Machine-Learning Evaluation of Factors Influencing Landslides |
Park, Seong-Yong
(Department of Earth and Environmental Sciences, Chungbuk National University)
Moon, Seong-Woo (Department of Earth and Environmental Sciences, Chungbuk National University) Choi, Jaewan (Department of Civil Engineering, Chungbuk National University) Seo, Yong-Seok (Department of Earth and Environmental Sciences, Chungbuk National University) |
1 | Yang, I.T., Chun, K.S., Lee, S.Y., 2005, The application of GIS and AHP for landslide vulnerable estimation, Journal of Industrial Technology, Kandgwon National University, 25, 47-54 (in Korean with English abstract). |
2 | Ro, K.S., Jeon, B.J., Jeon, K.W., 2015, Induction wall influence review by debris flow's impact force, Journal of the Korean Society of Hazard Mitigation, 15(2), 159-164 (in Korean with English abstract). DOI |
3 | Ryu, J.H., Lee, S., Won, J.S., 2002, Weight determination of landslide factors using artificial neural networks, Economic and Environmental Geology 35(1), 67-74 (in Korean with English abstract). |
4 | Ryu, S.G., 2008, Effects of multicollinearity in logit model, Journal of Korean Society of Transportation, 26(1), 113-126 (in Korean with English abstract). |
5 | Sidle, R.C., Ziegler, A.D., Negishi, J.N., Nik, A.R., Siew, R., Turkelboom, F., 2006, Erosion processes in steep terrain-Truths, myths, and uncertainties related to forest management in Southeast Asia, Forest Ecology and Management, 224, 199-225. DOI |
6 | Simundic, A.M., 2009, Measures of diagnostic accuracy: Basic definitions, The Journal of the International Federation of Clinical Chemistry and Laboratory Medicine, 19(4), 203-211. |
7 | Song, Y.S., Jo, Y.C., 2013, A study on the possibility of landslide damage in the construction section of railway tunnel, Journal of the Korean Geosynthetics Society, 12(2), 17-24 (in Korean). |
8 | Urmi, R.B.R., Al, M., Jang, D.H., 2020, Life risk assessment of landslide disaster in Jinbu area using logistic regression model, Journal of the Korean Geomorphological Association, 27(2), 65-80. DOI |
9 | Woo, C.S., Kwon, H.J., Lee, C.W., Kim, K.H., 2014, Landslide hazard prediction map based on logistic regression model for applying in the whole country of South Korea, Journal of the Korean Society of Hazard Mitigation, 14(6), 117-123 (in Korean with English abstract). DOI |
10 | Woo, B.M., 1984, Landslide disaster countermeasures in Korea, Journal of Korean Society of Forest Science, 63(1), 51-60 (in Korean with English abstract). |
11 | Yang, A., Park, H.D., 2021, Comparison of landslide susceptibility assessments using logistic regression with a study site extent scale, Journal of The Korean Society of Mineral and Energy Resources Engineers, 58(2), 87-99 (in Korean with English abstract). DOI |
12 | Song, C.H., Lee, J.S., Kim, Y.T., 2021, Analysis of landslide susceptibility using deep neural network, Journal of the Korean Society of Hazard Mitigation, 21(3), 141-150 (in Korean with English abstract). DOI |
13 | Lee, W.Y., 2018, Determination method of hyperparameters based on HS algorithm for design of optimal convolutional neural network, Chung-Ang University, 1-3 (in Korean with English abstract). |
14 | ASTM D2216-10, 2010, Standard test methods for laboratory determination of water (moisture) content of soil and rock by mass, ASTM International, West Conshohocken, PA, DOI:10.1520/D2216-10. |
15 | Lee, S., Oh, H.J., 2019, Landslide susceptibility prediction using evidential belief function, weight of evidence and artificial neural network models, Korean Journal of Remote Sensing, 35(2), 229-316 (in Korean with English abstract). DOI |
16 | KMA (Korea Meteorological Administration), 2020, KMA weather data service open MET data portal, Retrieved from https://data.kma.go.kr/data/grnd/selectAsosRltmList.do?pgmNo=36&tabNo=1. |
17 | ASTM D3080-98, 1998, Standard test method for direct shear test of soils under consolidated drained conditions, ASTM International, West Conshohocken, PA, DOI: 10.1520/D3080-98. |
18 | ASTM D4318-00, 2000, Standard test methods for liquid limit, plastic limit, and plasticity index of soils, ASTM International, West Conshohocken, PA, DOI: 10.1520/D4318-00. |
19 | Lee, Y.J., Park, G.A., Kim, S.J., 2006, Analysis of landslide hazard area using logistic regression analysis and AHP (Analytical hierarchy process) approach, The Journal of the Korean Society of Civil Engineers, 26(5D), 861-867 (in Korean with English abstract). |
20 | Ma, S.K., 1979, Environmental interpretation on soil mass movement spot and disaster dangerous site for precautionary measures -in Peong Chang Area-, Journal of Korean Society of Forest Science, 45(1), 11-25 (in Korean with English abstract). |
