An automated approach for detection of shallow landslides from LiDAR derived DEM using geomorphological indicators in a tropical forest

Terrigenous Mass Movements: Detection, Modelling, Early Warning and Mitigation Using Geoinformation Technology

Volumn 9783642254956, Issue , 2012, Pages 1-22

  Mann, Ulrich ^a   Pradhan, Biswajeet ^a,b   Prechtel, Nikolas ^a   Buchroithner, Manfred F ^a  

^a DRESDEN UNIVERSITY OF TECHNOLOGY   (Germany)

^b UNIVERSITY PUTRA MALAYSIA   (Malaysia)

Author keywords

DEM; GIS; Inventory; Landslide; LiDAR; Malaysia; Remote sensing

Indexed keywords

AERIAL PHOTOGRAPHY; ANTENNAS; CATCHMENTS; FORESTRY; GEOGRAPHIC INFORMATION SYSTEMS; GEOMORPHOLOGY; HIGH LEVEL LANGUAGES; LANDFORMS; OPTICAL RADAR; OPTICAL REMOTE SENSING; SURFACE ROUGHNESS; SURVEYING;

AERIAL PHOTOGRAPHS; AUTOMATED APPROACH; DIGITAL ELEVATION MODEL; INVENTORY; LANDSLIDE INVENTORIES; LIGHT DETECTION AND RANGING; MALAYSIA; REMOTE-SENSING; SHALLOW LANDSLIDE; TROPICAL FOREST;

LANDSLIDES;

EID: 84927578447     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1007/978-3-642-25495-6_1     Document Type: Chapter

References (72)

