Technical Papers
Feb 13, 2020

Reliability-Based Assessment and Cost Analysis of Power Distribution Systems at Risk of Tornado Hazard

Publication: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
Volume 6, Issue 2

Abstract

Power distribution systems are susceptible to significant damage when hit by a tornado. This damage can cause huge economic losses resulting from the cost of repairing failed distribution lines, the loss of electricity service, and the indirect impact on other infrastructure systems that depend on the power system. Hence, it is important to study the reliability of power networks when hit by tornadoes, especially in tornado-active regions. However, there is still a lack of risk-based methods to study the behavior of power distribution systems when subjected to tornadoes. In this paper, scenario-based reliability and cost analyses of power distribution systems subjected to tornadoes are performed. In addition, the cost-effectiveness of targeted hardening of the power distribution lines is investigated. A notional power distribution system assumed to be located in Norman, OK, is used to demonstrate the proposed framework. The results of the case study show that targeted hardening can considerably increase the reliability of the power distribution system and reduce the total direct cost when hit by a tornado.

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Data Availability Statement

Some or all data, models, and code that support the findings of this study are available from the corresponding author on reasonable request. This includes the MATLAB code and Excel sheets used in this study.

References

Amini, M. O., and J. W. van de Lindt. 2014. “Quantitative insight into rational tornado design wind speeds for residential wood-frame structures using fragility approach.” J. Struct. Eng. 140 (7): 04014033. https://doi.org/10.1061/(ASCE)ST.1943-541X.0000914.
ANSI (American National Standards Institution). 2002. Wood poles specifications and dimensions. ANSI-O5.1. Birmingham, AL: ANSI.
Ashley, W. S. 2007. “Spatial and temporal analysis of tornado fatalities in the United States: 1880–2005.” Weather Forecasting 22 (6): 1214–1228. https://doi.org/10.1175/2007WAF2007004.1.
ATS (American Timber and Steel). 2018. “Products and pricing.” Accessed June 14, 2018. http://www.americantimberandsteel.com/poles-pilings-utility-poles-unframed-cca.html.
Bagchi, A., A. Sprintson, and C. Singh. 2009. “Modeling the impact of fire spread on the electrical distribution network of a virtual city.” In Proc., 41st North American Power Symp. (NAPS), 1–6. New York: IEEE.
Bolin, C. A., and S. T. Smith. 2011. “Life cycle assessment of pentachlorophenol-treated wooden utility poles with comparisons to steel and concrete utility poles.” Renewable Sustainable Energy Rev. 15 (5): 2475–2486. https://doi.org/10.1016/j.rser.2011.01.019.
Braik, A. M., A. M. Salman, and Y. Li. 2019. “Risk-based reliability and cost analysis of utility poles subjected to tornado hazard.” J. Aerosp. Eng. 32 (4): 04019040. https://doi.org/10.1061/(ASCE)AS.1943-5525.0001029.
Brown, R. E. 2008. Electric power distribution reliability. Boca Raton, FL: CRC Press.
Brown, R. E. 2009. Cost-benefit analysis of the deployment of utility infrastructure upgrades and storm hardening programs. Raleigh, NC: Quanta Technology.
Brumbelow, K., J. Torres, S. Guikema, E. Bristow, and L. Kanta. 2007. “Virtual cities for water distribution and infrastructure system research.” In Proc., World Environmental and Water Resources Congress. Reston, VA: ASCE.
Campbell, R. J. 2012. Weather-related power outages and electric system resiliency. Washington, DC: Congressional Research Service, Library of Congress.
Chowdhury, A., and D. Koval. 2011. Power distribution system reliability: Practical methods and applications. Hoboken, NJ: Wiley.
Dagher H. J., ed. 2006. Reliability-based design of utility pole structures. Reston, VA: ASCE.
