Technical Papers
Aug 30, 2024

Robust Modeling of Earthquake Catastrophe Risk for Insurance: An Integrated Approach Incorporating Active Faults and an Epidemic-Type Model

Publication: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
Volume 10, Issue 4

Abstract

Typically, the assessment of seismic risk premium relies heavily on the spatiotemporal model of seismic events. While most actuarial approaches concentrate on models with simpler dynamics, such as the homogeneous Poisson model, this research article examines a more sophisticated modeling approach utilizing the historical catalog as a branching process, specifically the epidemic-type aftershock sequence model. Based on the stochastic declustering of the events, the probability distribution function of the maximum magnitude of the background events and their descendants is used as input for the premium rating process. Since historical catalogs only provide a small amount of information compared to the properties of seismic faults, the latter are incorporated to estimate the seismic risk. A case study focusing on the region of Greece is presented, which aligns with findings from the reinsurance market in terms of expected loss. Contrary to the standard formula of Solvency II, we propose a lower solvency capital requirement by employing value at risk as the designated risk measure.

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Data Availability Statement

Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request and in National Observatory of Athens (2022) and Greek Database of Seismogenic Sources (2013).

References

Asprone, D., F. Jalayer, S. Simonelli, A. Acconcia, A. Prota, and G. Manfredi. 2013. “Seismic insurance model for the italian residential building stock.” Struct. Saf. 44 (Sep): 70–79. https://doi.org/10.1016/j.strusafe.2013.06.001.
Calvi, G. M., R. Pinho, G. Magenes, J. J. Bommer, L. F. Restrepo-Vélez, and H. Crowley. 2006. “Development of seismic vulnerability assessment methodologies over the past 30 years.” ISET J. Earthquake Technol. 43 (3): 75–104.
Deligiannakis, G., I. Papanikolaou, and G. Roberts. 2018. “Fault specific GIS based seismic hazard maps for the Attica region, Greece.” Geomorphology 306 (Apr): 264–282. https://doi.org/10.1016/j.geomorph.2016.12.005.
Deligiannakis, G., A. Zimbidis, and I. Papanikolaou. 2023. “Earthquake loss and solvency capital requirement calculation using a fault-specific catastrophe model.” Geneva Pap. Risk Insur. Issues Pract. 48 (4): 821–846. https://doi.org/10.1057/s41288-021-00259-x.
Douglas, J. 2021. Ground motion prediction equations 1964–2021. London: Dept. of Civil & Environmental Engineering Imperial College.
Eddelbuettel, D. 2013. Seamless r and c++ integration with rcpp. New York: Springer.
Eddelbuettel, D., and R. François. 2011. “Rcpp: Seamless r and c++ integration.” J. Stat. Software 40 (Apr): 1–18. https://doi.org/10.18637/jss.v040.i08.
Escobar, D. D., and G. C. Pflug. 2020. “The distortion principle for insurance pricing: Properties, identification and robustness.” Ann. Oper. Res. 292 (2): 771–794. https://doi.org/10.1007/s10479-018-3119-1.
Gardner, J., and L. Knopoff. 1974. “Is the sequence of earthquakes in southern california, with aftershocks removed, poissonian?” Bull. Seismol. Soc. Am. 64 (5): 1363–1367. https://doi.org/10.1785/BSSA0640051363.
Goda, K., G. Atkinson, and H. Hong. 2011. “Seismic loss estimation of wood-frame houses in south-western british Columbia.” Struct. Saf. 33 (2): 123–135. https://doi.org/10.1016/j.strusafe.2010.11.001.
Greek Database of Seismogenic Sources. 2013. “Home page.” GreDaSS. Accessed February 19, 2020. https://gredass.unife.it/.
Hanks, T. C., and H. Kanamori. 1979. “A moment magnitude scale.” J. Geophys. Res. Solid Earth 84 (B5): 2348–2350. https://doi.org/10.1029/JB084iB05p02348.