1. Abbott PL (2004) Natural disasters. McGraw-Hill Companies Inc., New York, p 460
2. BBC (2010) Weather Cameron Highlands. http://www.bbc.co.uk/weather/world/city-guides/results.shtml?tt=TT002580. Accessed 8 Nov 2010
3. Akgun A, Dag S, Bulut F. (2008) Landslide susceptibility mapping for a landslide prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models. Environ Geol 54:1127-1143
4. Akgun A, Bulut F. (2007) GIS-based landslide susceptibility for Arsin-Yomra region (Trabzon, North Turkey). Environ Geol 51:1377-1387
5. Akgun A, Turk N. (2010) Landslide susceptibility mapping for Ayvalik (Western Turkey) and its vicinity by multicriteria decision analysis. Environ Earth Sci 61(3):13595-13611
6. Brardinoni F, Slaymaker O, Hassan M.A. (2003) Landslide inventory in a rugged forested watershed: a comparison between air-photo and field survey data. Geomorphology 54: 179-196
7. Bishop MP, Shroder JF Jr (2004) Geographic information science and mountain geomorphology. Springer, Berlin
8. Can T, Nefeslioglu HA, Gokceoglu C, Sonmez H., Duman T.Y. (2005) Susceptibility assessment of shallow earthflows triggered by heavy rainfall at three subcatchments by logistic regression analyses. Geomorphology 72:250-271
9. Carter W, Shrestha R, Tuell G., Bloomquist D, Sartori M. (2001) Airborne laser swath mapping shines new light on earth's topography. EOS Trans, Am Geophys Union 82(46):549-555
10. CCRS (2005) Canada centre for remote sensing glossary. http://www.ccrs.nrcan.gc.ca/glossary/index-e.php. Accessed 29 Nov 2010
11. Clark ML, Clark DB, Roberts D.A. (2004) Small-footprint LiDAR estimation of sub-canopy elevation and tree height in a tropical rain forest landscape. Remote Sens Environ 91(1):68-89
12. Cruden DM, Varnes D.J. (1996) Landslide types and processes. In: Turner AK, Shuster RL (eds) Landslides: investigation and mitigation. Transportation Research Board Special Report 247:36-75
13. Danneels G, Havenith H-B, Strom A, Pirard E. (2008) Landslide detection methods, inventory analysis and susceptibility mapping applied to the Tien Shan, Kyrgyz Republic. In: Sassa K, Canuti P (eds) Landslides. Disaster risk reduction. Springer, Berlin
14. De Smith M.J., Goodchild MF, Longley P.A. (2007) Geospatial analysis: a comprehensive guide to principles, techniques and software tools, 3rd edn. Troubador, London
15. Dikau R (1988) Entwurf einer geomorphographisch: analytischen Systematik von Reliefeinheiten. In: Heidelberger geographische bausteine, vol 5. Heidelberg
16. Dikau R, Schmidt J. (1999) Georeliefklassifikation. In: Schneider-Sliwa R, Schaub D, Gerold G (Hrsg.) Angewandte Landschaftsökologie - Grundlagen und Methoden, Heidelberg pp 217-244
17. Duman TY, Can T, Gokceoglu C., Nefeslioglu HA, Sonmez H. (2006) Application of logistic regression for landslide susceptibility zoning of Cekmece Area, Istanbul, Turkey. Environ Geol 51:241-256
18. Ercanoglu M, Gokceoglu C. (2002) Assessment of landslide susceptibility for a landslide prone area (north of Yenice, NW Turkey) by fuzzy approach. Environ Geol 41:720-730
19. Ercanoglu M, Gokceoglu C. (2004) Use of fuzzy relations to produce landslide 18 Susceptibility map of a landslide prone area (West Black Sea Region, Turkey). Eng Geol 75:229-250
20. Ercanoglu M (2005) Landslide susceptibility assessment of SE Bartin (West Black Sea region, Turkey) by artificial neural networks. Nat Hazards Earth Syst Sci 5:979-992
21. Ercanoglu M, Kasmer O, Temiz N. (2008) Adaptation and comparison of expert opinion to analytical hierarchy process for landslide susceptibility mapping. Bull Eng Geol Environ 67: 565-578
22. ESRI (2010) Performance of ArcObjects. http://resources.esri.com/help/9.3/arcgisengine/dotnet/26b7a578-7854-4ff9-b96c-948eded73626.htm. Accessed 01 Dec 2010
23. Fara HD, Scheidegger A.E. (1963) An eigenvalue method for the statistical evaluation of fault plane solutions of earthquakes. Seismol Soc Am Bull 53:811-816
24. Fortuin R (2006) Soil erosion in Cameron Highlands. Saxion University Deventer, Environmental Technology, The Netherlands. http://www.reach.org.my/index.php?option=com-content&view=article&id=80:soil-erosion-in-cameron-highlands&catid=68:land-slides-erosion-and-iltation&Itemid=13. Accessed 8 Nov 2010
