Open access
Lectures
Jan 10, 2023

2021 Terzaghi Lecture: Geotechnical Systems, Uncertainty, and Risk

Publication: Journal of Geotechnical and Geoenvironmental Engineering
Volume 149, Issue 3

Abstract

Risk assessment for large engineered systems involving geotechnical uncertainties—such as dams, coastal works, industrial facilities, and offshore structures—has matured in recent decades. This capability is becoming an ever more pressing concern considering increasing natural hazards and the effects of climate change. This progress and the current state of practice are reviewed by considering four projects. An underlying theme is what we have learned about how geoprofessionals should think about uncertainty, judgment, and risk. The organizing key is Bayesian thinking, which is neither new nor unintuitive to most geoprofessionals. However, this way of thinking and analyzing data is powerful, even when dealing with the sparse data of geotechnical projects. The presentation builds on the past Terzaghi Lectures of Casagrande, Whitman, and Christian. It uses examples of infrastructure systems for which geotechnical considerations were important. Reliability concepts developed in this earlier practice provide a window into the processes of integrating site characterization data, judgment, engineering models, and predictions to achieve tolerable levels of risk. Along the way, arguments are made on the nature of uncertainty and on the benefits of processing data, judgment, and inferences through a consistent lens.

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Data Availability Statement

No data, models, or code were generated or used during the study.

Acknowledgments

This paper is dedicated to the memory of John T. Christian who died during its final editing. The author is indebted to a career-long collaboration. The author is also indebted to the early workers in geotechnical risk and reliability, many of whom he had the privilege of working with and learning from. Among these are the MIT cadre from the 1970s and 80s (alphabetically): C. Allin Cornell, Herbert H. Einstein, Ronald C. Hischfeld, Charles C. Ladd, W. Allen Marr, Erik Vanmarcke, Daniele Veneziano, and Robert V. Whitman. He is similarly indebted to the many others who have influenced the subsequent years and provided a review of this paper, among whom are: Luis Alfaro, Tony Bennett, Karl Dise, Charles Dowding, Jerry Foster, Gerald E. Galloway, Robert B. Gilbert, Fernando Guerra, Desmond N. D. Hartford, Suzanne Lacasse, Lewis (Ed) Link, B. K. Low, Martin W. McCann, Ross McGillivray, Samuel G. Paikowski, Robert C. Patev, K. K. Phoon, Timo Schwekendiek, Nate Snorteland, Romanas Wolfsburg, Wilson Tang, T. H. Wu, Limin Zhang, and P. Andy Zielinski. The author also appreciates the detailed suggestions of anonymous reviews of early versions of this paper which have been drawn upon for its improvement.

