Manifestation of LiDAR-derived parameters in the spatial prediction of landslides using novel ensemble evidential belief functions and support vector machine models in GIS

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 8, Issue 2, 2015, Pages 674-690

  Jebur, Mustafa Neamah ^a   Pradhan, Biswajeet ^a   Tehrany, Mahyat Shafapour ^a  

^a UNIVERSITY PUTRA MALAYSIA   (Malaysia)

Author keywords

Evidential belief function (EBF); geographical information system (GIS); landslide; light detection and ranging (LiDAR); Malaysia; remote sensing; support vector machine (SVM)

Indexed keywords

DISASTER PREVENTION; DISASTERS; EFFICIENCY; FORECASTING; GEOGRAPHIC INFORMATION SYSTEMS; IMAGE SEGMENTATION; LANDSLIDES; MAPPING; OPTICAL RADAR; RADIAL BASIS FUNCTION NETWORKS; REMOTE SENSING; SCALES (WEIGHING INSTRUMENTS); SEDIMENT TRANSPORT; UNCERTAINTY ANALYSIS;

BELIEF FUNCTION; DEVELOPMENT OPERATION; LANDSLIDE SUSCEPTIBILITY MAPPING; LIGHT DETECTION AND RANGING; MALAYSIA; RADIAL BASIS FUNCTION KERNELS; SUPPORT VECTOR MACHINE MODELS; TOPOGRAPHIC WETNESS INDEX;

SUPPORT VECTOR MACHINES;

ALGORITHM; DISASTER MANAGEMENT; GEOLOGICAL MAPPING; GIS; LANDSLIDE; LIDAR; MOUNTAIN REGION; NUMERICAL MODEL; PARAMETERIZATION; PREDICTION; REMOTE SENSING; SPATIAL ANALYSIS;

MALAYSIA; SELANGOR; ULU KLANG; WEST MALAYSIA;

EID: 85027936972     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2341276     Document Type: Article

References (55)