25. Gajski D (2004) Rasterbasierte Geländeoberflächeanalysen. Dissertation, Wien
26. Glenn NF, Streutker DR, Chadwick J, Glenn D.J., Thackray GD, Dorsch S.J. (2006) Analysis of Lidar-derived topographic information for characterizing and differentiating landslide morphology and activity. Geomorphology 73:131-148
27. Gokceoglu C, Sezer E. (2009) A statistical assessment on international landslide literature (1945-2008). Landslides 6:345-351
28. Guzzetti F (2004) Landslide mapping, hazard assessment and risk avaluation: limits and potential. In: Proceedings international symposium on landslide and debris flow hazard assessment, National Center for Research on Earthquake Engineering, Taipei, 7-8 Oct 2004, pp C1-C17
29. Guzzetti F, Reichenbach P, Ardizzone F., Cardinali M, Galli M. (2006) Estimating the quality of landslide susceptibility models. Geomorphology 81:166-184
30. Gray A (1997) Osculating circles to plane curves. In: Modern differential geometry of curves and surfaces with mathematica, 2nd edn. CRC Press, Boca Raton, pp 111-115
31. Hylland MD, Lowe M. (1997) Regional landslide-hazard evaluation using landslide slopes, western Wasatch County, Utah. Environ Eng Geosci 3(1):31-43
32. IAEG Commission on Landslides (1990) Suggested nomenclature for landslides. Bull Int Assoc Eng Geol 41:13-16
33. Iovine G, Di Gregorio S, Lupiano V. (2003) Debris-flow susceptibility assessment through cellular automata modelling: an example from 15-16 December 1999 disaster at Cervinara and San Martino Valle Caudina (Campania, southern Italy). Nat Hazards Earth Syst Sci 3:457-468
34. Jakob M, Hungr O. (2005) Debris-flow hazards and related phenomena. Springer, Berlin
35. Kugler H (1974) Das Georelief und seine kartographische Modellierung. Dissertation B, Martin Luther-Universität Halle, Wittenburg
36. Lazacode (2010) Cameron Highlands History. Lazacode Malaysia Education and Creative Information portal. http://lazacode.com/place-empire/cameron-highlands-history. Accessed 8 Jan 2011
37. Lee EM, Jones DKC (2004) Landslide risk assessment. Thomas Telford, London
38. Lee S (2005) Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data. Int J Remote Sens 26:1477-1491
39. McKean J, Roering J. (2003) Objective landslide detection and surface morphology mapping using high-resolution airborne laser altimetry. Geomorphology 57:331-351
40. NASA (2011) Measuring vegetation (NDVI and EVI). By Weier J, Herring D. NASA Earth Observatory. http://earthobservatory.nasa.gov/Features/MeasuringVegetation. Accessed 8 Jan 2011
41. Nefeslioglu HA, Gokceoglu C. (2011) Probabilistic risk assessment in medium scale for rainfall induced earthflows: Catakli catchment area (Cayeli, Rize, Turkey). Math Probl Eng, Article ID 280431
42. Nefeslioglu HA, Duman TY, Durmaz S. (2008) Landslide susceptibility mapping for a part of tectonic Kelkit Valley (Eastern Black Sea region of Turkey). Geomorphology 94(3-4):401-418
43. Nefeslioglu HA, Sezer E Gokceoglu C, Bozkir AS, Duman TY (2010) Assessment of landslide susceptibility by Decision Trees in the metropolitan area of Istanbul, Turkey. Math Probl Eng. pp 1-15. doi:10.1155/2010/901095,
44. Oh HJ, Pradhan B. (2010). Application of neuro-fuzzy model to landslide susceptibility mapping for shallow landslides in a tropical hilly area. Comput Geosci (Article on-line first available). doi:10.1016/j.cageo.2010.10.012
45. Penck A (1894) Morphologie der Erdoberfläche. J. Engelhorn, Stuttgart
46. Pollack M (2002) Methodischer Beitrag zur GIS-basierten mittelmaßstäbigen geomorphologischen Klassifizierung und Kartierung des Zentral-Altai auf Grundlage von DGM und Geländeerhebungen. Diploma Thesis, TU Dresden, Institute for Cartography
47. Pradhan B (2010a) Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression modelonthree test areas in Malaysia. Adv Space Res 45(10): 1244-1256
48. Pradhan B (2010b) Manifestation of an advanced fuzzy logic model coupled with Geoinformation techniques for landslide susceptibility analysis. Environ Ecol Stat (article-on line first available). doi:10.1007/s10651-010-0147-7
49. Pradhan B (2010c) Applicationofanadvanced fuzzy logic model for landslide susceptibility analysis. International Journal of Computational Intelligence Systems 3(3):370-381. doi:10.2991/ijcis.2010.3.3.12
