Closure to “Applying Knowledge-Guided Machine Learning to Slope Stability Prediction”
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VIEW THE ORIGINAL ARTICLEPublication: Journal of Geotechnical and Geoenvironmental Engineering
Volume 150, Issue 9
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References
Feng, X., Y. Wang, and S. Lu. 1995. “Neural network estimation of slope stability.” 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.
Li, Z., T. Pei, W. Ying, W. V. Srubar III, R. Zhang, J. Yoon, H. Ye, I. Dabo, and A. Radlińska. 2024a. “Simulation-based transfer learning for concrete strength prediction.” In Smart & sustainable infrastructure: Building a greener tomorrow, edited by N. Banthia, S. Soleimani-Dashtaki, and S. Mindess, 1114–1124. Cham, Switzerland: Springer.
Li, Z., T. Pei, W. Ying, R. Zhang, J. Yoon, I. Dabo, W. Srubar, and A. Radlińska. 2024b. “Can domain knowledge benefit machine learning for concrete property prediction?” J. Am. Ceram. Soc. 107 (3): 1582–1602. https://doi.org/10.1111/jace.19549.
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.
Pei, T., and T. Qiu. 2023a. “Landslide susceptibility mapping using machine learning methods: A case study in Colorado Front Range, USA.” In Proc., Geo-Congress 2023: Geotechnics of Natural Hazards, Geotechnical Special Publication 338, edited by E. Rathje, B. M. Montoya, and M. H. Wayne, 521–530. Reston, VA: ASCE. https://doi.org/10.1061/9780784484654.052.
Pei, T., and T. Qiu. 2023b. “Machine learning with monotonic constraint for geotechnical engineering applications: An example of slope stability prediction.” Acta Geotech. 1–20. https://doi.org/10.1007/s11440-023-02117-7.
Phoon, K. K., J. Ching, and Y. Wang. 2019. “Managing risk in geotechnical engineering from data to digitalization.” In Proc., 7th Int. Symp. on Geotechnical Safety and Risk (ISGSR 2019). Singapore: Research Publishing.
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© 2024 American Society of Civil Engineers.
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Received: Mar 18, 2024
Accepted: Apr 9, 2024
Published online: Jul 15, 2024
Published in print: Sep 1, 2024
Discussion open until: Dec 15, 2024
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