Härdle, W. K., and B. L. Cabrera. 2010. “Calibrating cat bonds for mexican earthquakes.” J. Risk Insur. 77 (3): 625–650. https://doi.org/10.1111/j.1539-6975.2010.01355.x.
Harte, D. 2010. “Ptprocess: An R package for modelling marked point processes indexed by time.” J. Stat. Software 35 (Jul): 1–32. https://doi.org/10.18637/jss.v035.i08.
Helmstetter, A., and D. Sornette. 2003. “Predictability in the epidemic-type aftershock sequence model of interacting triggered seismicity.” J. Geophys. Res. Solid Earth 107 (B10). https://doi.org/10.1029/2001JB001580.
Jalilian, A. 2019. “Etas: An R package for fitting the space-time etas model to earthquake data.” J. Stat. Software 88 (Jan): 1–39. https://doi.org/10.18637/jss.v088.c01.
Kappos, A. J. 2013. “Seismic vulnerability and loss assessment for buildings in Greece.” In Seismic vulnerability of structures, 111–160. London: Wiley.
Kappos, A. J., G. Panagopoulos, C. Panagiotopoulos, and G. Penelis. 2006. “A hybrid method for the vulnerability assessment of r/c and urm buildings.” Bull. Earthquake Eng. 4 (4): 391–413. https://doi.org/10.1007/s10518-006-9023-0.
Knopoff, L., and J. Gardner. 1972. “Higher seismic activity during local night on the raw worldwide earthquake catalogue.” Geophys. J. Int. 28 (3): 311–313. https://doi.org/10.1111/j.1365-246X.1972.tb06133.x.
Kohrangi, M., A. Papadopoulos, S. R. Kotha, D. Vamvatsikos, and P. Bazzurro. 2021. “Earthquake catastrophe risk modeling, application to the insurance industry: Unknowns and possible sources of bias in pricing.” In Advances in assessment and modeling of earthquake loss, 239–274. Cham, Switzerland: Springer International Publishing.
Lin, J.-H. 2018. “Earthquake insurance pricing: A risk-based approach.” Disasters 42 (2): 392–404. https://doi.org/10.1111/disa.12247.
Louloudis, E., A. Zimbidis, and A. Yannacopoulos. 2023. “Stochastic assessment of seismic risk using faults to address the incomplete information in historical catalogues.” Eur. Actuarial J. 13 (1): 375–397. https://doi.org/10.1007/s13385-022-00324-2.
Meslem, A., and D. H. Lang. 2017. “Physical vulnerability in earthquake risk assessment.” In Oxford research encyclopedia of natural hazard science. New York: Oxford University Press.
Mohler, G. O., M. B. Short, P. J. Brantingham, F. P. Schoenberg, and G. E. Tita. 2011. “Self-exciting point process modeling of crime.” J. Am. Stat. Assoc. 106 (493): 100–108. https://doi.org/10.1198/jasa.2011.ap09546.
Mori, Y., Y. Mizutani, J.-D. Kang, and H. Idota. 2018. “Upgrade decision-making for earthquake-vulnerable wooden houses using probabilistic damage index functions.” ASCE-ASME J. Risk Uncertainty Eng. Syst. Part A: Civ. Eng. 4 (1): 04017037. https://doi.org/10.1061/AJRUA6.0000945.
National Observatory of Athens. 2022. “Earthquake catalogs.” Geodynamic Institute. Accessed February 19, 2020. https://www.gein.noa.gr/ypiresies-proionta/katalogoi-seismon/.
Nichols, J. M., and S. Rodgers. 2017. “Economic and societal challenges imposed by seismic risk on the built environment.” ASCE-ASME J. Risk Uncertainty Eng. Syst. Part A: Civ. Eng. 3 (4): 04017022. https://doi.org/10.1061/AJRUA6.0000927.
Ogata, Y. 1988. “Statistical models for earthquake occurrences and residual analysis for point processes.” J. Am. Stat. Assoc. 83 (401): 9–27. https://doi.org/10.1080/01621459.1988.10478560.
Ogata, Y. 1998. “Space-time point-process models for earthquake occurrences.” Ann. Inst. Stat. Math. 50 (2): 379–402. https://doi.org/10.1023/A:1003403601725.
Pace, B., F. Visini, and L. Peruzza. 2016. “Fish: Matlab tools to turn fault data into seismic-hazard models.” Seismol. Res. Lett. 87 (2A): 374–386. https://doi.org/10.1785/0220150189.
Pandey, M. D., and J. Van Der Weide. 2018. “Probability distribution of the seismic damage cost over the life cycle of structures.” Struct. Saf. 72 (May): 74–83. https://doi.org/10.1016/j.strusafe.2017.12.007.
