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2013 | OriginalPaper | Chapter

Advanced Image Analysis for Automated Mapping of Landslide Surface Fissures

Authors : A. Stumpf, U. Niethhammer, S. Rothmund, A. Mathieu, J. P. Malet, N. Kerle, M. Joswig

Published in: Landslide Science and Practice

Publisher: Springer Berlin Heidelberg

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Abstract

Surface fissures are potential indicators of slope instabilities and considerably influence infiltration characteristics of the soil. The increasing availability of unmanned aerial vehicles (UAVs) enables the observation of surface features at unprecedented detail and this study develops an image processing method combining Gaussian filters and object-oriented image analysis to map such features in very-high resolution (VHR) aerial images largely automatically. At three different time steps the results of the technique are compared with expert elaborated maps.

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Literature
go back to reference Abramson LW, Lee TS, Sharma S, Boyce GM (2001) Slope stability and stabilization methods. In: vol 2nd edn. Wiley, p 736 Abramson LW, Lee TS, Sharma S, Boyce GM (2001) Slope stability and stabilization methods. In: vol 2nd edn. Wiley, p 736
go back to reference Baum RL, Fleming RW (1991) Use of longitudinal strain in identifying driving and resisting elements of landslides. Geol Soc Am Bull 103:1121–1132CrossRef Baum RL, Fleming RW (1991) Use of longitudinal strain in identifying driving and resisting elements of landslides. Geol Soc Am Bull 103:1121–1132CrossRef
go back to reference Bièvre G, Jongmans D, Winiarski T, Zumbo V (2011) Application of geophysical measurements for assessing the role of fissures in water infiltration within a clay landslide (Trièves area, French Alps). Hydrol Process. doi:n/a-n/a. doi:10.1002/hyp.7986 Bièvre G, Jongmans D, Winiarski T, Zumbo V (2011) Application of geophysical measurements for assessing the role of fissures in water infiltration within a clay landslide (Trièves area, French Alps). Hydrol Process. doi:n/​a-n/​a. doi:10.​1002/​hyp.​7986
go back to reference Chaudhuri S, Chatterjee S, Katz N, Nelson M, Goldbaum M (1989) Detection of blood vessels in retinal images using two-dimensional matched filters. IEEE Trans Med Imag 8(3):263–269CrossRef Chaudhuri S, Chatterjee S, Katz N, Nelson M, Goldbaum M (1989) Detection of blood vessels in retinal images using two-dimensional matched filters. IEEE Trans Med Imag 8(3):263–269CrossRef
go back to reference Chowdhury RN, Zhang S (1991) Tension cracks and slope failure. In: Paper presented at the international conference in slope stability engineering: developments and applications. Proceedings of an international conference, Isle of Wight Chowdhury RN, Zhang S (1991) Tension cracks and slope failure. In: Paper presented at the international conference in slope stability engineering: developments and applications. Proceedings of an international conference, Isle of Wight
go back to reference Corominas J, Moya J, Hürlimann M (2002) Landslide rainfall triggers in the Spanish eastern Pyrenees. In: Paper presented at the 4th EGS Plinius conference on Mediterranean storms, Mallorca, 4 Oct Corominas J, Moya J, Hürlimann M (2002) Landslide rainfall triggers in the Spanish eastern Pyrenees. In: Paper presented at the 4th EGS Plinius conference on Mediterranean storms, Mallorca, 4 Oct
go back to reference Fleming RW, Baum RL, Giardino M (1999) Map and description of the active part of the slumgullion landslide, Hinsdale County. Geologic invstigations Series Map I-2672. U.S. Geologcial Survey, p 36 Fleming RW, Baum RL, Giardino M (1999) Map and description of the active part of the slumgullion landslide, Hinsdale County. Geologic invstigations Series Map I-2672. U.S. Geologcial Survey, p 36
go back to reference Grandjean G, Bitri A, Krzeminska DM (2011) Characterisation of a landslide fissure pattern by integrating seismic azimuth tomography and geotechnical testing. Hydrol Process. doi:n/a-n/a. doi:10.1002/hyp.7993 Grandjean G, Bitri A, Krzeminska DM (2011) Characterisation of a landslide fissure pattern by integrating seismic azimuth tomography and geotechnical testing. Hydrol Process. doi:n/​a-n/​a. doi:10.​1002/​hyp.​7993
