Technical Papers
Oct 12, 2023

Climate Change Impact on Seismic Vulnerability of Aging Highway Bridges

Publication: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
Volume 9, Issue 4

Abstract

The lateral load–carrying capacity of highway bridges is adversely affected by corrosion deterioration of reinforced concrete (RC) bridge piers during earthquakes. Recent studies reveal that increased global warming due to climate change causes changes in temperature and humidity that further exacerbate the corrosion deterioration of RC bridge piers. This climate change–induced corrosion deterioration may further impair the performance of bridges when located in regions of moderate to high seismic zones. Consequently, this study provides a probabilistic framework for considering the joint impact of corrosion deterioration, earthquakes, and climate change on the lifetime vulnerability of highway bridges. The framework is demonstrated using a case study of a nonseismically designed highway bridge located close to marine sources within seismic active region of Gujarat, India. An improved corrosion deterioration model is utilized that incorporates climate change and concrete cracking effects for estimating time-dependent corrosion of the RC bridge pier. A robust, experimentally validated finite-element model is developed that can capture the varied failure modes of the bridge pier. A set of recorded ground motions that represents regional seismicity is selected to perform nonlinear time-history analyses. Time-varying damage state thresholds and probabilistic seismic demand models are used to develop seismic fragility curves for the bridge while also accounting for the climate change effects. Results reveal that consideration of climate change effects significantly increases the seismic fragility of the deteriorated bridge up to 53%. Lastly, the developed methodology is demonstrated for seismically designed bridge to evaluate the impact of modern codes for ductile detailing and durability provisions on bridge vulnerability incorporating climate change effects.

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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

The financial support provided by the Science and Engineering Research Board (statutory body under the Department of Science and Technology, India) through Grant Number SRG/2021/001574 for this study is thankfully acknowledged.