Darestani, Y. M., A. Shafieezadeh, and R. DesRoches. 2016. “An equivalent boundary model for effects of adjacent spans on wind reliability of wood utility poles in overhead distribution lines.” Eng. Struct. 128 (Dec): 441–452. https://doi.org/10.1016/j.engstruct.2016.09.052.
Darestani, Y. M., A. Shafieezadeh, and R. DesRoches. 2017. “Effects of adjacent spans and correlated failure events on system-level hurricane reliability of power distribution lines.” IEEE Trans. Power Delivery 33 (5): 2305–2314. https://doi.org/10.1109/TPWRD.2017.2773043.
Davidson, R. A., H. Liu, I. K. Sarpong, P. Sparks, and D. V. Rosowsky. 2003. “Electric power distribution system performance in Carolina hurricanes.” Nat. Hazard. Rev. 4 (1): 36–45. https://doi.org/10.1061/(ASCE)1527-6988(2003)4:1(36).
Edwards, R., J. G. LaDue, J. T. Ferree, K. Scharfenberg, C. Maier, and W. L. Coulbourne. 2013. “Tornado intensity estimation: Past, present, and future.” Bull. Am. Meteorol. Soc. 94 (5): 641–653. https://doi.org/10.1175/BAMS-D-11-00006.1.
EIA (Energy Information Administration). 2018a. “Energy information administration.” Accessed June 14, 2018. https://www.eia.gov/electricity/data.php#traderel.
EIA (Energy Information Administration). 2018b. “Energy information administration.” Accessed October 8, 2018. https://www.eia.gov/electricity/data.php.
Francis, R. A., S. M. Falconi, R. Nateghi, and S. D. Guikema. 2011. “Probabilistic life cycle analysis model for evaluating electric power infrastructure risk mitigation investments.” Clim. Change 106 (1): 31–55. https://doi.org/10.1007/s10584-010-0001-9.
Ghosh, J., K. Rokneddin, J. E. Padgett, and L. Dueñas-Osorio. 2014. “Seismic reliability assessment of aging highway bridge networks with field instrumentation data and correlated failures, I: Methodology.” Earthquake Spectra 30 (2): 795–817. https://doi.org/10.1193/040512EQS155M.
Goliger, A. M., and R. V. Milford. 1998. “A review of worldwide occurrence of tornadoes.” J. Wind Eng. Ind. Aerodyn. 74–76 (Apr): 111–121. https://doi.org/10.1016/S0167-6105(98)00009-9.
Hamada, A., and A. A. El Damatty. 2015. “Failure analysis of guyed transmission lines during F2 tornado event.” Eng. Struct. 85 (Feb): 11–25. https://doi.org/10.1016/j.engstruct.2014.11.045.
Hamada, A., A. A. El Damatty, H. Hangan, and A. Y. Shehata. 2010. “Finite element modelling of transmission line structures under tornado wind loading.” Wind Struct. 13 (5): 451. https://doi.org/10.12989/was.2010.13.5.451.
Hangan, H., and J. D. Kim. 2008. “Swirl ratio effects on tornado vortices in relation to the Fujita scale.” Wind Struct. 11 (4): 291–302. https://doi.org/10.12989/was.2008.11.4.291.
Hines, P., J. Apt, and S. Talukdar. 2008. “Trends in the history of large blackouts in the United States.” In Proc., Power and Energy Society General Meeting-Conversion and Delivery of Electrical Energy in the 21st Century, 1–8. New York: IEEE.
Hoekstra, S., K. Klockow, R. Riley, J. Brotzge, H. Brooks, and S. Erickson. 2011. “A preliminary look at the social perspective of warn-on-forecast: Preferred tornado warning lead time and the general public’s perceptions of weather risks.” Weather Clim. Soc. 3 (2): 128–140. https://doi.org/10.1175/2011WCAS1076.1.
Ibrahim, A. M., A. A. El Damatty, and A. M. El Ansary. 2017. “Finite element modelling of pre-stressed concrete poles under downbursts and tornadoes.” Eng. Struct. 153 (Dec): 370–382. https://doi.org/10.1016/j.engstruct.2017.10.047.
LaCommare, K. H., and J. H. Eto. 2006. “Cost of power interruptions to electricity consumers in the United States (US).” Energy 31 (12): 1845–1855. https://doi.org/10.1016/j.energy.2006.02.008.
Li, W. 2014. Risk assessment of power systems: Models, methods, and applications. Chichester, UK: Wiley.
Masoomi, H., and J. W. van de Lindt. 2016. “Tornado fragility and risk assessment of an archetype masonry school building.” Eng. Struct. 128 (Dec): 26–43. https://doi.org/10.1016/j.engstruct.2016.09.030.