References

Aitken, C. G. G., and F. Taroni. 2004. Statistics and the evaluation of evidence for forensic scientists. Hoboken, NJ: Wiley.
Aldy, J. E., and W. K. Viscusi. 2003. Age variations in workers’ value of statistical life. Cambridge, UK: National Bureau of Economic Research.
Alfaro, L. D., G. B. Baecher, F. Guerra, and R. C. Patev. 2015. “Assessing and managing natural risks at the Panama Canal.” In Proc., 12th Int. Conf. on Applications of Statistics and Probability in Civil Engineering, ICASP12. Vancouver, BC, Canada: Univ. of British Columbia.
Alfaro, L. D., G. B. Baecher, F. Guerra, and R. C. Patev. 2016. ACP physical risk management program. Balboa, Panama: Panama Canal Authority.
Allan, R. P., et al. 2021. IPCC, 2021: Summary for Policymakers. Cambridge, UK: Cambridge University Press.
Alvi, I. 2013. “Human factors in dam failures.” In Proc., Association of State Dam Safety Officials Annual Conf. 2013, 778–788. Providence, RI: ASDSO.
ANCOLD (Australian National Committee on Large Dams). 2003. Guidelines on risk assessment. Sydney, Australia: ANCOLD.
Ascila, R., D. Hartford, and Z. A. Zielinski. 2015. Systems engineering analysis of dam safety at operating facilities. Louisville, KY: USSD.
Baecher, G. B. 2017. “Bayesian thinking in geotechnics (2nd Lacasse Lecture).” In Geo-Risk 2017, 1–18. Denver: ASCE.
Baecher, G. B. 2019. “Putting numbers on geotechnical judgment.” In Proc., 27th Buchanan Lecture Monograph. College Park, MD: Univ. of Maryland.
Baecher, G. B., and C. C. Ladd. 1997. “Formal observational approach to staged loading.” Transp. Res. Rec. 1582 (1): 49–52. https://doi.org/10.3141/1582-08.
Bommer, J. J. 2012. “Challenges of building logic trees for probabilistic seismic hazard analysis.” Earthquake Spectra 28 (4): 1723–1735. https://doi.org/10.1193/1.4000079.
Bommer, J. J., and F. Scherbaum. 2008. “The use and misuse of logic trees in probabilistic seismic hazard analysis.” Earthquake Spectra 24 (4): 997–1009. https://doi.org/10.1193/1.2977755.
Brown, E. T. 2012. “Risk assessment and management in underground rock engineering—An overview.” J. Rock Mech. Geotech. Eng. 4 (3): 193–204. https://doi.org/10.3724/SP.J.1235.2012.00193.
Casagrande, A. 1965. “The role of the ‘calculated risk’ in earthwork and foundation engineering.” J. Soil Mech. Found. Div. 91 (4): 1–40. https://doi.org/10.1061/JSFEAQ.0000754.
Christian, J. T. 2004. “Geotechnical engineering reliability: How well do we know what we are doing?” J. Geotech. Geoenviron. Eng. 130 (10): 985–1003. https://doi.org/10.1061/(ASCE)1090-0241(2004)130:10(985).
Christian, J. T., C. C. Ladd, and G. B. Baecher. 1994. “Reliability applied to slope stability analysis.” J. Geotech. Eng. 120 (12): 2180–2207. https://doi.org/10.1061/(ASCE)0733-9410(1994)120:12(2180).
Contreras, L. 2020. “Bayesian methods to treat geotechnical uncertainty in risk-based design of open pit slopes.” Ph.D. thesis, School of Civil Engineering, Univ. of Queensland.
Dale, A. I. 1999. A history of inverse probability: From Thomas Bayes to Karl Pearson. New York: Springer.
Dale, A. I. 2003. Most honourable remembrance: The life and work of Thomas Bayes. Studies and sources in the history of mathematics and physical sciences. New York: Springer.
Dawes, R. M., D. Faust, and P. E. Meehl, 1989. “Clinical versus Actuarial Judgment.” Science 243 (4899): 1668–1674.
DeGroot, D., and G. Baecher. 1993. “Estimating autocovariance of in-situ soil properties.” J. Geotech. Eng. 119 (1): 147–166. https://doi.org/10.1061/(ASCE)0733-9410(1993)119:1(147).
de Mello, V. F. B. 1975. “The philosophy of statistics and probability applied in soil engineering, general report.” In Proc., 2nd ICASP, 63. Stuttgart, Germany: ICASP.
de Mello, V. F. B. 1977. “Reflections on design decisions of practical significance to embankment dams, 17th Rankine Lecture.” Geotéchnique 27 (3): 281–355. https://doi.org/10.1680/geot.1977.27.3.281.