References

Abbasi, M., and M. A. Moustafa. 2019. “Time-dependent seismic fragilities of older and newly designed multi-frame reinforced concrete box-girder bridges in California.” Earthquake Spectra 35 (1): 233–266. https://doi.org/10.1193/102317EQS220M.
Akiyama, M., D. M. Frangopol, and H. Matsuzaki. 2011. “Life-cycle reliability of RC bridge piers under seismic and airborne chloride hazards.” Earthquake Eng. Struct. Dyn. 40 (15): 1671–1687. https://doi.org/10.1002/eqe.1108.
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.
Almusallam, A. A. 2001. “Effect of degree of corrosion on the properties of reinforcing steel bars.” Constr. Build. Mater. 15 (8): 361–368. https://doi.org/10.1016/S0950-0618(01)00009-5.
Ancheta, T. D., et al. 2014. “NGA-West2 database.” Earthquake Spectra 30 (3): 989–1005. https://doi.org/10.1193/070913EQS197M.
Andisheh, K., A. Scott, and A. Palermo. 2016. “Seismic behavior of corroded RC bridges: Review and research gaps.” Int. J. Corros. 2016 (3): 3075184. https://doi.org/10.1155/2016/3075184.
Apostolopoulos, C. A., and V. G. Papadakis. 2008. “Consequences of steel corrosion on the ductility properties of reinforcement bar.” Constr. Build. Mater. 22 (12): 2316–2324. https://doi.org/10.1016/j.conbuildmat.2007.10.006.
ASCE. 2013. Seismic evaluation and retrofit of existing buildings. Reston, VA: ASCE.
ATC (Applied Technological Council). 1983. Seismic retrofitting guidlines for highway bridges. ATC-6. Redwood City, CA: ATC.
Avşar, Ö., A. Yakut, and A. Caner. 2011. “Analytical fragility curves for ordinary highway bridges in Turkey.” Earthquake Spectra 27 (4): 971–996. https://doi.org/10.1193/1.3651349.
Azadi Kakavand, M. R., and R. Allahvirdizadeh. 2019. “Enhanced empirical models for predicting the drift capacity of less ductile RC columns with flexural, shear, or axial failure modes.” Front. Struct. Civ. Eng. 13 (5): 1251–1270. https://doi.org/10.1007/s11709-019-0554-2.
Baker, J. W., and C. Lee. 2018. “An improved algorithm for selecting ground motions to match a conditional spectrum.” J. Earthquake Eng. 22 (4): 708–723. https://doi.org/10.1080/13632469.2016.1264334.
Bashir, A., and D. Basu. 2018. “Revisiting probabilistic seismic hazard analysis of Gujarat: An assessment of Indian design spectra.” Nat. Hazards 91 (3): 1127–1164. https://doi.org/10.1007/s11069-018-3171-9.
Bastidas-Arteaga, E. 2018. “Reliability of reinforced concrete structures subjected to corrosion-fatigue and climate change.” Int. J. Concr. Struct. Mater. 12 (1): 1–13. https://doi.org/10.1186/s40069-018-0235-x.
Bastidas-Arteaga, E., P. Bressolette, A. Chateauneuf, and M. Sánchez-Silva. 2009. “Probabilistic lifetime assessment of RC structures under coupled corrosion-fatigue deterioration processes.” Struct. Saf. 31 (1): 84–96. https://doi.org/10.1016/j.strusafe.2008.04.001.
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 (Jun): 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.
Biondini, F., and M. Vergani. 2015. “Deteriorating beam finite element for nonlinear analysis of concrete structures under corrosion.” Struct. Infrastruct. Eng. 11 (4): 519–532. https://doi.org/10.1080/15732479.2014.951863.
BIS (Bureau of Indian Standards). 2016. Criteria for earthquake resistant design of structures. IS 1893(Part1):2016. New Delhi, India: BIS.
Borah, M. M., A. Dey, and A. Sil. 2020. “Service life assessment of chloride affected bridge located in coastal region of India considering variation in the inherent structural parameters.” Structures 23 (Feb): 191–203. https://doi.org/10.1016/j.istruc.2019.09.020.
Broomfield, J. P. 2008. Corrosion of steel in concrete: Understanding, investigation and repair. 2nd ed. London: Taylor & Francis.
BSSC (Building Seismic Safety Council). 2020. NEHRP recommended seismic provisions for new buildings and other structures. FEMA P-2082-1. Washington, DC: FEMA.
Cairns, J., G. A. Plizzari, Y. Du, D. W. Law, and C. Franzoni. 2005. “Mechanical properties of corrosion-damaged reinforcement.” ACI Mater. J. 102 (4): 256–264. https://doi.org/10.14359/14619.
Cao, C., M. M. S. Cheung, and B. Y. B. Chan. 2013. “Modelling of interaction between corrosion-induced concrete cover crack and steel corrosion rate.” Corros. Sci. 69 (24): 97–109. https://doi.org/10.1016/j.corsci.2012.11.028.