Masoomi, H., and J. W. van de Lindt. 2018. “Restoration and functionality assessment of a community subjected to tornado hazard.” Struct. Infrastruct. Eng. 14 (3): 275–291. https://doi.org/10.1080/15732479.2017.1354030.
Memari, M., N. Attary, H. Masoomi, H. Mahmoud, J. W. van de Lindt, S. F. Pilkington, and M. R. Ameri. 2018. “Minimal building fragility portfolio for damage assessment of communities subjected to tornadoes.” J. Struct. Eng. 144 (7): 04018072. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002047.
Miles, S. B., H. Gallagher, and C. J. Huxford. 2014. “Restoration and impacts from the September 8, 2011, San Diego power outage.” J. Infrastruct. Syst. 20 (2): 05014002. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000176.
Morrell, J. J. 2008. “Estimated service life of wood poles.” In Technical bulletin. Vancouver, WA: North American Wood Pole Council.
Morrell, J. J. 2012. Wood pole maintenance manual: 2012 Edition. Corvallis, OR: Oregon State Univ., Forest Research Laboratory.
NIST (National Institute of Standards and Technology). 2014. “Technical invistigation of the May 22, 2011, Tornado in Joplin Missouri.” Accessed October 14, 2018. https://nvlpubs.nist.gov/nistpubs/NCSTAR/NIST.NCSTAR.3.pdf.
NOAA (National Oceanic and Atmospheric Administration). 2011a. “Tornadoes—Annual 2011.” Accessed October 8, 2018. https://www.ncdc.noaa.gov/sotc/tornadoes/201113.
NOAA (National Oceanic and Atmospheric Administration). 2011b. “Annual U.S. Killer Tornado Statistics.” Accessed October 8, 2018. https://www.spc.noaa.gov/climo/torn/fatalmap.php?yr=2011#tmap.
NOAA (National Oceanic and Atmospheric Administration). 2018. “FAQ: Tornado Climatology and Data.” Accessed November 20, 2018. https://www.spc.noaa.gov/faq/tornado/index.html#city2.
NWS (Nataional Weather Service). 2018. “Moore, Oklahoma Tornadoes (1890-present).” Accessed November 21, 2018. https://www.weather.gov/oun/tornadodata-city-ok-moore.
Rausand, M., and H. Ã. Arnljot. 2004. System reliability theory: Models, statistical methods, and applications. Chichester, UK: Wiley.
Rokneddin, K., J. Ghosh, L. Dueñas-Osorio, and J. E. Padgett. 2014. “Seismic reliability assessment of aging highway bridge networks with field instrumentation data and correlated failures, II: Application.” Earthquake Spectra 30 (2): 819–843. https://doi.org/10.1193/040612EQS160M.
Salman, A. M., and Y. Li. 2016a. “Age-dependent fragility and life-cycle cost analysis of wood and steel power distribution poles subjected to hurricanes.” Struct. Infrastruct. Eng. 12 (8): 890–903. https://doi.org/10.1080/15732479.2015.1053949.
Salman, A. M., and Y. Li. 2017. “Assessing climate change impact on system reliability of power distribution systems subjected to hurricanes.” J. Infrastruct. Syst. 23 (1): 04016024. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000316.
Salman, A. M., Y. Li, and M. G. Stewart. 2015. “Evaluating system reliability and targeted hardening strategies of power distribution systems subjected to hurricanes.” Reliab. Eng. Syst. Saf. 144 (Dec): 319–333. https://doi.org/10.1016/j.ress.2015.07.028.
Sarkar, P., F. Haan, W. Gallus Jr., K. Le, and J. Wurman. 2005. “Velocity measurements in a laboratory tornado simulator and their comparison with numerical and full-scale data.” In Proc., 37th Joint Meeting Panel on Wind and Seismic Effects.
Shafieezadeh, A., U. P. Onyewuchi, M. M. Begovic, and R. DesRoches. 2014. “Age-dependent fragility models of utility wood poles in power distribution networks against extreme wind hazards.” IEEE Trans. Power Delivery 29 (1): 131–139. https://doi.org/10.1109/TPWRD.2013.2281265.
Shehata, A. Y., and A. A. El Damatty. 2007. “Behaviour of guyed transmission line structures under downburst wind loading.” Wind Struct. 10 (3): 249–268. https://doi.org/10.12989/was.2007.10.3.249.
Short, T. A. 2014. Electric power distribution handbook. Boca Raton, FL: CRC Press.