Diaconis, P., and B. Skyrms. 2018. Ten great ideas about chance. Princeton, NJ: Princeton University Press.
Duncan, J. 2000. “Factors of safety and reliability in geotechnical engineering.” J. Geotech. Geoenviron. Eng.126 (4): 307–316. https://doi.org/10.1061/(ASCE)1090-0241(2000)126:4(307).
Einstein, H. H. 1991. “Observation, Quantification, and Judgment: Terzaghi and Engineering Geology.” J. Geotech. Geoenviron. Eng. 117 (11): 1772–1778. https://doi.org/10.1061/(ASCE)0733-9410(1991)117:11(1772).
Faber, M. H. 2005. “On the treatment of uncertainties and probabilities in engineering decision analysis.” J. Offshore Mech. Arct. Eng. 127 (3): 243–248. https://doi.org/10.1115/1.1951776.
FEMA. 2015. Federal guidelines for dam safety risk management. Washington, DC: FEMA.
Feng, X. 2015. “Application of Bayesian approach in geotechnical engineering.” Ph.D. dissertation, Departamento de Ingeniería y Morfología de, Universidad Politéchnica de Madrid.
Fenton, G. A., and D. V. Griffiths. 2008. Risk assessment in geotechnical engineering. Hoboken, NJ: Wiley.
FERC (Federal Energy Regulatory Commission). 2018. Independent forensic team report Oroville dam spillway incident. Washington, DC: FERC.
FERC (Federal Energy Regulatory Commission). 2022. Independent forensic team report, investigation of failures of Edenville and Sanford dams. Washington, DC: FERC.
FiveThirtyEight. 2022. “Latest polls.” Accessed July 4, 2022. https://projects.fivethirtyeight.com/polls/.
Gambino, S. J., and R. B. Gilbert. 1999. “Modeling spatial variability in pile capacity for reliability-based design.” In Analysis, design, construction, and testing of deep foundations, edited by J. M. Roesset, 135–149. New York: ASCE.
Garbulewski, K., S. Jabłonowski, and S. Rabarijoely. 2009. “Advantage of Bayesian approach to geotechnical designing.” Ann. Warsaw Univ. Life Sci.-SGGW Land Reclam. 41 (2): 83–93. https://doi.org/10.2478/v10060-008-0052-z.
Gee, N. 2017. “The impact of dam failures on the development of dam safety legislation and policy in the 1970s.” In Proc., Annual Meeting. San Antonio: Association of State Dam Safety Officials.
Gianni, D., A. D’Ambrogio, and A. Tolk. 2018. Modeling and simulation-based systems engineering handbook. Boca Raton, FL: CRC Press.
Hartford, D. N., and G. B. Baecher. 2004. Risk and uncertainty in dam safety. London: Thomas Telford.
Hartford, D. N., G. B. Baecher, P. A. Zielinski, R. C. Patev, R. Ascila, and K. Rytters. 2016. Operational safety of dams and reservoirs. London: ICE Publishing.
Høeg, K., and W. H. Tang. 1978. Probabilistic considerations in the foundation engineering for offshore structures. Oslo, Norway: Norwegian Geotechnical Institute.
Hoek, E. 1999. “Putting numbers to geology—An engineer’s viewpoint.” Q. J. Eng. Geol. Hydrogeol. 32 (1): 1–19. https://doi.org/10.1144/GSL.QJEG.1999.032.P1.01.
HSE (Health and Safety Executive). 1992a. Safety assessment principles for nuclear plants. London: HSE.
HSE (Health and Safety Executive). 1992b. The tolerability of risk from nuclear power stations. London: HSE.
HSE (Health and Safety Executive). 2001. Reducing risks, protecting people—HSE’s decision making process. London: HSE.
IMS. 1988. “The Reverend Thomas Bayes, FRS (1701?-1761). Who is this gentleman? When and where was he born?” Inst. Math. Stat. Bull. 17 (3): 276–278.
Jiang, S.-H., I. Papaioannou, and D. Straub. 2018. “Bayesian updating of slope reliability in spatially variable soils with in-situ measurements.” Eng. Geol. 239 (May): 310–320. https://doi.org/10.1016/j.enggeo.2018.03.021.
Jiang, S.-H., I. Papaioannou, and D. Straub. 2020. “Optimization of site-exploration programs for slope-reliability assessment.” ASCE-ASME J. Risk Uncertainty Eng. Syst. Part A: Civ. Eng. 6 (1): 04020004. https://doi.org/10.1061/AJRUA6.0001042.
Jones, A. L., S. L. Kramer, and P. Arduino. 2002. Estimation of uncertainty in geotechnical properties for performance-based earthquake engineering. Berkeley, CA: Pacific Earthquake Engineering Research Center, College of Engineering, Univ. of California, Berkeley.