go back to reference Günther A, Carstensen A, Pohl W (2004) Automated sliding susceptibility mapping of rock slopes. Nat Hazards Ear Syst Sci 4:95–102CrossRef Günther A, Carstensen A, Pohl W (2004) Automated sliding susceptibility mapping of rock slopes. Nat Hazards Ear Syst Sci 4:95–102CrossRef
go back to reference Hoek E, Bray JW (1981) Rock slope engineering. The Institution of Mining and Metallurgy, London Hoek E, Bray JW (1981) Rock slope engineering. The Institution of Mining and Metallurgy, London
go back to reference Hoover AD, Kouznetsova V, Goldbaum M (2000) Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response. IEEE Trans Med Imag 19(3):203–210CrossRef Hoover AD, Kouznetsova V, Goldbaum M (2000) Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response. IEEE Trans Med Imag 19(3):203–210CrossRef
go back to reference Iverson RM (2000) Landslide triggering by rain infiltration. Water Resour Res 36(7):1897–1910CrossRef Iverson RM (2000) Landslide triggering by rain infiltration. Water Resour Res 36(7):1897–1910CrossRef
go back to reference Jaboyedoff M, Baillifard F, Couture R, Locat J, Locat P (2004) Toward preliminary hazard assessment using DEM topographic analysis and simple mechanical modeling by means of sloping local base level. In: Lacerda WA, Ehrlich M, Fontoura AB, Sayão A (eds) Landslides: evaluation and stabilization. Taylor & Francis Group, London, pp 199–205 Jaboyedoff M, Baillifard F, Couture R, Locat J, Locat P (2004) Toward preliminary hazard assessment using DEM topographic analysis and simple mechanical modeling by means of sloping local base level. In: Lacerda WA, Ehrlich M, Fontoura AB, Sayão A (eds) Landslides: evaluation and stabilization. Taylor & Francis Group, London, pp 199–205
go back to reference Krauskopf KB, Feitler S, Griggs AB et al (1939) Structural features of a landslide near Gilroy, California. J Geol 47(6):630–648CrossRef Krauskopf KB, Feitler S, Griggs AB et al (1939) Structural features of a landslide near Gilroy, California. J Geol 47(6):630–648CrossRef
go back to reference Lindenmaier F, Zehe E, Dittfurth A, Ihringer J (2005) Process identification at a slow-moving landslide in the Vorarlberg Alps. Hydrol Process 19(8):1635–1651. doi:10.1002/hyp.5592 CrossRef Lindenmaier F, Zehe E, Dittfurth A, Ihringer J (2005) Process identification at a slow-moving landslide in the Vorarlberg Alps. Hydrol Process 19(8):1635–1651. doi:10.​1002/​hyp.​5592 CrossRef
go back to reference Malet J-P, Auzet A-V, Maquaire O, Ambroise B, Descroix L, Esteves M, Vandervaere J-P, Truchet E (2003) Soil surface characteristics influence on infiltration in black marls: application to the Super-Sauze earth flow (southern Alps, France). Earth Surf Process Land 28(5):547–564CrossRef Malet J-P, Auzet A-V, Maquaire O, Ambroise B, Descroix L, Esteves M, Vandervaere J-P, Truchet E (2003) Soil surface characteristics influence on infiltration in black marls: application to the Super-Sauze earth flow (southern Alps, France). Earth Surf Process Land 28(5):547–564CrossRef
go back to reference Malet JP, van Asch TWJ, van Beek R, Maquaire O (2005) Forecasting the behaviour of complex landslides with a spatially distributed hydrological model. Nat Hazards Ear Syst Sci 5(1):71–85. doi:10.5194/nhess-5-71-2005 CrossRef Malet JP, van Asch TWJ, van Beek R, Maquaire O (2005) Forecasting the behaviour of complex landslides with a spatially distributed hydrological model. Nat Hazards Ear Syst Sci 5(1):71–85. doi:10.​5194/​nhess-5-71-2005 CrossRef
go back to reference Matheson GD (1983) Rock stability assessment in preliminary site investigations – graphical methods. vol Report 1039. Transport and Road Research Laboratory, Crownthorne Matheson GD (1983) Rock stability assessment in preliminary site investigations – graphical methods. vol Report 1039. Transport and Road Research Laboratory, Crownthorne
go back to reference McCalpin J (1984) Preliminary age classification of landslides for inventory mapping. In: Paper presented at the 21st Annual engineering geology and soils engineering symposium, Moscow, 5–6 April McCalpin J (1984) Preliminary age classification of landslides for inventory mapping. In: Paper presented at the 21st Annual engineering geology and soils engineering symposium, Moscow, 5–6 April