Simmons, K. M., P. Kovacs, and G. A. Kopp. 2015. “Tornado damage mitigation: Benefit–cost analysis of enhanced building codes in Oklahoma.” Weather Clim. Soc. 7 (2): 169–178. https://doi.org/10.1175/WCAS-D-14-00032.1.
Smith, D. J., and D. Sutter. 2013. “Response and recovery after the Joplin tornado: Lessons applied and lessons learned.” Independent Review: J. Political Economy 18 (2): 165–188.
Standohar-Alfano, C. D., and J. W. van de Lindt. 2015. “Empirically based probabilistic tornado hazard analysis of the United States using 1973–2011 data.” Nat. Hazard. Rev. 16 (1): 04014013. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000138.
Taras, A., G. Ratel, and L. Chouinard. 2004. “A life-cycle cost approach to the maintenance of overhead line supports.” In Proc., 11th IFIP WG7: Reliability and Optimization of Structural Systems. 5 Working Conf., 241. Banff, Canada: CRC Press.
Unnikrishnan, V. U., and J. W. van de Lindt. 2016. “Probabilistic framework for performance assessment of electrical power networks to tornadoes.” Sustainable Resilient Infrastruct. 1 (3–4): 137–152. https://doi.org/10.1080/23789689.2016.1254998.
US Climate Data. 2018. “US Climate Data: Temperature-precipitation-sunshine-snowfall.” Accessed November 7, 2018. https://www.usclimatedata.com/.
van de Lindt, J., M. O. Amini, C. Standohar-Alfano, and T. Dao. 2012. “Systematic study of the failure of a light-frame wood roof in a tornado.” Buildings 2 (4): 519–533. https://doi.org/10.3390/buildings2040519.
Volkanovski, A., M. Čepin, and B. Mavko. 2009. “Application of the fault tree analysis for assessment of power system reliability.” Reliab. Eng. Syst. Saf. 94 (6): 1116–1127. https://doi.org/10.1016/j.ress.2009.01.004.
Wang, C.-H., R. H. Leicester, and M. N. Nguyen. 2008. Manual 3—Decay in ground contact. Melbourne, Australia: Forest and Wood Products Australia.
Winkler, J., L. Duenas-Osorio, R. Stein, and D. Subramanian. 2010. “Performance assessment of topologically diverse power systems subjected to hurricane events.” Reliab. Eng. Syst. Saf. 95 (4): 323–336. https://doi.org/10.1016/j.ress.2009.11.002.
Wolfe, R., and R. Moody. 1997. “Standard specifications for wood poles.” In Proc., 1997 Utility Pole Structures Conference and Trade Show. Vancouver, WA: Northwest Public Power Association.
Wong, C. J., and M. D. Miller. 2010. Guidelines for electrical transmission line structural loading. 3rd ed. Reston, VA: ASCE.
Wurman, J., K. Kosiba, and P. Mughabghab. 2013. “In situ, Doppler radar, and video observations of the interior structure of a tornado and the wind–damage relationship.” Bull. Am. Meteorol. Soc. 94 (6): 835–846. https://doi.org/10.1175/BAMS-D-12-00114.1.
Xu, L., and R. E. Brown. 2008. Undergrounding assessment phase 3 report: Ex ante cost and benefit modeling. Raleigh, NC: Quanta Technology.
Zimmerman, R., Q. Zhu, F. de Leon, and Z. Guo. 2017. “Conceptual modeling framework to integrate resilient and interdependent infrastructure in extreme weather.” J. Infrastruct. Syst. 23 (4): 04017034. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000394.

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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 6Issue 2June 2020

History

Received: Dec 13, 2018
Accepted: Nov 1, 2019
Published online: Feb 13, 2020
Published in print: Jun 1, 2020
Discussion open until: Jul 13, 2020

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Abdullah M. Braik [email protected]
Graduate Student, Dept. of Civil Engineering, Case Western Reserve Univ., Cleveland, OH 44106. Email: [email protected]
Abdullahi M. Salman, A.M.ASCE [email protected]
Assistant Professor, Dept. of Civil and Environmental Engineering, Univ. of Alabama in Huntsville, Huntsville, AL 35899. Email: [email protected]
Yue Li, A.M.ASCE [email protected]
Professor, Dept. of Civil Engineering, Case Western Reserve Univ., Cleveland, OH 44106 (corresponding author). Email: [email protected]; [email protected]

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