CCKP (Climate Change Knowledge Portal). 2021. “Data catalog.” Accessed March 7, 2022. https://climateknowledgeportal.worldbank.org/download-data.
CECS (China Engineering Construction Standardization). 2007. Code for durability assessment of concrete structures. Beijing: CECS.
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.
Chopra, A. K., and C. Chintanapakdee. 2004. “Inelastic deformation ratios for design and evaluation of structures: Single-degree-of-freedom bilinear systems.” J. Struct. Eng. 130 (9): 1309–1319. https://doi.org/10.1061/(ASCE)0733-9445(2004)130:9(1309).
Cornell, C. A., F. Jalayer, R. O. Hamburger, and D. A. Foutch. 2002. “Probabilistic basis for 2000 SAC Federal Emergency Management Agency steel moment frame guidelines.” J. Struct. Eng. 128 (Apr): 526–533. https://doi.org/10.1061/(ASCE)0733-9445(2002)128:4(526).
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).
Cui, F., H. Li, X. Dong, B. Wang, J. Li, H. Xue, and M. Qi. 2021. “Improved time-dependent seismic fragility estimates for deteriorating RC bridge substructures exposed to chloride attack.” Adv. Struct. Eng. 24 (3): 437–452. https://doi.org/10.1177/1369433220956812.
Cui, F., H. Zhang, M. Ghosn, and Y. Xu. 2018. “Seismic fragility analysis of deteriorating RC bridge substructures subject to marine chloride-induced corrosion.” Eng. Struct. 155 (Nov): 61–72. https://doi.org/10.1016/j.engstruct.2017.10.067.
Delhi and Ecosystems. 2010. India releases major new study on climate change science. New Delhi, India: Ministry of Environment and Forests (Government of India).
Dizaj, E. A., R. Madandoust, and M. M. Kashani. 2018a. “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.
Dizaj, E. A., R. Madandoust, and M. M. Kashani. 2018b. “Probabilistic seismic vulnerability analysis of corroded reinforced concrete frames including spatial variability of pitting corrosion.” Soil Dyn. Earthquake Eng. 114 (Nov): 97–112. https://doi.org/10.1016/j.soildyn.2018.07.013.
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.
Duracrete. 2000. Duracrete–Final technical report: General guidelines for durability design and redesign. Salt Lake City: Duracrete.
Du, Y. G., L. A. Clark, and A. H. C. 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.
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.
Garg, R. K., S. Chandra, and A. Kumar. 2022. “Analysis of bridge failures in India from 1977 to 2017.” Struct. Infrastruct. Eng. 18 (3): 295–312. https://doi.org/10.1080/15732479.2020.1832539.
Ghee, A. B., M. J. N. Priestley, and T. Paulay. 1989. “Seismic shear strength of circular reinforced concrete columns.” ACI Struct. J. 86 (1): 45–59. https://doi.org/10.14359/2634.
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 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 (Oct): 197–218. https://doi.org/10.1016/j.ress.2016.06.001.
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.
INCCA (Indian Network for Climate Change Assessment). 2010. India: Greenhouse gas emissions 2007. New Delhi, India: Ministry of Environment & Forests, India.
IPCC (Intergovernmental Panel on Climate Change). 2021. Climate change 2021: The physical science basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. New York: Cambridge University Press.
IRC (Indian Road Congress). 2020. Code of practice for concrete road bridges. IRC 112:2020. New Delhi, India: Indian Road Congress.
Jain, S. K., et al. 2001. Preliminary observations on the origin and effects of the January 26, 2001 Bhuj (Gujarat, India) Earthquake. Oakland, CA: Earthquake Engineering Research Institute.
Jayaram, N., T. Lin, and J. W. Baker. 2011. “A computationally efficient ground-motion selection algorithm for matching a target response spectrum mean and variance.” Earthquake Spectra 27 (3): 797–815. https://doi.org/10.1193/1.3608002.
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 (Aug): 58–71. https://doi.org/10.1016/j.compstruc.2015.04.005.
Kolias, B., M. N. Fardis, and A. Pecker. 2012. Designers’ guide to Eurocode 8: Design of bridges for earthquake resistance. London: Thomas Telford.