Papanikolaou, I. D., G. P. Roberts, G. Deligiannakis, A. Sakellariou, and E. Vassilakis. 2013. “The Sparta fault, southern Greece: From segmentation and tectonic geomorphology to seismic hazard mapping and time dependent probabilities.” Tectonophysics 597 (Jun): 85–105. https://doi.org/10.1016/j.tecto.2012.08.031.
Papazachos, B., P. Comninakis, G. Karakaisis, B. Karakostas, C. A. Papaioannou, C. Papazachos, and E. Scordilis. 2000. A catalogue of earthquakes in Greece and surrounding area for the period 550bc-1999. Thessaloniki, Greece: Univ. of Thessaloniki, Geophysical Laboratory.
Pavlides, S., R. Caputo, S. Sboras, A. Chatzipetros, G. Papathanasiou, and S. Valkaniotis. 2010. “The greek catalogue of active faults and database of seismogenic sources.” Bull. Geol. Soc. Greece 43 (1): 486–494. https://doi.org/10.12681/bgsg.11199.
Rinaldis, D., R. Berardi, N. Theodulidis, and B. Margaris. 1998. “Empirical predictive models based on a joint Italian & Greek strong-motion database: I, peak ground acceleration and velocity.” In Proc., 11th European Conf. on Earthquake Engineering. Istanbul, Turkey: European Association for Earthquake Engineering.
Tao, Z., D. D. Wu, Z. Zheng, and X. Tao. 2010. “Earthquake insurance and earthquake risk management.” Hum. Ecol. Risk Assess. 16 (3): 524–535. https://doi.org/10.1080/10807031003788634.
Towhata, I. 2008. “Seismological knowledge.” In Geotechnical earthquake engineering, 35–41. Berlin: Springer.
Valentini, A., F. Visini, and B. Pace. 2017. “Integrating faults and past earthquakes into a probabilistic seismic hazard model for peninsular Italy.” Nat. Hazards Earth Syst. Sci. 17 (11): 2017–2039. https://doi.org/10.5194/nhess-17-2017-2017.
Van der Pluijm, B., and S. Marshak. 1997. Earth structure: An introduction to structural geology and tectonics. Boston, MA: WCB/McGraw-Hill.
Wells, D. L., and K. J. Coppersmith. 1994. “New empirical relationships among magnitude, rupture length, rupture width, rupture area, and surface displacement.” Bull. Seismol. Soc. Am. 84 (4): 974–1002. https://doi.org/10.1785/BSSA0840040974.
Wiemer, S. 2001. “A software package to analyze seismicity: Zmap.” Seismol. Res. Lett. 72 (3): 373–382. https://doi.org/10.1785/gssrl.72.3.373.
Yeats, R. 2012. Active faults of the world. New York: Cambridge University Press.
Yucemen, M. 2005. “Probabilistic assessment of earthquake insurance rates for Turkey.” Nat. Hazards 35 (2): 291–313. https://doi.org/10.1007/s11069-004-6485-8.
Yücemen, M. S., G. Özcebe, and A. Pay. 2004. “Prediction of potential damage due to severe earthquakes.” Struct. Saf. 26 (3): 349–366. https://doi.org/10.1016/j.strusafe.2003.09.002.
Zhuang, J. 2012. “Long-term earthquake forecasts based on the epidemic-type aftershock sequence (etas) model for short-term clustering.” Res. Geophys. 2 (1): 8. https://doi.org/10.4081/rg.2012.e8.
Zhuang, J., and Y. Ogata. 2006. “Properties of the probability distribution associated with the largest event in an earthquake cluster and their implications to foreshocks.” Phys. Rev. E 73 (4): 046134. https://doi.org/10.1103/PhysRevE.73.046134.

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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 10Issue 4December 2024

History

Received: Mar 15, 2024
Accepted: Jun 13, 2024
Published online: Aug 30, 2024
Published in print: Dec 1, 2024
Discussion open until: Jan 30, 2025

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Postdoctoral Research Associate, Stochastic Modelling and Applications Laboratory, Dept. of Statistics, Athens Univ. of Economics and Business, Athens 10434, Greece (corresponding author). ORCID: https://orcid.org/0000-0002-4193-5692. Email: [email protected]
Assistant Professor, Dept. of Statistics, Athens Univ. of Economics and Business, Athens 10434, Greece. ORCID: https://orcid.org/0000-0001-8332-7364. Email: [email protected]

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