Abstract

Earthquakes and other natural disasters have caused significant damages to power systems, indicating the necessity to enhance power system resilience. This paper proposes a risk-based resilience enhancement framework against earthquakes that considers their stochastic nature. The proposed framework supports the decision-making of distribution system operators (DSOs) for retrofitting substation components and underground cables to enhance distribution system resilience. The framework consists of four phases, namely earthquake modeling, vulnerability assessment, risk assessment, and resilience enhancement. An attenuation relationship is used to model the earthquake characteristics. Vulnerability assessment includes the failure probability calculation of substation components and a fault-tree method application to examine the seismic vulnerability of the substation. Conditional value at risk (CVaR) is used to assess the seismic risk, and includes the estimation of repair cost and customer interruption cost due to the damage caused by the earthquake, as well as the power generation cost of the distributed energy resources (DERs) used to meet the demand locally. A modified risk reduction worth (RRW) metric is adopted to determine the optimal retrofitting strategy to enhance resilience. The proposed framework was applied to a real distribution substation to examine the effectiveness of substation component retrofitting for resilience enhancement.

Get full access to this article

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

Data Availability Statement

Some data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request, including historic earthquake data of Fars Province, fragility curve data of substation components and retrofitted substation components, and MATLAB code for generating earthquake scenarios.