1. C. Promper, T. Glade, A. Puissant, and J. P. Malet, "Land cover as an important factor for landslide risk assessment," in Proc. EGU Gen. Assem., 2012, pp. 45-61.
2. M. N. Jebur, B. Pradhan, and M. S. Tehrany, "Detection of vertical slope movement in highly vegetated tropical area of Gunung pass landslide, Malaysia, using L-band InSAR technique," Geosci. J., vol. 18, no. 1, pp. 61-68, Mar. 2014, doi: 10.1007/s12303-013-0053-8.
3. L. Ayalew and H. Yamagishi, "The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan," Geomorphology, vol. 65, no. 1, pp. 15-31, Feb. 2005.
4. X. Yao, L. Tham, and F. Dai, "Landslide susceptibility mapping based on support vector machine: A case study on natural slopes of Hong Kong, China," Geomorphology, vol. 101, no. 4, pp. 572-582, Nov. 2008.
5. K. Smith and R. Ward, Floods: Physical Processes and Human Impacts. Hoboken, NJ, USA: Wiley, 1998, ch. 2, p. 382.
6. B. Pradhan, "A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS," Comput. Geosci., vol. 51, pp. 350-365, Feb. 2013, doi: 10.1016/j.cageo.2012.08.023.
7. F. Guzzetti, A. Carrara, M. Cardinali, and P. Reichenbach, "Landslide hazard evaluation: A review of current techniques and their application in a multi-scale study, Central Italy," Geomorphology, vol. 31, no. 1, pp. 181-216, Dec. 1999.
8. L. Van Beek and T. W. Van Asch, "Regional assessment of the effects of land-use change on landslide hazard by means of physically based modelling," Nat. Hazards, vol. 31, no. 1, pp. 289-304, Jan. 2004.
9. H. Yoshimatsu and S. Abe, "A review of landslide hazards in Japan and assessment of their susceptibility using an analytical hierarchic process (AHP) method," Landslides, vol. 3, no. 2, pp. 149-158, May 2006.
10. L. Ayalew, H. Yamagishi, and N. Ugawa, "Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan," Landslides, vol. 1, no. 1, pp. 73-81, Mar. 2004.
11. Y. R. Chen, C. H. Yeh, and B. Yu, "Integrated application of the analytic hierarchy process and the geographic information system for flood risk assessment and flood plain management in Taiwan," Nat. Hazards, vol. 59, no. 3, pp. 1261-1276, Dec. 2011.
12. I. Yilmaz, "A case study from Koyulhisar (Sivas-Turkey) for landslide susceptibility mapping by artificial neural networks," Bull. Eng. Geol. Environ., vol. 68, no. 3, pp. 297-306, Aug. 2009.
13. S. Lee and B. Pradhan, "Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models," Landslides, vol. 4, no. 1, pp. 33-41, Mar. 2007.
14. B. Pradhan and S. Lee, "Landslide susceptibility assessment and factor effect analysis: Backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling," Environ. Model. Softw., vol. 25, no. 6, pp. 747-759, Jun. 2010.
15. P. Aleotti and R. Chowdhury, "Landslide hazard assessment: Summary review and new perspectives," Bull. Eng. Geol. Environ., vol. 58, no. 1, pp. 21-44, Aug. 1999.
16. M. J. Lee, J. e. Kang, and S. Jeon, "Application of frequency ratio model and validation for predictive flooded area susceptibility mapping using GIS," in Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS), 2012, pp. 895-898.
17. B. Pradhan, S. Lee, and M. F. Buchroithner, "A GIS-based backpropagation neural network model and its cross-application and validation for landslide susceptibility analyses," Comput. Environ. Urban Syst., vol. 34, no. 3, pp. 216-235, May 2010.
18. J. Choi, H. J. Oh, J. S. Won, and S. Lee, "Validation of an artificial neural network model for landslide susceptibility mapping," Environ. Earth Sci., vol. 60, no. 3, pp. 473-483, Apr. 2010.
19. B. Pradhan and S. Lee, "Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models," Environ. Earth Sci., vol. 60, no. 5, pp. 1037-1054, May 2010.
20. H. Saito, D. Nakayama, and H. Matsuyama, "Comparison of landslide susceptibility based on a decision-tree model and actual landslide occurrence: The Akaishi Mountains, Japan," Geomorphology, vol. 109, no. 3, pp. 108-121, Aug. 2009.
21. D. Tien Bui, B. Pradhan, O. Lofman, and I. Revhaug, "Landslide susceptibility assessment in vietnam using support vector machines, decision tree, and Naive Bayes Models," Math. Prob. Eng., vol. 2012, pp. 1-26, Apr. 2012, doi: 10.1155/2012/974638.
22. H. Nefeslioglu, E. Sezer, C. Gokceoglu, A. Bozkir, and T. Duman, "Assessment of landslide susceptibility by decision trees in the metropolitan area of Istanbul, Turkey," Math. Prob. Eng., vol. 2010, pp. 1-15, 2010, doi: 10.1155/2010/901095.
23. R. Moonjun, Application of Artificial Neural Network and Decision Tree in a GIS-Based Predictive Soil Mapping for Landslide Vulnerability Study: A Case Study of Hoi Num Rin Sub-Watershed, Thailand. Enschede, The Netherlands: ITC, 2007, ch. 3, p. 104.
24. J. S. Jang, "ANFIS: Adaptive-network-based fuzzy inference system," IEEE Trans. Syst. Man Cybern., vol. 23, no. 3, pp. 665-685, May 1993.
25. D. Tien Bui, B. Pradhan, O. Lofman, I. Revhaug, and O. B. Dick, "Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS," Comput. Geosci., vol. 45, pp. 199-211, Aug. 2012, doi: 10.1016/j.cageo.2011.10.031.
26. K. Chau, C. Wu, and Y. Li, "Comparison of several flood forecasting models in Yangtze River," J. Hydrol. Eng., vol. 10, no. 6, pp. 485-491, Nov. 2005.
27. N. W. Park, "Application of Dempster-Shafer theory of evidence to GIS-based landslide susceptibility analysis," Environ. Earth Sci., vol. 62, no. 2, pp. 367-376, Jan. 2011.
28. O. F. Althuwaynee, B. Pradhan, and S. Lee, "Application of an evidential belief function model in landslide susceptibility mapping," Comput. Geosci., vol. 44, pp. 120-135, Jul. 2012, doi: 10.1016/j.cageo. 2012.03.003.