Jongejan, R. B. 2008. How safe is safe enough? The government’s response to industrial and flood risks. Delft, Netherlands: Technical Univ. Delft.
Juang, C. H., and J. Zhang. 2017. “Bayesian methods for geotechnical applications—A practical guide.” In Geotechnical safety and reliability, 215–246. Denver: ASCE.
Kaplan, S., and B. J. Garrick. 1981. “On the quantitative definition of risk.” Risk Anal. 1 (1): 11–27. https://doi.org/10.1111/j.1539-6924.1981.tb01350.x.
Kelly, R., and J. Huang. 2015. “Bayesian updating for one-dimensional consolidation measurements.” Can. Geotech. J. 52 (9): 1318–1330. https://doi.org/10.1139/cgj-2014-0338.
King, L. M. 2020. Using a systems approach to analyze the operational safety of dams. London, ON, Canada: Univ. of Western Ontario.
Kiureghian, A. D., and O. Ditlevsen. 2009. “Aleatory or epistemic? Does it matter?” Struct. Saf. 31 (2): 105–112. https://doi.org/10.1016/j.strusafe.2008.06.020.
Kolmogorov, A. N. 1950. Foundations of the theory of probability (translated from the 1933 version). Translated by N. Morrison. New York: Chelsea Pub. Co.
Komey, A. 2018. “A systems reliability approach to modeling operational risks in complex engineered systems.” Ph.D. dissertation, Dept. of Civil and Environmental Engineering, Univ. of Maryland.
Krige, D. G. 1962a. “Statistical applications in mine valuation (1).” J. Inst. Mine Surv. South Afr. 12 (2): 45–84.
Krige, D. G. 1962b. “Statistical applications in mine valuation (2).” J. Inst. Mine Surv. South Afr. 12 (3): 95–136.
Lacasse, S., F. Nadim, N. Boylan, Z. Liu, and Y. J. Choi. 2019. “Risk Assessment and Management for Geotechnical Design of Offshore Installations.” In Proc., Offshore Technology Conf. Houston: OnePetro. https://doi.org/10.4043/29398-MS.
Lambe and Associates. 1982. Earthquake risk to patio 4 and site 400. Edited by R. V. Whitman, W. A. Marr, and G. B. Baecher. East Pepperell, MA: Lambe and Associates.
Leveson, N. G. 2012. Engineering a safer world: Systems thinking applied to safety. Cambridge, MA: MIT Press.
Lindley, D. V. 1985. Making decisions. London: Wiley.
Link, L. E., and J. Harris. 2007. “Hurricane Katrina interagency performance evaluation task force.” In Proc., World Environmental and Water Resources Congress, 1–10. Tampa, FL: ASCE.
Lusinchi, D. 2012. “‘President’ Landon and the 1936 literary digest poll: Were automobile and telephone owners to blame?” Soc. Sci. History 36 (1): 23–54. https://doi.org/10.1017/S014555320001035X.
Marr, W. A. 2019. “Geotechnical judgment and risk, ASCE geo-institute seed medal lecture.” In Proc., ASCE Geocongress 2019. Philadelphia: ASCE.
Marr, W. A. 2020. “Geotechnical judgement.” Geostrata Mag. 24 (1): 30–35. https://doi.org/10.1061/geosek.0000056.
Marr, W. A., J. A. Ramos, and T. W. Lambe. 1982. “Criteria for settlement of tanks.” J. Geotech. Eng. Div. 108 (8): 1017–1039. https://doi.org/10.1061/AJGEB6.0001326.
Matheron, G. 1989. Estimating and choosing: An essay on probability in practice. Berlin: Springer-Verlag.
McCann, M. W. 2008. “National performance of dams program.” Accessed February 6, 2020. http://npdp.stanford.edu.
McGillivray, R., and G. B. Baecher. 2021. Optimizing analysis of geotechnical data.” Fla. Eng. J. 8–25.
Meehl, P. E. 1954. Clinical versus statistical prediction: A theoretical analysis and a review of the evidence. Northvale, NJ: Echo Point Books & Media.
Modarres, M. 1993. What every engineer should know about reliability and risk analysis. Boca Raton, FL: Taylor & Francis.
Morgenstern, N. R. 2018. “Geotechnical risk, regulation, and public policy (Victor de Mello Lecture).” Soils Rocks 41 (2): 107–129. https://doi.org/10.28927/SR.412107.
Nelson, P. P. 2009. Complex infrastructure systems. Wollongong, NSW, Australia: Univ. of Wollongong.