References

Akçay, Y., H. Li, and S. H. Xu. 2007. “Greedy algorithm for the general multidimensional knapsack problem.” Ann. Oper. Res. 150 (1): 17–29. https://doi.org/10.1007/s10479-006-0150-4.
Amiri, G. G., A. Mahdavian, and F. M. Dana. 2007. “Attenuation relationships for Iran.” J. Earthquake Eng. 11 (4): 469–492. https://doi.org/10.1080/13632460601034049.
Awad, A. S. A., T. H. M. EL-Fouly, and M. M. A. Salama. 2014. “Optimal ESS allocation and load shedding for improving distribution system reliability.” IEEE Trans. Smart Grid 5 (5): 2339–2349. https://doi.org/10.1109/TSG.2014.2316197.
Aziz T., M. Waseem, S. Liu, and Z. Lin. 2022 “Two-Stage MILP model for optimal skeleton-network reconfiguration of power system for grid-resilience enhancement.” J. Energy Eng. 148 (1): 04021060. https://doi.org/10.1061/(ASCE)EY.1943-7897.0000814.
Billinton, R., and W. Li. 1994. Assessment of electric power systems using Monte Carlo methods. New York: Springer.
Central Electricity Authority. 2020. “Guidelines for use of under ground cable system and overhead conductor system along with cost benefit analysis.” Accessed August 15, 2020. https://cea.nic.in/old/reports/others/god/pfa/draftguidelines/b.pdf.
Espinoza, S., A. Poulos, H. Rudnick, J. C. de la Llera, M. Panteli, and P. Mancarella. 2020. “Risk and resilience assessment with component criticality ranking of electric power systems subject to earthquakes.” IEEE Syst. J. 14 (2): 2837–2848. https://doi.org/10.1109/JSYST.2019.2961356.
FEMA. 2003. Multi-hazard loss estimation methodology: Earthquake model department of homeland security. Washington, DC: FEMA.
Ferrario, E., A. Poulos, S. Castro, J. C. de la Llera, and A. Lorca. 2022. “Predictive capacity of topological measures in evaluating seismic risk and resilience of electric power networks.” Reliab. Eng. Syst. Saf. 217 (Jan): 108040. https://doi.org/10.1016/j.ress.2021.108040.
Goforth, E., A. Yosri, W. El-Dakhakhni, and L. Wiebe. 2022. “Rapidity prediction of power infrastructure forced outages: Data-driven approach for resilience planning.” J. Energy Eng. 14 (3): 04022016. https://doi.org/10.1061/(ASCE)EY.1943-7897.0000836.
IEEE. 2018. “The definition and quantification of resilience.” Accessed March 8, 2018. https://resourcecenter.ieee-pes.org/publications/technical-reports/PESTR0065_04-18.html.
IEEE. 2019. IEEE recommended practice for seismic design of substations. IEEE Std 693-2018. New York: IEEE.
Johnson, B., V. Chalishazar, E. Cotilla-Sanchez, and T. K. A. Brekken. 2020. “A monte Carlo methodology for earthquake impact analysis on the electrical grid.” Elect. Power Syst. Res. 184 (Jul): 106332. https://doi.org/10.1016/j.epsr.2020.106332.
Lagos, T., R. Moreno, A. N. Espinosa, M. Panteli, R. Sacaan, F. Ordonez, H. Rudnick, and P. Mancarella. 2020. “Identifying optimal portfolios of resilient network investments against natural hazards, with applications to earthquakes.” IEEE Trans. Power Syst. 35 (2): 1411–1421. https://doi.org/10.1109/TPWRS.2019.2945316.
Lanzano, G., E. Salzano, F. S. De Magistris, and G. Fabbrocino. 2014. “Seismic vulnerability of gas and liquid buried pipelines.” J. Loss Prev. Process Ind. 28 (Mar): 72–78. https://doi.org/10.1016/j.jlp.2013.03.010.
Li, W. 2014. Risk assessment of power systems: Models, methods, and applications. Hoboken, NJ: Wiley.
Liu, L., N. Wotherspoon, N.-K. C. Nair, and D. Blake. 2021. “Quantifying the seismic risk for electric power distribution systems.” Struct. Infrastruct. Eng. 17 (2): 217–232. https://doi.org/10.1080/15732479.2020.1734030.
Marnay, C., H. Aki, K. Hirose, A. Kwasinski, S. Ogura, and T. Shinji. 2015. “Japan’s pivot to resilience: How two microgrids fared after the 2011 earthquake.” IEEE Power Energy Mag. 13 (3): 44–57. https://doi.org/10.1109/MPE.2015.2397333.
Mirzaei, N., M.-T. Gao, Y.-T. Chen, and J. Wang. 1997. “A uniform catalog of earthquakes for seismic hazard assessment in Iran.” Acta Seismol. Sin. 10 (6): 713–726. https://doi.org/10.1007/s11589-997-0003-5.
Modarres, M., M. P. Kaminskiy, and V. Krivtsov. 2016. Reliability engineering and risk analysis: A practical guide. Boca Raton, FL: CRC Press.
Moreno, R., M. Panteli, P. Mancarella, H. Rudnick, T. Lagos, A. Navarro, F. Ordonez, and J. C. Araneda. 2020. “From reliability to resilience: Planning the grid against the extremes.” IEEE Power Energy Mag. 4 (18): 41–53. https://doi.org/10.1109/MPE.2020.2985439.
Nazemi, M., and P. Dehghanian. 2020. “Seismic-resilient bulk power grids: Hazard characterization, modeling, and mitigation.” IEEE Trans. Eng. Manage. 67 (3): 614–630. https://doi.org/10.1109/TEM.2019.2950669.
Nazemi, M., M. Moeini-Aghtaie, M. Fotuhi-Firuzabad, and P. Dehghanian. 2020. “Energy storage planning for enhanced resilience of power distribution networks against earthquakes.” IEEE Trans. Sustainable Energy 11 (2): 795–806. https://doi.org/10.1109/TSTE.2019.2907613.
Oboudi, M. H., R.-A. Hooshmand, and S. Rahimi. 2020. “Stochastic operation framework of microgrid under uncertainties of load, generation, and contingency.” J. Energy Eng. 146 (1): 04019037. https://doi.org/10.1061/(ASCE)EY.1943-7897.0000639.
Oboudi, M. H., M. Mohammadi, D. N. Trakas, and N. D. Hatziargyriou. 2021. “A systematic method for power system hardening to increase resilience against earthquakes.” IEEE Syst. J. 15 (4): 4970–4979. https://doi.org/10.1109/JSYST.2020.3032783.
Pang, K., C. Wang, F. Wen, I. Palu, C. Feng, Z. Yang, M. Chen, H. Zhao, and H. Shang. 2020. “Two-stage self-healing restoration strategy considering operating performance.” J. Energy Eng. 146 (4): 04019037. https://doi.org/10.1061/(ASCE)EY.1943-7897.0000683.
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.
Rockafellar, R. T., and S. Uryasev. 2002. “Conditional value-at-risk for general loss distributions.” J. Banking Finance 26 (7): 1443–1471. https://doi.org/10.1016/S0378-4266(02)00271-6.
Romero, N. R., L. K. Nozick, I. D. Dobson, N. Xu, and D. A. Jones. 2013. “Transmission and generation expansion to mitigate seismic risk.” IEEE Trans. Power Syst. 28 (4): 3692–3701. https://doi.org/10.1109/TPWRS.2013.2265853.
Shi, W., P. Zhuang, and H. Liang. 2020. “Mobile energy resource allocation for distribution system resilience against earthquakes.” In Proc., 2020 IEEE 92nd Vehicular Technology Conf. (VTC2020-Fall), 1–5. New York: IEEE. https://doi.org/10.1109/VTC2020-Fall49728.2020.9348660.
Shinozuka, M., X. Dong, T. C. Chen, and X. Jin. 2007. “Seismic performance of electric transmission network under component failures.” Earthquake Eng. Struct. Dyn. 36 (2): 227–244. https://doi.org/10.1002/eqe.627.
Venkateswaran, B., D. K. Saini, and M. Sharma. 2021. “Techno-economic hardening strategies to enhance distribution system resilience against earthquake.” Reliab. Eng. Syst. Saf. 213 (Sep): 107682. https://doi.org/10.1016/j.ress.2021.107682.
Wallnerstrom, C. J., and P. Hilber. 2012. “Vulnerability analysis of power distribution systems for cost-effective resource allocation.” IEEE Trans. Power Syst. 27 (1): 224–232. https://doi.org/10.1109/TPWRS.2011.2165226.
Wang, Y., C. Chen, J. Wang, and R. Baldick. 2016. “Research on resilience of power systems under natural disasters—A review.” IEEE Trans. Power Syst. 31 (2): 1604–1613. https://doi.org/10.1109/TPWRS.2015.2429656.
Yadav, M., N. Pal, and D. K. Saini. 2021. “Resilient electrical distribution grid planning against seismic waves using distributed energy resources and sectionalizers: An Indian’s urban grid case study.” Renewable Energy 178 (Jun): 241–259. https://doi.org/10.1016/j.renene.2021.06.071.
Yang, Z., P. Dehghanian, and M. Nazem. 2020. “Seismic-resilient electric power distribution systems: Harnessing the mobility of power sources.” IEEE Trans. Ind. Appl. 56 (3): 2304–2313. https://doi.org/10.1109/TIA.2020.2972854.
Zhai, C., G. Xiao, M. Meng, H. Zhang, and B. Li. 2021. “Identification of catastrophic cascading failures in protected power grids using optimal control.” J. Energy Eng. 147 (1): 06020001. https://doi.org/10.1061/(ASCE)EY.1943-7897.0000731.
Zhang, X., E. Gockenbach, V. Wasserberg, and H. Borsi. 2007. “Estimation of the lifetime of the electrical components in distribution networks.” IEEE Trans. Power Delivery 22 (1): 515–522. https://doi.org/10.1109/TPWRD.2006.876661.
Zhao, P., C. Gu, Z. Cao, Y. Shen, F. Teng, X. Chen, C. Wu, D. Huo, X. Xu, and S. Li. 2021. “Data-driven multi-energy investment and management under earthquakes.” IEEE Trans. Ind. Inf. 17 (10): 6939–6950. https://doi.org/10.1109/TII.2020.3043086.
Zhou, Y., and M. Brown. 2006. “A practical method for cable failure rate modeling.” In Proc., 2005/2006 IEEE/PES Transmission and Distribution Conf. and Exhibition, 794–798. New York: IEEE. https://doi.org/10.1109/TDC.2006.1668597.