50. Pradhan B (2010d) Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches. J Indian Soc Remote Sens 38(2):301-320. doi:10.1007/s12524-010-0020-z
51. Pradhan B (2011) Use of GIS based fuzzy relations and its cross application to produce landslide susceptibility maps in three test areas in Malaysia. Environ Earth Sci 63(2):329-349. doi:10.1007/s12665-010-0705-1
52. Pradhan B, Lee S. (2010a) Regional landslide susceptibility analysis using back-propagation neural network at Cameron Highlands, Malaysia. Landslides 7(1):13-30
53. Pradhan B, Lee S. (2010b) Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models. Environ Earth Sci 60(5):1037-1054
54. Pradhan B, Lee S. (2010c) Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modeling. Environ Model Softw 25(6):747-759
55. Pradhan B, Lee S, Buchroithner M.F. (2010a) A GIS-based back-propagation neural network model and its cross-application and validation for landslide susceptibility analyses. Comput Environ Urban Syst 34:216-235
56. Pradhan B, Lee S, Buchroithner M.F. (2010b) Remote sensing and GIS-based landslide susceptibility analysis and its cross-validation in three test areas using a frequency ratio model. Photogrammetrie, Fernekundung, Geoinformation 1(1):17-32
57. Pradhan B, Sezer A, Gokceoglu C., Buchroithner M.F. (2010c) Landslide susceptibility mapping by neuro-fuzzy approach in a landslide prone area (Cameron Highland, Malaysia). IEEE Trans Geosci Remote Sens 48(12):4164-4177. doi:10.1109/TGRS.2010.2050328
58. Razak KA, Straatsma MW, Van Westen CJ, de Jong SM (2010). Airborne laser scanning of forested landslides: terrain model quality and visualization. Geomorphology (article on-line first available). doi:10.1016/j.geomorph.2010.11.003
59. Razak KA, Straatsma MW, Van Westen CJ, Malet J.P. (2009) Utilization of airborne LIDAR data for landslide mapping in forested terrain: status and challenges. Presented at the 10th South East Asian Survey Congress (SEASC) in conjunction with 16th UNGEGN Workshop - 16th ABLOS Business Meeting and 4th Indonesian Geoinformation Technology Exhibition, 04-07 Aug 2009, Bali, Indonesia, p 10
60. Ritter ME (2010) The physical environment: an introduction to physical geography. http://www.uwsp.edu/geo/faculty/ritter/geog101/textbook/title-page.html. Accessed 9 Jan 2011
61. Rivard LA (2009) Geohazard-associated Geounits. Springer, Berlin
62. Sassa K, Fukuoka H, Wang F., Wang G. (2005) Landslides risk analysis and sustainable disaster management. Springer, Berlin
63. Sezer EA, Pradhan B, Gokceoglu C. (2011) Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia. Expert Syst Appl 38(7):8208-8219
64. Sithole G, Vosselman G. (2004) Experimental comparison of filter algorithms for bare-earth extraction from airborne laser scanning points clouds. ISPRS J Photogramm Remote Sens 59(1-2):85-101
65. Schulz WH (2007) Landslide susceptibility revealed by LIDAR imagery and historical records, Seattle, Washington. Eng Geol 89:67-87
66. Schuster RL, Wieczorek G.F. (2002) Landslide triggers and types. In: Rybář J, Stemberk J, Wagner P (eds) Landslides. Swets and Zeitlinger B.V., Lisse
67. Takahashi T (2009) Mechanics-based approach toward the mitigation of debris flow disasters. In: Sassa K, Canuti P (eds) Landslides. Disaster risk reduction. Springer, Berlin
68. Wohl E, Oguchi T. (2004) Geographic information systems and mountain hazards. In: Bishop MP, Shroder JF Jr (eds) Geographic information science and mountain geomorphology. Springer, Berlin, pp 309-341
69. Yilmaz I (2009) Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey). Comput Geosci 35(6):1125-1138
70. Yilmaz I (2010a) The effect of the sampling strategies on the landslide susceptibility mapping by conditional probability (CP) and artificial neural network (ANN). Environ Earth Sci 60:505-519
71. Yilmaz I (2010b) Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine. Environ Earth Sci 61:821-836
72. Youssef AM, Pradhan B, Gaber AFD, Buchroithner M.F. (2009) Geomorphological hazard analysis along the Egyptian red sea coast between Safaga and Quseir. Nat Hazards Earth Syst Sci 9:751-766