21 | Mckelvey, R.D., Zavoina, W., 1975, A statistical model for the analysis of ordinal level dependent variables, Journal of Mathematical Sociology, 4(1), 103-120. DOI |
22 | NGII (National Geographic Information Institute), 2019, Digital topographic map, Retrieved from http://map.ngii.go.kr/ms/map/NlipMap.do. |
23 | Oh, H.J., 2010, Landslide detection and landslide susceptibility mapping using aerial photos and artificial neural networks, Korean Journal of Remote Sensing, 26(1), 47-57 (in Korean with English abstract). DOI |
24 | Park, S.J., 2014, Generality and specificity of landforms of the Korean peninsula, and its sustainability, Journal of the Korean Geographical Society, 49(5), 656-674 (in Korean with English abstract). |
25 | Chae, B.G., Kim, W.Y., Cho, Y.C., Kim, K.S., Lee, C.O., Choi, Y.S., 2004, Development of a logistic regression model for procabilistic prediction of debris flow, The Journal of Engineering Geology, 14(2), 211-222 (in Korean with English abstract). |
26 | Coulomb, C.A., 1776, Essai sur une application des regles de maximis et minimis quelques problemes de statique, relatits a la architecture, Memoires de Mathematique de la Academie Royale de Science, 7, 343-387. |
27 | ASTM D854-10, 2010, Standard test methods for specific gravity of soil solids by water pycnometer, ASTM International, West Conshohocken, PA, DOI: 10.1520/D0854-10. |
28 | Basheer, I.A., Hajmeer, M., 2000, Artificial neural networks: Fundamentals, computing, design, and application, Journal of Microbiological Methods, 43(3), 3-31. DOI |
29 | Chae, B.G., Seo, T.S., 2010, Suggestion of an evaluation chart for landslide susceptibility using a quantification analysis based on canonical correlation, Economic and Environmental Geology, 43(4), 381-391 (in Korean with English abstract). |
30 | Choi, J.S., 2000, Modern statistical analysis using SPSS Ver 10, Bogdoo Publish, 514p (in Korean). |
31 | Choi, J.W., Lee, S., Min, G.D., Woo, I., 2004, Landslide susceptibility mapping and verification using the GIS and bayesian probability model in Boun, Economic and Environmental Geology, 37(2), 207-223 (in Korean with English abstract). |
32 | Choi, S.W., Park, H.N., Jung, S.G., 1997, A study on landslide using geographic information system in the western part of Puyeo area, Research Institute for Basic Science Kongju National University, 6, 69-81 (in Korean with English abstract). |
33 | Chung, W.G., Lee, S.Y., 2007, A study on the forecasting of the apartment price index using artificial neural networks, Housing Studies, 15(3), 39-64 (in Korean with English abstract). |
34 | Kim, Y.J., Kim, W.Y., Yu, I.H., 1993, Analysis of regional geologic hazards using GIS, The Journal of Korean Society for Geospatial Information Science, 1(1), 89-94 (in Korean with English abstract). |
35 | Park, Y.G., 1965, Studies on the land slide, The Journal of The Korean Society of Agricultural Engineers, 7(1), 43-48 (in Korean with English abstract). |
36 | Garson, G.D., 1991, Interpreting neural-network connection weights, AI Expert, 6(4), 46-51. |
37 | Hazen, A., 1892, Experiments upon the purification of sewage and water at the Lawrence experiment station, 24th Annual Report, Massachusetts State Board of Health, 910p. |
38 | Kim, S.E., Seo, I.W., 2017, A study on the improvement of generalization accuracy of artificial neural network modeling using factor analysis and cluster analysis: Application to flow and water quality prediction, Water for Future, 50(6), 31-40 (in Korean). |
39 | Kim, Y.J., Kim, W.Y., Yu, I.H., 1992, GIS technolgy for analysing regional geologic hazards (Landslides), The Journal of Engineering Geology, 2(2), 131-140. |
40 | Kim, Y.J., Kim, W.Y., Yu, I.H., Park, S.H., Baek, J.H., Lee, H.W., 1991, Analysis of regional geologic hazards using Geographic Information System, Korean Journal of Remote Sensing, 7(2), 165-178 (in Korean with English abstract). DOI |
41 | Kim, Y.J., Yu, I.H., Kim, W.Y., Lee, S., Sin, E.S., Song, M.Y., 1996, A GIS technique to evaluate landslide activity, The Journal of Geographic Information System Association of Korea, 4(1), 83-92 (in Korean with English abstract). |
42 | Koo, H.B., Koo, J.D., 1995, Landslide data base system using GIS technology, The Journal of Geographic Information System Association of Korea, 3(1), 89-90 (in Korean with English abstract). |
43 | Kutner, M.H., Nachtsheim, C.J., Neter, J., 2004, Applied linear regression models, 4th ed., McGraw-Hill Education, 701p. |
