2016. Performance-based seismic assessment for life-cycle cost analysis of existing bridges retrofitted with seismic isolation. Rome: Sapienza Univ. of Rome.
Sezen, H., and E. J. Setzler. 2008. “Reinforcement slip in reinforced concrete columns.” ACI Struct. J. 105 (3): 280.
Shekhar, S., J. Ghosh, and J. E. Padgett. 2018. “Seismic life-cycle cost analysis of ageing highway bridges under chloride exposure conditions: Modelling and recommendations.” Struct. Infrastruct. Eng. 14 (7): 941–966. https://doi.org/10.1080/15732479.2018.1437639.
Silano, L. G., and P. Brinckerhoff, eds. 1993. Bridge inspection and rehabilitation. New York: John Wiley and Sons.
Stewart, M. G. 2004. “Spatial variability of pitting corrosion and its influence on structural fragility and reliability of RC beams in flexure.” Struct. Saf. 26 (4): 453–470. https://doi.org/10.1016/j.strusafe.2004.03.002.
Stewart, M. G., and A. Al-Harthy. 2008. “Pitting corrosion and structural reliability of corroding RC structures: Experimental data and probabilistic analysis.” Reliab. Eng. Syst. Saf. 93 (3): 373–382. https://doi.org/10.1016/j.ress.2006.12.013.
Stewart, M. G., X. Wang, and M. N. Nguyen. 2011. “Climate change impact and risks of concrete infrastructure deterioration.” Eng. Struct. 33 (4): 1326–1337. https://doi.org/10.1016/j.engstruct.2011.01.010.
Stewart, M. G., X. Wang, and M. N. Nguyen. 2012. “Climate change adaptation for corrosion control of concrete infrastructure.” Struct. Saf. 35: 29–39. https://doi.org/10.1016/j.strusafe.2011.10.002.
TAD (Time and Date). 2020. Accessed August 1, 2020. https://www.timeanddate.com/.
Titi, A., and F. Biondini. 2016. “On the accuracy of diffusion models for life-cycle assessment of concrete structures.” Struct. Infrastruct. Eng. 12 (9): 1202–1215. https://doi.org/10.1080/15732479.2015.1099110.
TNDOT (Tennessee Department of Transportation). 2010. Accessed April 28, 2010. http://www.tstate.tn.us/construction/.
TRB (Transportation Research Board). 2014. Strategic issues facing transportation, Volume 2: Climate change, extreme weather events and the highway system: Practitioner’s guide and research report. Washington, DC: TRB.
USGS (US Geological Survey). 2020. “Hazards: Seismic hazard maps and data.” Accessed July 1, 2020. https://www.usgs.gov/natural-hazards/earthquake-hazards/hazards.
Vu, K. A. T., and M. G. Stewart. 2000. “Structural reliability of concrete bridges including improved chloride-induced corrosion models.” Struct. Saf. 22 (4): 313–333. https://doi.org/10.1016/S0167-4730(00)00018-7.
Wang, X., and X. Liu. 2004. “Modeling bond strength of corroded reinforcement without stirrups.” Cem. Concr. Res. 34 (8): 1331–1339. https://doi.org/10.1016/j.cemconres.2003.12.028.
Wang, X., M. Nguyen, M. G. Stewart, M. Syme, and A. Leitch. 2010. Analysis of climate change impacts on the deterioration of concrete infrastructure–part 1: Mechanisms, practices, modelling and simulations–a review. Callaghan, Australia: CSIRO Climate Adaptation Flagship, Univ. of Newcastle.
Wen, Y. K., and C. L. Wu. 2001. “Uniform hazard ground motions for mid-America cities.” Earthquake Spectra 17 (2): 359–384. https://doi.org/10.1193/1.1586179.
Yanweerasak, T., W. Pansuk, M. Akiyama, and D. M. Frangopol. 2018. “Life-cycle reliability assessment of reinforced concrete bridges under multiple hazards.” Struct. Infrastruct. Eng. 14 (7): 1011–1024. https://doi.org/10.1080/15732479.2018.1437640.
Zhang, G., X. Cao, and Q. Fu. 2015. “Literature review on experiment study on RC element with corroded rebar.” In Sustainable buildings and structures, edited by J. Xia. London: CRC Press.

Information & Authors

Information

Published In

Go to Journal of Bridge Engineering
Journal of Bridge Engineering
Volume 27Issue 2February 2022

History

Received: Jan 10, 2021
Accepted: Oct 2, 2021
Published online: Nov 22, 2021
Published in print: Feb 1, 2022
Discussion open until: Apr 22, 2022

Permissions

Request permissions for this article.

Authors

Affiliations

Ph.D. Candidate, Dept. of Civil Engineering, Indian Institute of Technology Bombay, Mumbai 400076, India. ORCID: https://orcid.org/0000-0003-4836-1916.
Assistant Professor, Dept. of Civil Engineering, Indian Institute of Technology Bombay, Mumbai 400076, India (corresponding author). ORCID: https://orcid.org/0000-0002-5655-9730. 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

  • Assessing Highway Bridge Chloride Exposure at a Provincial Scale: Mapping and Projecting Impacts of Climate Change, Journal of Bridge Engineering, 10.1061/JBENF2.BEENG-6669, 29, 8, (2024).
  • Climate Change Impacts on the Risk Assessment of Concrete Civil Infrastructures, ASCE OPEN: Multidisciplinary Journal of Civil Engineering, 10.1061/AOMJAH.AOENG-0026, 2, (2024).
  • A Big Data Approach for Investigating Bridge Deterioration and Maintenance Strategies in Taiwan, Sustainability, 10.3390/su15021697, 15, 2, (1697), (2023).
  • National-Level Analysis of the Impact of Climate Change on Local Scour under Bridge Piers in Sweden, Journal of Infrastructure Systems, 10.1061/JITSE4.ISENG-2177, 29, 2, (2023).
  • Probabilistic Framework for Seismic Loss Assessment of Aging Highway Bridges in Crustal and Subduction Zones, Journal of Bridge Engineering, 10.1061/JBENF2.BEENG-5947, 28, 12, (2023).
  • Climate change risks and bridge design, Adapting the Built Environment for Climate Change, 10.1016/B978-0-323-95336-8.00010-X, (109-131), (2023).
  • Resilience of concrete infrastructures, Adapting the Built Environment for Climate Change, 10.1016/B978-0-323-95336-8.00009-3, (133-160), (2023).
  • Probabilistic analysis of climate change impact on chloride-induced deterioration of reinforced concrete considering Nordic climate, Journal of Infrastructure Preservation and Resilience, 10.1186/s43065-022-00053-6, 3, 1, (2022).
  • Life‐cycle seismic fragility of a cable‐stayed bridge considering chloride‐induced corrosion, Earthquake Engineering and Resilience, 10.1002/eer2.7, 1, 1, (60-72), (2022).

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