29. A. A. Hassaballa, O. F. Althuwaynee, and B. Pradhan, "Extraction of soil moisture from RADARSAT-1 and its role in the formation of the 6 December 2008 landslide at Bukit Antarabangsa, Kuala Lumpur," Arabian J. Geosci., vol. 7, no. 7, pp. 2831-2840, Jul. 2014, doi: 10.1007/s12517-013-0990-6.
30. M. S. Tehrany, B. Pradhan, and M. N. Jebur, "Spatial prediction of flood susceptible areas using rule based decision tree (DT) and a novel ensemble bivariate and multivariate statistical models in GIS," J. Hydrol., vol. 504, pp. 69-79, Nov. 2013, doi: 10.1016/j.jhydrol.2013.09.034.
31. A. Miller, "Assessing landslide susceptibility by incorporating the surface cover index as a measurement of vegetative cover," Land Degrad. Develop., vol. 24, no. 3, pp. 205-227, Jun. 2011.
32. S. Lee, J. Choi, and K. Min, "Probabilistic landslide hazard mapping using GIS and remote sensing data at Boun, Korea," Int. J. Remote Sens., vol. 25, no. 11, pp. 2037-2052, Jun. 2004.
33. H. J. Oh and B. Pradhan, "Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area," Comput. Geosci., vol. 37, no. 9, pp. 1264-1276, Sep. 2011.
34. N. R. Regmi, J. R. Giardino, and J. D. Vitek, "Modeling susceptibility to landslides using the weight of evidence approach: Western Colorado, USA," Geomorphology, vol. 115, no. 1, pp. 172-187, Feb. 2010.
35. S. J. Riley, S. D. DeGloria, and R. Elliot, "A terrain ruggedness index that quantifies topographic heterogeneity," Intermt. J. Sci., vol. 5, no. 1-4, pp. 23-27, Jul. 1999.
36. I. D. Moore and J. P. Wilson, "Length-slope factors for the revised Universal soil loss equation: Simplified method of estimation," J. Soil Water Conserv., vol. 47, no. 5, pp. 423-428, Oct. 1992.
37. A. P. Dempster, "Upper and lower probabilities induced by a multivalued mapping," Ann. Math. Statist., vol. 38, no. 2, pp. 325-339, Jun. 1967.
38. E. J. M. Carranza and M. Hale, "Evidential belief functions for datadriven geologically constrained mapping of gold potential, Baguio district, Philippines," Ore Geol. Rev., vol. 22, no. 1, pp. 117-132, Jan. 2003.
39. D. Tien Bui, B. Pradhan, O. Lofman, I. Revhaug, and O. B. Dick, "Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): A comparative assessment of the efficacy of evidential belief functions and fuzzy logic models," Catena, vol. 96, pp. 28-40, Sep. 2012, doi: 10.1016/j.catena.2012.04.001.
40. M. S. Tehrany, B. Pradhan, and M. N. Jebu, "A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery," Geocarto Int., vol. 29, no. 4, pp. 351-369, 2014, doi: 10.1080/10106049.2013.768300.
41. A. Brenning, "Spatial prediction models for landslide hazards: Review, comparison and evaluation," Nat. Hazards Earth Syst. Sci., vol. 5, no. 6, pp. 853-862, Feb. 2005.
42. M. Marjanović, M. Kovacević, B. Bajat, and V. Vozenílek, "Landslide susceptibility assessment using SVM machine learning algorithm," Eng. Geol., vol. 123, no. 3, pp. 225-234, Nov. 2011.
43. B. Dixon and N. Candade, "Multispectral landuse classification using neural networks and support vector machines: One or the other, or both?," Int. J. Remote Sens., vol. 29, no. 4, pp. 1185-1206, Dec. 2008.
44. R. Damasevicius, "Optimization of SVM parameters for recognition of regulatory DNA sequences," Top, vol. 18, no. 2, pp. 339-353, Dec. 2010.
45. T. Kavzoglu and I. Colkesen, "A kernel functions analysis for support vector machines for land cover classification," Int. J. Appl. Earth Observ. Geoinf., vol. 11, no. 5, pp. 352-359, Oct. 2009.
46. S. Ali and K. A. Smith, "Automatic parameter selection for polynomial kernel," in Proc. IEEE Int. Conf. Inf. Reuse Integr. (IRI), Oct. 2003, pp. 243-249.
47. M. Saimurugan, K. Ramachandran, V. Sugumaran, and N. Sakthivel, "Multi component fault diagnosis of rotational mechanical system based on decision tree and support vector machine," Expert Syst. Appl., vol. 38, no. 4, pp. 3819-3826, Apr. 2011.
48. X. Zhu, S. Zhang, Z. Jin, Z. Zhang, and Z. Xu, "Missing value estimation for mixed-attribute data sets," IEEE Trans. Knowl. Data Eng., vol. 23, no. 1, pp. 110-121, Jan. 2011.
49. S. Song, Z. Zhan, Z. Long, J. Zhang, and L. Yao, "Comparative study of SVM methods combined with voxel selection for object category classification on fMRI data," Plos One, vol. 6, no. 2, p. e17191, Feb. 2011.
50. O. Chapelle, V. Vapnik, O. Bousquet, and S. Mukherjee, "Choosing multiple parameters for support vector machines," Mach. Learn., vol. 46, no. 1-3, pp. 131-159, Jan. 2002.
51. H. R. Pourghasemi, A. G. Jirandeh, B. Pradhan, C. Xu, and C. Gokceoglu, "Landslide susceptibility mapping using support vector machine and GIS at the Golestan Province, Iran," J. Earth Syst. Sci., vol. 122, no. 2, pp. 1-21, Apr. 2013.
52. S. Lee and B. Pradhan, "Probabilistic landslide hazards and risk mapping on Penang Island, Malaysia," J. Earth Syst. Sci., vol. 115, no. 6, pp. 661-672, Dec. 2006.
53. C. Gokceoglu, H. Sonmez, H. A. Nefeslioglu, T. Y. Duman, and T. Can, "The 17 March 2005 Kuzulu landslide (Sivas, Turkey) and landslidesusceptibility map of its near vicinity," Eng. Geol., vol. 81, no. 1, pp. 65-83, Sep. 2005.
54. H. A. Nefeslioglu, T. Y. Duman, and S. Durmaz, "Landslide susceptibility mapping for a part of tectonic Kelkit Valley (Eastern Black Sea region of Turkey)," Geomorphology, vol. 94, no. 3, pp. 401-418, Feb. 2008.
55. C. H. Grohmann, M. J. Smith, and C. Riccomini, "Multiscale analysis of topographic surface roughness in the Midland Valley, Scotland," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 4, pp. 1200-1213, Apr. 2011.