go back to reference Mendonca AM, Campilho A (2006) Segmentation of retinal blood vessels by combining the detection of centerlines and morphological reconstruction. IEEE Trans Med Imag 25(9):1200–1213CrossRef Mendonca AM, Campilho A (2006) Segmentation of retinal blood vessels by combining the detection of centerlines and morphological reconstruction. IEEE Trans Med Imag 25(9):1200–1213CrossRef
go back to reference Niethammer U, James MR, Rothmund S, Travelletti J, Joswig M (2011) UAV-based remote sensing of the Super-Sauze landslide: evaluation and results. Engineering geology, Accepted Manuscript. doi:10.1016/j.enggeo.2011.03.012 (in press) Niethammer U, James MR, Rothmund S, Travelletti J, Joswig M (2011) UAV-based remote sensing of the Super-Sauze landslide: evaluation and results. Engineering geology, Accepted Manuscript. doi:10.​1016/​j.​enggeo.​2011.​03.​012 (in press)
go back to reference Otsu N (1979) A threshold selection method from gray-level histograms. IEEE Trans Systs Man Cybernetics 9(1):62–66CrossRef Otsu N (1979) A threshold selection method from gray-level histograms. IEEE Trans Systs Man Cybernetics 9(1):62–66CrossRef
go back to reference Petley D, Dunning S, Rosser N, Kausar AB (2006) Incipient landslides in the Jhelum Valley, Pakistan following the 8th October 2005 earthquake. In: Paper presented at the disaster mitigation of debris flows, slope failures and landslides, Tokyo Petley D, Dunning S, Rosser N, Kausar AB (2006) Incipient landslides in the Jhelum Valley, Pakistan following the 8th October 2005 earthquake. In: Paper presented at the disaster mitigation of debris flows, slope failures and landslides, Tokyo
go back to reference Priest SD (1993) Discontinuity analysis for rock engineering. Chapman & Hall, London, UKCrossRef Priest SD (1993) Discontinuity analysis for rock engineering. Chapman & Hall, London, UKCrossRef
go back to reference Selby MJ (1993) Hillslope materials and processes, vol Second. Oxford University Press, Oxford, UK Selby MJ (1993) Hillslope materials and processes, vol Second. Oxford University Press, Oxford, UK
go back to reference Soares JVB, Leandro JJG, Cesar RM, Jelinek HF, Cree MJ (2006) Retinal vessel segmentation using the 2-D Gabor wavelet and supervised classification. IEEE Trans Med Imag 25(9):1214–1222CrossRef Soares JVB, Leandro JJG, Cesar RM, Jelinek HF, Cree MJ (2006) Retinal vessel segmentation using the 2-D Gabor wavelet and supervised classification. IEEE Trans Med Imag 25(9):1214–1222CrossRef
go back to reference Sofka M, Stewart CV (2006) Retinal vessel centerline extraction using multiscale matched filters, confidence and edge measures. IEEE Trans Med Imag 25(12):1531–1546CrossRef Sofka M, Stewart CV (2006) Retinal vessel centerline extraction using multiscale matched filters, confidence and edge measures. IEEE Trans Med Imag 25(12):1531–1546CrossRef
go back to reference Trimble (2011) Trimble eCognition® 8.64.0 Release Notes Trimble (2011) Trimble eCognition® 8.64.0 Release Notes
go back to reference van Asch TWJ, van Beek LPH, Bogaard TA (2009) The diversity in hydrological triggering systems of landslides. In: The First Italian workshop on landslide, Napoli, 8–10 June 2009, pp 151–156 van Asch TWJ, van Beek LPH, Bogaard TA (2009) The diversity in hydrological triggering systems of landslides. In: The First Italian workshop on landslide, Napoli, 8–10 June 2009, pp 151–156
go back to reference van Beek L, van Asch T (1999) A combined conceptual model for the effects of fissure-induced infiltration on slope stability. In: Hergarten S, Neugebauer H (eds) Process modelling and landform evolution, vol 78. Lecture notes in Earth sciences. Springer, Berlin/Heidelberg, pp 147–167. doi:10.1007/BFb0009724 van Beek L, van Asch T (1999) A combined conceptual model for the effects of fissure-induced infiltration on slope stability. In: Hergarten S, Neugebauer H (eds) Process modelling and landform evolution, vol 78. Lecture notes in Earth sciences. Springer, Berlin/Heidelberg, pp 147–167. doi:10.​1007/​BFb0009724
Metadata
Title
Advanced Image Analysis for Automated Mapping of Landslide Surface Fissures
Authors
A. Stumpf
U. Niethhammer
S. Rothmund
A. Mathieu
J. P. Malet
N. Kerle
M. Joswig
Copyright Year
2013
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-31445-2_46