NRC (National Research Council). 1988. Post-challenger evaluation of space shuttle risk assessment and management. Washington, DC: National Academies Press.
NRC (National Research Council). 2002. Modeling and simulation in manufacturing and defense acquisition: Pathways to success. Washington, DC: National Academies Press.
NRC (National Research Council). 2008. Behavioral modeling and simulation: From individuals to societies. Washington, DC: National Academies Press.
NRC (National Research Council). 2010a. Review of the department of homeland security’s approach to risk analysis. Washington, DC: National Research Council.
NRC (National Research Council). 2010b. Simulation methods for reliability and availability of complex systems. Washington, DC: National Academies Press.
NRC (National Research Council). 2016. State of the art and practice in the assessment of earthquake-induced soil liquefaction and its consequences. Washington, DC: National Academies Press.
NSF (National Science Foundation). 2006. Simulation-based engineering science. Washington, DC: NSF.
O’Hagan, A. 2004. “Focus: Dicing with the unknown.” Significance 1 (3): 132–133.
Papaioannou, I., and D. Straub. 2017. “Learning soil parameters and updating geotechnical reliability estimates under spatial variability—Theory and application to shallow foundations.” Georisk Assess. Manage. Risk Eng. Syst. Geohazards 11 (1): 116–128. https://doi.org/10.1080/17499518.2016.1250280.
Peck, R. B. 1969. “Advantages and limitations of the observation method in applied soil mechanics.” Géotechnique 19 (2): 171–187. https://doi.org/10.1680/geot.1969.19.2.171.
Peck, R. B. 1980. “Where has all the judgment gone?” Can. Geotech. J. 17 (4): 584–590. https://doi.org/10.1139/t80-065.
Perrow, C. 2007. The next catastrophe: Reducing our vulnerabilities to natural, industrial, and terrorist disasters. Princeton, NJ: Princeton University Press.
Petroski, H. 2011. “How safe is safe enough?” Accessed March 29, 2021. https://www.npr.org/2011/04/05/135145451/how-safe-is-safe-enough-to-engineers-it-depends.
Phoon, K. K., and F. H. Kulhawy. 1999. “Characterization of geotechnical variability.” Can. Geotech. J. 36 (4): 612–624. https://doi.org/10.1139/t99-038.
Phoon, K.-K. 2020. “The story of statistics in geotechnical engineering.” Georisk Assess. Manage. Risk Eng. Syst. Geohazards 14 (1): 3–25. https://doi.org/10.1080/17499518.2019.1700423.
Rasmussen, J. 1997. “Risk management in a dynamic society: A modelling problem.” Saf. Sci. 27 (2–3): 183–213. https://doi.org/10.1016/S0925-7535(97)00052-0.
Rasmussen, J., and I. Svedung. 2000. Proactive risk management in a dynamic society. Karlstad, Sweden: Swedish Rescue Services Agency.
Rausand, M., and S. Haugen. 2020. Risk assessment: Theory, methods, and applications. Wiley series in statistics in practice. Hoboken, NJ: Wiley.
Reason, J. T. 1997. Managing the risks of organizational accidents. Aldershot, UK: Ashgate Publishing Company.
Reclamation. 2011. Dam safety public protection guidelines (interim). Denver: US Bureau of Reclamation.
Regan, P. 2010. Dams as systems—A holistic approach to dam safety. Sacramento, CA: US Society on Dams.
Robert, C. P., and G. Casella. 2010. Monte Carlo statistical methods. New York: Springer.
Schweckendiek, T. 2014. On reducing piping uncertainties—A Bayesian decision approach. Delft, Netherlands: Delft Univ. of Technology.
Stevens, S. S. 1946. “On the theory of scales of measurement.” Science 103 (2684): 677–680.
Terzaghi, K. 1961. “Past and future of applied soil mechanics.” J. Boston Soc. Civ. Eng. 48: 110–139.
Tversky, A., and D. Kahneman. 1971. “Belief in the law of small numbers.” Psychol. Bull. 76 (2): 105–110. https://doi.org/10.1037/h0031322.
URS. 2009. Delta risk management strategy executive summary. Sacramento, CA: California Department of Water Resources.
USACE. 1972. New Orleans east lakefront levee Paris road to south point, Lake Pontchartrain. Washington, DC: USACE.
