TECHNICAL PAPERS
Jan 9, 2010

Method of Up-Slope Mitigation Priority for Alishan Mountain Road in Taiwan

Publication: Journal of Performance of Constructed Facilities
Volume 24, Issue 4

Abstract

Rainfall-induced up-slope failure has been a major issue for the mountain road mitigation. To determine the mitigation priority of the roadside slopes, a model to evaluate the stability of the up-slopes is proposed in this paper. This model is developed using Bayesian classification theorem, historical rainfall and landslide data, and an artificial intelligence skill—Gaussian process. The parameters needed for this model include the up-slope features, catchment area, lithology, vegetation coverage, and rainfall data. Among these parameters, rainfall is considered to be the triggering factor of landslide in this study. In addition, each slope has also demonstrated a unique failure probability relationship with the 72-h accumulated rainfalls. Such a relationship is adopted to define a threshold rainfall factor which is used as an index to estimate the likelihood of landslide occurrence under a rainfall event. Using the threshold rainfall factor of each slope, a priority list is proposed for the mitigation of roadside up-slopes along the Alishan mountain road in Taiwan.

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References

Aleotti, P. (2004). “A warning system for rainfall-induced shallow failures.” Eng. Geol. (Amsterdam), 73(3–4), 247–265.
Au, S. W. C. (1993). “Rainfall and slope failure in Hong Kong.” Eng. Geol. (Amsterdam), 36, 141–147.
Baum, R. L., et al. (2005). “Regional landslide-hazard assessment for Seattle, Washington, USA.” Landslides, 2, 266–279.
Chang, K. -T., Chiang, S. -H., and Lei, F. (2008). “Analysing the relationship between typhoon-triggered landslides and critical rainfall conditions.” Earth Surf. Processes Landforms, 33, 1261–1271.
Chen, C.-Y., Chen, T. -C., Yu, F. -C., Yu, W. -H., and Tseng, C. -C. (2005). “Rainfall duration and debris-flow initiated studies for real-time monitoring.” Environ. Geol., 47, 715–724.
Chen, T. -Z. (2006). “Analysis of the spatial distribution of typhoon-induced rainfall in Taiwan mountains using Gaussian processes.” MS thesis, National Taiwan Univ. of Science and Technology, Taipei, Taiwan (in Chinese).
Ching, J., Liao, H. -J., and Lee, J. -Y. (2010). “Predicting probabilities of landslides along a mountain road in Taiwan.” Geotechnique, to be published.
Christian, J. T. (2004). “Geotechnical engineering reliability: How well do we know what we are doing?” J. Geotech. Geoenviron. Eng., 130(10), 985–1003.
Dai, F. C., and Lee, C. F. (2003). “A spatiotemporal probabilistic modeling of strom-induced shallow landsliding using aerial photographs and logistic regression.” Earth Surf. Processes Landforms, 28, 527–545.
Dai, F. C., Lee, C. F., Tham, L. G., Ng, K. C., and Shum, W. L. (2004). “Logistic regression modeling of storm-induced shallow landsliding in time and space on natural terrain of Lantau Island, Hong Kong.” Bull. Eng. Geol. Environ., 63, 315–327.
Duman, T. Y., Can, T., Gokceoglu, C., Nefeslioglu, H. A., and Sonmez, H. (2006). “Application of logistic regression for landslide susceptibility zoning of Cekmece Area, Istanbul, Turkey.” Environ. Geol., 51, 241–256.
Gibbs, M. (1997). “Bayesian Gaussian processes for regression and classification.” Ph.D. dissertation, Univ. of Cambridge, Cambridge, U.K.
Gibbs, M., and MacKay, D. J. C. (1997). “Efficient implementation of Gaussian processes.” Technical Rep., Dept. of Physics, Cavendish Laboratory, Cambridge Univ., ⟨http://www.cs.toronto.edu/~mackay/⟩ (Dec. 30, 2005).
Godt, J. W., Baum, R. L., and Chleborad, A. F. (2006). “Rainfall characteristics for shallow landsliding in Seattle, Washington, USA.” Earth Surf. Processes Landforms, 31, 97–110.
Hotelling, H. (1933). “Analysis of a complex of statistical variables into principal components.” J. Educ. Psychol., 24, 417–441, 498–520.
Ibsen, M. -L., and Casagli, N. (2004). “Rainfall patterns and related landslide incidence in the Porretta-Vergato region, Italy.” Landslides, 1, 143–150.
