Discussion of “Applying Knowledge-Guided Machine Learning to Slope Stability Prediction”
This article is a reply.
VIEW THE ORIGINAL ARTICLEPublication: Journal of Geotechnical and Geoenvironmental Engineering
Volume 150, Issue 9
![First page of PDF](/cms/10.1061/JGGEFK.GTENG-12558/asset/45116268-4780-4fd0-a224-effa7b31d9d1/assets/jggefk.gteng-12558.fp.png)
Get full access to this article
View all available purchase options and get full access to this article.
Acknowledgments
This discussion was partially supported by the Natural Science Foundation Committee Program of China (Grant Nos. 52308388, U22A20594).
References
Bishop, A. W., and N. Morgenstern. 1960. “Stability coefficients for earth slopes.” Géotechnique 10 (4): 129–153. https://doi.org/10.1680/geot.1960.10.4.129.
Feng, X., Y. Wang, and S. Lu. 1995. “Neural network estimation of slope stability.” [In Chinese.] J. Eng. Geol. 3 (4): 54–61.
Li, J., and M. Dong. 2012. “Method to predict slope safety factor using SVM.” In Proc., Earth and Space 2012: Engineering, Science, Construction, and Operations in Challenging Environments. Reston, VA: ASCE. https://doi.org/10.1061/9780784412190.095.
Li, J., and F. Wang. 2010. “Study on the forecasting models of slope stability under data mining.” In Proc., Earth and Space 2010: Engineering, Science, Construction, and Operations in Challenging Environments. Reston, VA: ASCE. https://doi.org/10.1061/41096(366)77.
Manouchehrian, A., J. Gholamnejad, and M. Sharifzadeh. 2014. “Development of a model for analysis of slope stability for circular mode failure using genetic algorithm.” Environ. Earth Sci. 71 (3): 1267–1277. https://doi.org/10.1007/s12665-013-2531-8.
Michalowski, R. L. 2002. “Stability charts for uniform slopes.” J. Geotech. Geoenviron. Eng. 128 (4): 351–355. https://doi.org/10.1061/(ASCE)1090-0241(2002)128:4(351).
Sah, N. K., P. R. Sheorey, and L. N. Upadhyaya. 1994. “Maximum likelihood estimation of slope stability.” Int. J. Rock Mech. Min. Sci. Geomech. Abstr. 31 (1): 47–53. https://doi.org/10.1016/0148-9062(94)92314-0.
Spencer, E. 1967. “A method of analysis of the stability of embankments assuming parallel inter-slice forces.” Géotechnique 17 (1): 11–26. https://doi.org/10.1680/geot.1967.17.1.11.
Taylor, D. W. 1937. “Stability of earth slopes.” J. Boston Soc. Civ. Eng. 24 (3): 197–246.
Yang, C. X., L. G. Tham, X. T. Feng, Y. J. Wang, and P. K. K. Lee. 2004. “Two-stepped evolutionary algorithm and its application to stability analysis of slopes.” J. Comput. Civ. Eng. 18 (2): 145–153. https://doi.org/10.1061/(ASCE)0887-3801(2004)18:2(145).
Zhou, K. P., and Z. Q. Chen. 2009. “Stability prediction of tailing dam slope based on neural network pattern recognition.” In Proc., 2nd Int. Conf. on Environmental and Computer Science, 380–383. New York: IEEE. https://doi.org/10.1109/ICECS.2009.55.
Information & Authors
Information
Published In
Copyright
© 2024 American Society of Civil Engineers.
History
Received: Dec 13, 2023
Accepted: Dec 27, 2023
Published online: Jul 15, 2024
Published in print: Sep 1, 2024
Discussion open until: Dec 15, 2024
Authors
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.