USACE. 2007a. Volume IV: The storm in Performance evaluation of the New Orleans and southeast Louisiana hurricane protection system: Final report of the interagency performance evaluation task force. Washington, DC: USACE.
USACE. 2007b. Volume V: The performance levees and floodwalls in Performance evaluation of the New Orleans and southeast Louisiana hurricane protection system: Final report of the interagency performance evaluation task force. Washington, DC: USACE.
USACE. 2008. Volume VIII: Engineering and operational risk and reliability analysis in Performance evaluation of the New Orleans and southeast Louisiana hurricane protection system: Final report of the interagency performance evaluation task force. Washington, DC: USACE.
USACE. 2009. A general description of vulnerability to flooding and risk for New Orleans and Vicinity: Past, present, and future: Supplemental report of the interagency performance evaluation task force. Washington, DC: USACE.
USACE. 2014. Herbert hoover dike hydrologic hazard assessment DRAFT. Denver: USACE.
USNRC (US Nuclear Regulatory Commission). 2016. WASH-1400 the reactor safety study: The introduction of risk assessment to the regulation of nuclear reactors. Washington, DC: USNRC.
Vanmarcke, E. H. 1977a. “Probabilistic modeling of soil profiles.” J. Geotech. Eng. Div. 103 (11): 1227–1246. https://doi.org/10.1061/AJGEB6.0000517.
Vanmarcke, E. H. 1977b. “Reliability of earth slopes.” J. Geotech. Eng. Div. 103 (11): 1247–1265. https://doi.org/10.1061/AJGEB6.0000518.
Vick, S. G. 2002. Degrees of belief: Subjective probability and engineering judgment. Reston, VA: ASCE.
Vrouwenvelder, A. C. W. M. 2003. “Uncertainty analysis for flood defense systems in the Netherland.” In Proc., ESREL, European Safety and Reliability Conf. 2003, 11–18. Maastricht, Netherlands: A.A. Balkema Publishers.
Whitman, R. V. 1984. “Evaluating calculated risk in geotechnical engineering.” J. Geotech. Eng. 110 (2): 143–188. https://doi.org/10.1061/(ASCE)0733-9410(1984)110:2(143).
Wu, T. H. 1974. “Uncertainty, safety, and decision in soil engineering.” J. Geotech. Eng. Div. 100 (3): 329–348. https://doi.org/10.1061/AJGEB6.0000026.
Wu, T. H. 2011. “2008 peck lecture: The observational method: Case history and models.” J. Geotech. Geoenviron. Eng. 137 (10): 862–873. https://doi.org/10.1061/(ASCE)GT.1943-5606.0000509.
Yegian, M. K., and R. V. Whitman. 1978. “Risk analysis for ground failure by liquefaction.” J. Geotech. Eng. Div. 104 (7): 921–938. https://doi.org/10.1061/AJGEB6.0000672.
Zhou, W.-H., Z.-Y. Yin, and K.-V. Yuen. 2021. Practice of Bayesian probability theory in geotechnical engineering. Singapore: Springer.
Zielinski, P. A. 2021. “Dams as complex systems.” In Proc., Annual Meeting of the Canadian Dam Association, 12. Markham, ON, Canada: Canadian Dam Association.

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Go to Journal of Geotechnical and Geoenvironmental Engineering
Journal of Geotechnical and Geoenvironmental Engineering
Volume 149Issue 3March 2023

History

Received: Jun 22, 2021
Accepted: Sep 28, 2022
Published online: Jan 10, 2023
Published in print: Mar 1, 2023
Discussion open until: Jun 10, 2023

Authors

Affiliations

Gregory B. Baecher, Ph.D., Dist.M.ASCE https://orcid.org/0000-0002-9571-9282 [email protected]
NAE
Glenn L. Martin Institute Professor of Engineering, Dept. of Civil and Environmental Engineering, Univ. of Maryland, College Park, MD 20742. ORCID: https://orcid.org/0000-0002-9571-9282. Email: [email protected]

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  • What Geotechnical Engineers Want to Know about Reliability, ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, 10.1061/AJRUA6.RUENG-1002, 9, 2, (2023).
  • A Framework for Quantitative Risk Analysis of Dams, Geo-Risk 2023, 10.1061/9780784484982.032, (312-320), (2023).

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