Inagaki, K., and Sadohara, S. (2006). “Slope management planning for the mitigation of landslides disaster in urban areas.” J. Asian Architecture and Building Eng., 5(1), 183–190.
Jan, C. D., Lee, M. H., Wang, J. S., and Wang, C. L. (2004). “A rainfall-based debris-flow warning model and its application in Taiwan.” Proc., 2004 Int. Conf. on Slopeland Disaster Mitigation, Council of Agriculture, Taiwan, 111–119.
Lee, D. H., Chang, S. K., and Lin, H. M. (2005). “Investigations on the slope failure and its remediation methods of the mountain highway-Alishan highway.” Sino-Geotechnics, 104, 63–74 (in Chinese).
Liao, H. J., Ching, J. Y., Chao, W. C., and Chen, S. M. (2005). “A process for evaluating the probability of slope failure along Alishan mountain road in central Taiwan.” Proc. Int. Seminar on Slope Disasters in Geomorphological/Geotech. Eng., Kobe Univ., Kobe, Japan, 85–95.
Liao, H. J., Lin, Y. C., and Liao, J. T. (2001). “Evaluation of slope stability with discriminant analysis.” Proc., 14th Southeast Asian Geotech. Conf., Balkema, Hong Kong, 1131–1134.
Lin, C. S. (2007). “Principal component analysis and canonical correlation analysis.” Multivariate analysis, 5th Ed., Tunghua, Taipei, Taiwan, 289–325 (in Chinese).
Lin, M. L., Liao, H. J., and Ueng, T. S. (2000). “The geotechnical hazard caused by Chi-Chi earthquake.” Proc. Int. Workshop on the September 21, 1999 Chi-Chi Earthquake, Taichung, Taiwan, 113–123.
Liu, H. C., Fong, C. C. K., and Chuang, T. Y. (1989). “Geology along the Chukou-Tataka section, new Cross-Island highway, central Taiwan.” Bull. Central Geol. Survey, 5, 19–29 (in Chinese).
MacKay, D. J. C. (1998). “Introduction to Gaussian processes.” Neural networks and machine learning: NATO ASI series, Vol. 168, M. C. Bishop, ed., Springer, Berlin, 133–165.
Neal, R. M. (1997). “Monte Carlo implementation of Gaussian process models for Bayesian regression and classification.” Technical Rep. No. 9702, Dept. of Computer Science, Univ. of Toronto, Toronto, Canada.
Pearson, K. (1901). “On lines and planes of closest fit to systems of points in spaces.” Philos. Mag., 2(2), 559–572.
Pedrozzi, G. (2004). “Triggering of landslides in Canton Ticino (Switzerland) and prediction by the rainfall intensity and duration method.” Bull. Eng. Geol. Environ., 63(4), 281–291.
Rasmussen, C. E. (2003). “Gaussian processes in machine learning.” Advanced Lectures on Machine Learning, Max Plank Institute for Biological Cybernetics, Tübingen, Germany.
Sasaki, Y., Moriwaki, T., and Kano, S. (2001). “Rainfall index for warning against slope failure disaster.” Proc. 15th Int. Conf. on Soil Mechanics and Geotechnical Engineering, Istanbul, 1249–1252.
Shlens, J. (2005). “A tutorial on principal component analysis.” ⟨http://www.snl.sak.edu⟩ (May 9, 2007).
Tien, K. K., Lee, D. H., and Lu, C. Y. (2000). “The disasters and slope failure characteristics of Alisan highway after Chi-Chi earthquake.” Proc. Chi-Chi Earthquake Anniversary Memorial Conf., National Science Council, Taiwan, 373–396 (in Chinese).
Williams, C. K. I. (2002). “Gaussian processes.” The handbook of brain theory and neural networks, 2nd Ed. M. A. Arbib, ed., MIT Press, Cambridge, Mass., 466–470.
Williams, C. K. I., and Barber, D. (1998). “Bayesian classification with Gaussian processes.” IEEE Trans. Pattern Anal. Mach. Intell., 20(12), 1342–1351.

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Published In

Go to Journal of Performance of Constructed Facilities
Journal of Performance of Constructed Facilities
Volume 24Issue 4August 2010
Pages: 373 - 381

History

Received: Apr 15, 2009
Accepted: Dec 23, 2009
Published online: Jan 9, 2010
Published in print: Aug 2010

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Authors

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Graduate Student, National Taiwan Univ. of Science and Technology, No. 43, Section 4, Keelung Rd., Taipei 10699, Taiwan (corresponding author). E-mail: [email protected]
Hung-Jiun Liao, M.ASCE [email protected]
Professor, National Taiwan Univ. of Science and Technology, No. 43, Section 4, Keelung Rd., Taipei 10699, Taiwan. E-mail: [email protected]

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