Information & Authors

Information

Published In

Go to Journal of Energy Engineering
Journal of Energy Engineering
Volume 149Issue 1February 2023

History

Received: May 5, 2022
Accepted: Aug 31, 2022
Published online: Nov 1, 2022
Published in print: Feb 1, 2023
Discussion open until: Apr 1, 2023

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Mohammad Hossein Oboudi [email protected]
Dept. of Power and Control Engineering, School of Electrical and Computer Engineering, Shiraz Univ., Shiraz, Iran; Engineering Faculty No.1, Zand St., Shiraz 310-555-1234, Iran. Email: [email protected]
Professor, Dept. of Power and Control Engineering, School of Electrical and Computer Engineering, Shiraz Univ., Shiraz, Iran; Engineering Faculty No.1, Zand St., Shiraz 310-555-1234, Iran (corresponding author). ORCID: https://orcid.org/0000-0002-8953-1996. Email: [email protected]
Electrical and Computer Engineering, National Technical Univ. of Athens, Athens 10682, Greece; Electric Energy Systems Laboratory, School of Electrical and Computer Engineering, National Technical Univ. of Athens, Athens 10682, Greece. ORCID: https://orcid.org/0000-0001-9447-7587. Email: [email protected]
Nikos D. Hatziargyriou [email protected]
Professor, Electrical and Computer Engineering, National Technical Univ. of Athens, Athens 10682, Greece; Electric Energy Systems Laboratory, School of Electrical and Computer Engineering, National Technical Univ. of Athens, Athens 10682, Greece. 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.

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