GIS-based support vector machine model in shallow landslide hazards prediction: A case study on Ilam dam watershed, Iran

سال انتشار: 1400
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 412

فایل این مقاله در 26 صفحه با فرمت PDF قابل دریافت می باشد

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

شناسه ملی سند علمی:

JR_JONASS-1-1_001

تاریخ نمایه سازی: 30 فروردین 1400

چکیده مقاله:

Background and objective: The SVM algorithm is an applied method that has been considered in recent years to study landslides. The main purpose of this study is to evaluate the mapping power of the GIS-based SVM model with kernel functions analysis for spatial prediction of landslides at the Ilam dam watershed. Materials and methods: According to review sources, ۱۴ underlying factors including elevation, slope, aspect, plan curvature, profile curvature, LS factor, TWI, SPI, Lithologic units, land cover, NDVI, road distance, distance to the drainage channel, distance to fault were selected as factors affecting the occurrence of landslides in the study area and the mentioned layers were prepared in the GIS. In the present study, the non-linear two-class SVM method was used, the two-class SVM requires both datasets representing the occurrence of landslides and non-occurrence of landslides. The landslide inventory was randomly divided into a training dataset of ۷۵% for building the models and the remaining ۲۵% for the validation of the models. Results and conclusion: The validation results showed that the area of the prediction-rate curve under the curve (AUC) for landslide susceptibility maps produced by the SVM linear function, SVM polynomial function, SVM radial basic function, and SVM sigmoid function are ۰.۹۴۶, ۰.۹۳۱, ۰.۹۱۲, and ۰.۸۷۱ respectively. To assess the influences of factors on the landslide susceptibility map were used the Cohen’s kappa index of the model. The result shows that the most effective factors are the distance to roads, distance to drainages, and plan curvature in this area.

کلیدواژه ها:

Landslide susceptibility mapping ، Support vector machines (SVM) ، GIS ، Ilam dam

نویسندگان

Yaghoub Niazi

MAGTA Development Center Company

Manuel E Mendoza

Centro de Investigaciones en Geografía Ambiental, Universidad Nacional Autónoma de México, Mexico

Ali Talebi

Faculty of Natural Resources, Yazd University, Yazd, Iran

Hasti Bidaki

Faculty of Natural Resources, Yazd University, Yazd, Iran

مراجع و منابع این مقاله:

لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :
  • Abe, S. (2010). Support vector machines for pattern classification. Springer ...
  • Aditian, A., Kubota, T., & Shinohara, Y. (2018). Comparison of ...
  • Akgun, A., & Türk, N. (2010). Landslide susceptibility mapping for ...
  • Althuwaynee, O. F., Pradhan, B., & Lee, S. (2012). Application ...
  • Ballabio, C., & Sterlacchini, S. (2012). Support vector machines for ...
  • Bednarik, M., Yilmaz, I., & Marschalko, M. (2012). Landslide hazard ...
  • Beven, K. J., & Kirkby, M. J. (1979). A physically ...
  • Bonham-Carter, G.F. (2002). Geographic information systems for geoscientists: Modelling with ...
  • Brenning, A. (2005). Spatial prediction models for landslide hazards: review, ...
  • Bucci, F., Santangelo, M., Cardinali, M., Fiorucci, F., & Guzzetti, ...
  • Budimir, M. E. A., Atkinson, P. M., & Lewis, H. ...
  • Bui, D. T., Pradhan, B., Lofman, O., & Revhaug, I. ...
  • Bui, D. T., Pradhan, B., Lofman, O., Revhaug, I., & ...
  • Bui, D. T., Tuan, T. A., Hoang, N. D., Thanh, ...
  • Bui, D. T., Tuan, T. A., Klempe, H., Pradhan, B., ...
  • Burrough, P. A. (1986). Principles of geographical. Information systems for land ...
  • Carrara, A., Cardinali, M., Detti, R., Guzzetti, F., Pasqui, V., ...
  • Chen, W., Pourghasemi, H. R., Panahi, M., Kornejady, A., Wang, ...
  • Chung, C. J. F., & Fabbri, A. G. (1999). Probabilistic ...
  • Chung, C. J. F., Fabbri, A. G., & Van Westen, ...
  • Clerici, A., Perego, S., Tellini, C., & Vescovi, P. (2002). ...
  • Colkesen, I., Sahin, E. K., & Kavzoglu, T. (2016). Susceptibility ...
  • Cooke, R. V., & Doornkamp, J. C. (1990). Geomorphology in environmental ...
  • Cortes, C., & Vapnik, V. (1995). Support-vector networks. Machine learning, 20(3), 273 ...
  • Dahal, R. K., Hasegawa, S., Nonomura, A., Yamanaka, M., Masuda, ...
  • Dai, F. C., Lee, C. F., Li, J. X. Z. ...
  • Damaševičius, R. (2010). Optimization of SVM parameters for recognition of ...
  • DeGraff, J. V. (1979). Initiation of shallow mass movement by ...
  • Devkota, K. C., Regmi, A. D., Pourghasemi, H. R., Yoshida, ...
  • Ercanoglu, M. U. R. A. T., Gokceoglu, C. A. N. ...
  • Ercanoglu, M., & Gokceoglu, C. (2003). Landslide Susceptibility Zoning of ...
  • Ermini, L., Catani, F., & Casagli, N. (2005). Artificial neural ...
  • Fawcett, T. (2006). An introduction to ROC analysis. Pattern recognition letters, 27(8), ...
  • Fredlund, D.G. (1987). Slope stability analysis incorporating the effect of ...
  • Gheshlaghi, H. A., & Feizizadeh, B. (2017). An integrated approach ...
  • Ghorbanzadeh, O., Blaschke, T., Gholamnia, K., Meena, S. R., Tiede, ...
  • Goetz, J. N., Guthrie, R. H., & Brenning, A. (2011). ...
  • Gordo, C., Zêzere, J. L., & Marques, R. (2019). Landslide ...
  • Graff. J., & Romesburg, H. (1980). Regional landslide-susceptibility assessment for ...
  • Greenbaum, D., Tutton, M., Bowker, M. R., Browne, T. J., ...
  • Greenway, D.R. (1987). Vegetation and slope stability. In: Anderson MG, ...
  • Gritzner, M. L., Marcus, W. A., Aspinall, R., & Custer, ...
  • Günther, A., Van Den Eeckhaut, M., Malet, J. P., Reichenbach, ...
  • Guzzetti, F., Carrara, A., Cardinali, M., & Reichenbach, P. (1999). ...
  • Guzzetti, F., Reichenbach, P., Ardizzone, F., Cardinali, M., & Galli, ...
  • Hadi, A. I., Brotopuspito, K. S., Pramumijoyo, S., & Hardiyatmo, ...
  • Hall, F. G., Townshend, J. R., & Engman, E. T. ...
  • He, H., Hu, D., Sun, Q., Zhu, L., & Liu, ...
  • Hennrich, K., & Crozier, M. J. (2004). A hillslope hydrology ...
  • Hong, H., Liu, J., Bui, D. T., Pradhan, B., Acharya, ...
  • Hong, H., Pradhan, B., Xu, C., &Tien Bui, D. (2015). ...
  • Huang, Y., & Zhao, L. (2018). Review on landslide susceptibility ...
  • Kalantar, B., Pradhan, B., Naghibi, S. A., Motevalli, A., & ...
  • Kanevski, M., Pozdnoukhov, A., & Timonin, V. (2009). Machine learning ...
  • Kanungo, D. P., Arora, M. K., Sarkar, S., & Gupta, ...
  • Kanungo, D.P., Arora, M.K., Sarkar, S., & Gupt, R.P. (2009). ...
  • Keerthi, S. S., & Lin, C. J. (2003). Asymptotic behaviors ...