Krishnan, R., J. Sanjay, C. Gnanaseelan, M. Mujumdar, A. Kulkarni, and S. Chakraborty. 2020. Assessment of climate change over the Indian region: A report of the Ministry of Earth Sciences (MOES). New Delhi, India: Government of India.
Kumar, P., and B. Imam. 2013. “Footprints of air pollution and changing environment on the sustainability of built infrastructure.” Sci. Total Environ. 444 (Feb): 85–101. https://doi.org/10.1016/j.scitotenv.2012.11.056.
Kwon, O. S., and A. Elnashai. 2006. “The effect of material and ground motion uncertainty on the seismic vulnerability curves of RC structure.” Eng. Struct. 28 (2): 289–303. https://doi.org/10.1016/j.engstruct.2005.07.010.
Li, Y., S. Zheng, Z. Shang, J. Chen, and D. Wang. 2022. “Experimental study on the seismic behavior of ECE corroded reinforced concrete short pier columns.” Constr. Build. Mater. 348 (Sep): 128681. https://doi.org/10.1016/j.conbuildmat.2022.128681.
Liu, T., and R. W. Weyers. 1998. “Modeling the dynamic corrosion process in chloride.” Cem. Concr. Res. 28 (3): 365–379. https://doi.org/10.1016/S0008-8846(98)00259-2.
Liu, Y., B. Pang, Y. Wang, C. Shi, B. Zhang, X. Guo, S. Zhou, and J. Wang. 2022. “Life-cycle maintenance strategy of bridges considering reliability, environment, cost and failure probability CO2 emission reduction: A bridge study with climate scenarios.” J. Cleaner Prod. 379 (Dec): 134740. https://doi.org/10.1016/j.jclepro.2022.134740.
Mai, C., K. Konakli, and B. Sudret. 2017. “Seismic fragility curves for structures using non-parametric representations.” Front. Struct. Civ. Eng. 11 (2): 169–186. https://doi.org/10.1007/s11709-017-0385-y.
Mander, J. B., M. 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).
Martín-Pérez, 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.
McKay, M. D., R. J. Beckman, and W. J. Conover. 2000. “A comparison of three methods for selecting values of input variables in the analysis of output from a computer code.” Technometrics 42 (1): 55–61. https://doi.org/10.1080/00401706.2000.10485979.
McKenna, F., G. L. Fenves, and M. H. Scott. 2000. Open system for earthquake engineering simulation (OpenSees). Berkeley, CA: Pacific Earthquake Engineering Research Center.
Meda, A., S. Mostosi, Z. Rinaldi, and P. Riva. 2014. “Experimental evaluation of the corrosion influence on the cyclic behaviour of RC columns.” Eng. Struct. 76 (Oct): 112–123. https://doi.org/10.1016/j.engstruct.2014.06.043.
Mortagi, M., and J. Ghosh. 2020. “Climate change considerations for seismic vulnerability assessment of aging highway bridges.” ASCE-ASME J. Risk Uncertainity Eng. Syst. Part A: Civ. Eng. 6 (1): 04020005. https://doi.org/10.1061/ajrua6.0001038.
Nasr, A., I. Björnsson, D. Honfi, O. Larsson Ivanov, J. Johansson, and E. Kjellström. 2021. “A review of the potential impacts of climate change on the safety and performance of bridges.” Sustainable Resilient Infrastruct. 6 (3–4): 192–212. https://doi.org/10.1080/23789689.2019.1593003.
Ni Choine, M. 2014. “Seismic reliability assessment of aging integral bridges.” Ph.D. thesis, Dept. of Civil, Structural, and Environmental Engineering, Trinity College.
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.
NRC (National Research Council). 2008. Potential impacts of climate change on US transportation. Washington, DC: Transportation Research Board.
Olsen, J. R. 2015. Adapting infrastructure and civil engineering practice to a changing climate. Reston, VA: ASCE.
Otárola, K., J. Fayaz, and C. Galasso. 2022. “Fragility and vulnerability analysis of deteriorating ordinary bridges using simulated ground-motion sequences.” Earthquake Eng. Struct. Dyn. 51 (13): 3215–3240. https://doi.org/10.1002/eqe.3720.
Panchireddi, B., S. Shekhar, and J. Ghosh. 2021. “Influence of ground motion duration on the seismic vulnerability of aging highway bridges.” Struct. Infrastruct. Eng. 19 (8): 1041–1063. https://doi.org/10.1080/15732479.2021.1998141.
Peng, L., and M. G. Stewart. 2016. “Climate change and corrosion damage risks for reinforced concrete infrastructure in China.” Struct. Infrastruct. Eng. 12 (4): 499–516. https://doi.org/10.1080/15732479.2013.858270.