44 | Jo, Y.C., Chea, B.G., Kim, W.Y., Chang, T.W., 2007, A modified logistic regression model for probabilistic prediction of debris flow at the granitic rock area and its application; landslide prediction map of Gangreung area, Economic and Environmental Geology, 40(1), 115-128 (in Korean with English abstract). |
45 | Lee, I.M., 1987, A stochastic numerical analysis of groundwater fluctuations in hillside slopes for assessing risk of landslides, Journal of the Korean Geotechnical Society, 3(4), 41-54. |
46 | ASTM D422-63, 2007, Standard test method for particle-size analysis of soils, ASTM International, West Conshohocken, PA, DOI: 10.1520/D0422-63R07E02. |
47 | Jang, D.H., Park, N.W., Chi, K.H., Kim, M.K., Chung, C.J., 2004, Landslide susceptibility analysis in the Boeun area using a GIS-based bayesian prediction model, Journal of the Korean Geomorphological Association, 11(3), 13-23 (in Korean with English abstract). |
48 | Jeong, K.S., 2018, Application of artificial neural network model to an analysis of the factors affecting the intention of the vulnerable class to move to Hangbok Housing in Incheon, Housing Studies, 26(3), 55-78 (in Korean with English abstract). |
49 | Jeong, M., Choi, H., Choi, J., 2020, Analysis of change detection results by UNet++ models according to the characteristics of loss function, Korean Journal of Remote Sensing, 36(5-2), 929-937 (in Korean with English abstract). DOI |
50 | Jo, Y.J., 2018, Big data SPSS latest analysis techniques, Hannarae Publishing Company, 168p. |
51 | Joo, G., Park, C., Im, H., 2020, Performance evaluation of machine learning optimizers, Journal of Institute of Korean Electrical and Electronics Engineers, 24(3), 766-776 (in Korean with English abstract). |
52 | Kang, W.P., Woo, B.M., 1985, Studies on the landslide disasters occurred in Munhyon-dong on July 5, 1985, Journal of Korean Society of Forest Science, 70(1), 77-83 (in Korean with English abstract). |
53 | Kim, J.Y., Park, H.J., 2013, A comparative study of Fuzzy relationship and ANN for landslide susceptibility in Pohang area, Economic and Environmental Geology, 46(4), 301-312 (in Korean with English abstract). DOI |
54 | Kim, M.K., Kim, S.P., Nho, H.J., Sohn, H.G., 2017, Landslide susceptibility mapping by comparing GIS-based spatial models in the Java, Indonesia, Surveying and Geo-Spatial Information Engineering, 37(5), 927-940 (in Korean with English abstract). |
55 | Lee, S.W., 1979, Studies on the causal factors of landslides on limestone soils in Pyeongchang-kun, Research Reports of Agricultural Science and Technology, 6(2), 125-133 (in Korean with English abstract). |
56 | Kang, W.P., Murai, H., Omura, H., Ma, H.S., 1986, On the determination of slope stability to landslide by quantification (II), Journal of Korean Society of Forest Science, 75(1), 32-37 (in Korean with English abstract). |
57 | Quan, H.C., Lee, B.G., Lee, C.S., Ko, J.W., 2011, The landslide probability analysis using logistic regression analysis and artificial neural network methods in Jeju, Journal of the Korean Society for Geospatial Information Science, 19(3), 33-40 (in Korean with English abstract). |
58 | Lee, M.J., Lee, S.R., Jeon, S.W., 2012, Landslide hazard mapping and verfication using probability rainfall and artificial neural networks, Journal of the Association Geographic Information Studies, 15(2), 57-70 (in Korean with English abstract). DOI |
59 | Lee, S., Lee, M.J., Won, J.S., 2005, Landslide susceptibility analysis and verification using artificial neural network in the Kangneung area, Economic and Environmental Geology, 38(1), 33-43 (in Korean with English abstract). |
60 | Lee, S., Ryu, J.H., Min, K.D., Won, J.S., 2000, Landslide susceptibility analysis using artificial neural networks, Economic and Environmental Geology,33(4), 333-340 (in Korean with English abstract). |
61 | Quan, H.C., Lee, B.G., Cho, E.I., 2008, Landslide susceptibility analysis in Jeju using artificial neural network (ANN) and GIS, Journal of the Environmental Sciences, 17(6), 679-687 (in Korean with English abstract). DOI |
62 | Li, L., Kim, H.L., Jun, K.S., Choi, M.H., 2016, Estimation of river discharge using satellite-derived flow signals and artificial neural network model: Application to Imjin river, The Journal of Korea Water Resources Association, 49(7), 589-597 (in Korean with English abstract). DOI |
63 | Muthen, B.O., 1984, A general structural equation model with dichotomous, ordered categorical, and continuous latent variable indicators, Psychometrika, 49(1), 115-132. DOI |
64 | Park, B.S., Yeo, S.C., 1971, Explanatory text of the geological map of Korea: Moggye sheet, Geological Survey of Korea, 24p. |
65 | Rao, V.B., Rao, H.V., 1993, C++ neural network and fuzzy logic, Management Information, 408p. |