  • Kornejady, A., Ownegh, M., & Bahremand, A. (2017). Landslide susceptibility ...
  • Kuriakose, S. L., Devkota, S., Rossiter, D. G., & Jetten, ...
  • Kuriakose, S. L., Van Beek, L. P. H., & Van ...
  • Lacasse, S., & Nadim, F. (2009). Landslide risk assessment and ...
  • Landis, J. R., & Koch, G. G. (1977). The measurement ...
  • Lee, S., & Min, K. (2001). Statistical analysis of landslide ...
  • Lee, S., Chwae, U., & Min, K. (2002). Landslide susceptibility ...
  • Lee, S., Hong, S. M., & Jung, H. S. (2017). ...
  • Lee, S., Hwang, J., & Park, I. (2013). Application of ...
  • Lee, S., Ryu, J.H., Lee, M.J., & Won, J.S. (2003). ...
  • Lin, G. W., Chen, H., Chen, Y. H., & Horng, ...
  • Marjanović, M., Kovačević, M., Bajat, B., & Voženílek, V. (2011). ...
  • McDermid, G. J., & Franklin, S. E. (1995). Remote sensing ...
  • Mohammady, M., Pourghasemi, H. R., & Pradhan, B. (2012). Landslide ...
  • Moore, I. D., & Burch, G. J. (1986). Sediment transport ...
  • Moore, I. D., Grayson, R. B., & Ladson, A. R. ...
  • Oh, H. J., & Pradhan, B. (2011). Application of a ...
  • Pachauri, A. K., Gupta, P. V., & Chander, R. (1998). ...
  • Petley, D.N. (2008). The Global Occurrence of Fatal Landslides in ...
  • Pourghasemi, H. R., Gayen, A., Panahi, M., Rezaie, F., & ...
  • Pourghasemi, H. R., Jirandeh, A. G., Pradhan, B., Xu, C., ...
  • Pourghasemi, H. R., Kariminejad, N., Amiri, M., Edalat, M., Zarafshar, ...
  • Pourghasemi, H. R., Moradi, H. R., & Aghda, S. F. ...
  • Pourghasemi, H. R., Pradhan, B., & Gokceoglu, C. (2012). Application ...
  • Pourghasemi, H. R., Pradhan, B., Gokceoglu, C., & Moezzi, K. ...
  • Pourghasemi, H. R., Pradhan, B., Gokceoglu, C., Mohammadi, M., & ...
  • Pourghasemi, H.R., & Rahmati, O. (2018). Prediction of the landslide ...
  • Pradhan, A. M. S., & Kim, Y. T. (2016). Evaluation ...
  • Pradhan, B. (2011). Use of GIS-based fuzzy logic relations and ...
  • Pradhan, B. (2013). A comparative study on the predictive ability ...
  • Pradhan, B., & Lee, S. (2010). Landslide susceptibility assessment and ...
  • Reichenbach, P., Rossi, M., Malamud, B. D., Mihir, M., & ...
  • Roccati, A., Faccini, F., Luino, F., Ciampalini, A., & Turconi, ...
  • Saha, A. K., Gupta, R. P., Sarkar, I., Arora, M. ...
  • Shrestha, D. P., & Zinck, J. A. (2001). Land use ...
  • Song, S., Zhan, Z., Long, Z., Zhang, J., & Yao, ...
  • Suzen, M. L., & Toprak, V. E. D. A. T. ...
  • Talebi, A., Troch, P. A. A., & Uijlenhoet, R. (2006). ...
  • Talebi, A., Uijlenhoet, R., & Troch, P. A. (2008). A ...
  • Talebi, A., Uijlenhoet, R., & Troch, P. A. (2008). Application ...
  • Tangestani, M. H., & Moore, F. (2001). Porphyry copper potential ...
  • Tseng, C. M., Lin, C. W., & Hsieh, W. D. ...
  • Van Beek, L. P. H., & Van Asch, T. W. ...
  • Van Beek, L.P.H., Wint, J., Cammeraat, L.H., & Edwards, J.P. ...
  • Van Westen, C. J., & Alzate Bonilla, J. B. (1990). ...
  • Van Westen, C. J., Van Asch, T. W., & Soeters, ...
  • Vapnik, V.N. (2001). The nature of statistical learning theory. Statistics ...
  • Vijith, H., & Madhu, G. (2008). Estimating potential landslide sites ...
  • Wang, C. M., & Huang, Y. F. (2009). Evolutionary-based feature ...
  • Wang, L. J., Sawada, K., & Moriguchi, S. (2013). Landslide ...
  • Weier, J., & Herring, D. (2005). Measuring vegetation (NDVI and ...
  • Wischmeier, W. H., & Smith, D. D. (1978). Predicting rainfall ...
  • Wu, W., & Sidle, R. C. (1995). A distributed slope ...
  • Xiao, T., Yin, K., Yao, T., & Liu, S. (2019). ...
  • Yalcin, A. (2005). An investigation on Ardesen (Rize) region on ...
  • Yan, F., Zhang, Q., Ye, S., & Ren, B. (2019). ...
  • Yao, X., Zhang, Y.S., Wang, X.L., & Xiong, T.Y. (2008). ...
  • Yilmaz, I. (2009). Landslide susceptibility mapping using frequency ratio, logistic ...
  • Yilmaz, I. (2010). Comparison of landslide susceptibility mapping methodologies for ...
  • Zhao, S., & Zhao, Z. A Comparative Study of Landslide ...
  • Zhu, X., Zhang, S., Jin, Z., Zhang, Z., & Xu, ...
  • نمایش کامل مراجع