Peters, G. P., R. M. Andrew, T. Boden, J. G. Canadell, P. Ciais, C. Le Quere, G. Marland, M. R. Raupach, and C. Wilson. 2013. “Commentary: The challenge to keep global warming below 2 degrees C.” Nat. Clim. Change 3 (1): 4–6. https://doi.org/10.1038/nclimate1783.
Priestley, M. J. N., G. M. Calvi, and M. J. Kowalsky. 2007. Displacement-based seismic design of bridges. Pavia, Italy: Istituto Universitario di Studi Superiori.
Priestley, M. J. N., F. Seible, and G. M. Calvi. 1996. Seismic design and retrofit of bridges. Hoboken, NJ: Wiley.
Raghu Kanth, S. T. G., and R. N. Iyengar. 2007. “Estimation of seismic spectral acceleration in Peninsular India.” J. Earth Syst. Sci. 116 (3): 199–214. https://doi.org/10.1007/s12040-007-0020-8.
Ramanathan, K. N. 2012. “Next generation seismic fragility curves for California bridges incorporating the evolution in seismic design philosophy.” Ph.D. thesis, Dept. of Civil and Environmental Engineering, Georgia Institute of Technology.
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.
Robuschi, S., J. Sumearll, I. Fernandez, and K. Lundgren. 2021. “Bond of naturally corroded, plain reinforcing bars in concrete.” Struct. Infrastruct. Eng. 17 (6): 792–808. https://doi.org/10.1080/15732479.2020.1768273.
Shekhar, S., J. Ghosh, and S. Ghosh. 2020. “Impact of design code evolution on failure mechanism and seismic fragility of highway bridge piers.” J. Bridge Eng. 25 (2): 04019140. https://doi.org/10.1061/(ASCE)BE.1943-5592.0001518.
Stefanidou, S. P., and A. J. Kappos. 2017. “Methodology for the development of bridge-specific fragility curves.” Earthquake Eng. Struct. Dyn. 46 (1): 73–93. https://doi.org/10.1002/eqe.2774.
Stein, A., W. Shi, and W. Bijker. 2008. Quality aspects in spatial data mining. Boca Raton, FL: CRC Press.
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 (Mar): 29–39. https://doi.org/10.1016/j.strusafe.2011.10.002.
Vu, K., 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.
Vu, N., and B. Li. 2018. “Seismic performance of flexural reinforced concrete columns with corroded reinforcement.” ACI Struct. J. 115 (5): 1253–1266. https://doi.org/10.14359/51702372.
Xu, J. G., Z. K. Cai, and D. C. Feng. 2021. “Life-cycle seismic performance assessment of aging RC bridges considering multi-failure modes of bridge columns.” Eng. Struct. 244 (Oct): 112818. https://doi.org/10.1016/j.engstruct.2021.112818.
Yoon, I. S., O. Çopuroǧlu, and K. B. Park. 2007. “Effect of global climatic change on carbonation progress of concrete.” Atmos. Environ. 41 (34): 7274–7285. https://doi.org/10.1016/j.atmosenv.2007.05.028.
Yuan, Y., J. Jiang, and T. Peng. 2010. “Corrosion process of steel bar in concrete in full lifetime.” ACI Mater. J. 107 (6): 563–568. https://doi.org/10.14359/51664042.
Zhang, G., X. Cao, and Q. Fu. 2016. “Experimental study on residual strength of concrete confined with corroded stirrups.” Can. J. Civ. Eng. 43 (6): 583–590. https://doi.org/10.1139/cjce-2016-0138.
Zhu, X., G. Zi, Z. Cao, and X. Cheng. 2016. “Combined effect of carbonation and chloride ingress in concrete.” Constr. Build. Mater. 110 (May): 369–380. https://doi.org/10.1016/j.conbuildmat.2016.02.034.

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Go to ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
Volume 9Issue 4December 2023

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Received: Feb 8, 2023
Accepted: Jul 10, 2023
Published online: Oct 12, 2023
Published in print: Dec 1, 2023
Discussion open until: Mar 12, 2024

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Research Scholar, Dept. of Civil Engineering, Birla Institute of Technology and Science Pilani, Hyderabad Campus, Hyderabad, Telangana 500078, India. ORCID: https://orcid.org/0000-0003-3097-866X. Email: [email protected]
Assistant Professor, School of Civil and Environmental Engineering, Indian Institute of Technology Mandi, Mandi, Himachal Pradesh 175005, India (corresponding author). ORCID: https://orcid.org/0000-0003-0474-4202. Email: [email protected]
Associate Professor, Dept. of Civil Engineering, Birla Institute of Technology and Science Pilani, Hyderabad Campus, Hyderabad, Telangana 500078, India. ORCID: https://orcid.org/0000-0002-8300-2321. Email: [email protected]

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