Automated spatiotemporal landslide mapping over large areas using rapideye time series data

Remote Sensing

Volumn 6, Issue 9, 2014, Pages 8026-8055

  Behling, Robert ^a   Roessner, Sigrid ^a   Kaufmann, Hermann ^a   Kleinschmit, Birgit ^b  

^a GFZ GERMAN RESEARCH CENTRE FOR GEOSCIENCES   (Germany)

^b TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

Digital elevation model; Kyrgyzstan; Landslide inventory; Object oriented analysis; Optical remote sensing; Time series analysis

Indexed keywords

DIGITAL ELEVATION MODEL; KYRGYZSTAN; LANDSLIDE INVENTORIES; OBJECT-ORIENTED ANALYSIS; OPTICAL REMOTE SENSING;

TIME SERIES ANALYSIS;

EID: 84907469373     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs6098026     Document Type: Article

References (52)

1. Kjekstad, O.; Highland, L. Economic and social impacts of landslides. In Landslides-Disaster Risk Reduction; Sassa, K., Canuti, P., Eds.; Springer: Berlin/Heidelberg, Germany, 2009; pp. 573-587.
2. Nadim, F.; Kjekstad, O.; Peduzzi, P.; Herold, C.; Jaedicke, C. Global landslide and avalanche hotspots. Landslides 2006, 3, 159-173.
3. Petley, D. Global patterns of loss of life from landslides. Geology 2012, 40, 927-930.
4. Van Westen, C.J.; Castellanos, E.; Kuriakose, S.L. Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview. Eng. Geol. 2008, 102, 112-131.
5. Cascini, L. Applicability of landslide susceptibility and hazard zoning at different scales. Eng. Geol. 2008, 102, 164-177.
6. Guzzetti, F.; Mondini, A.C.; Cardinali, M.; Fiorucci, F.; Santangelo, M.; Chang, K.-T. Landslide inventory maps: New tools for an old problem. Earth-Sci. Rev. 2012, 112, 42-66.
7. Nefeslioglu, H.A.; Gokceoglu, C.; Sonmez, H.; Gorum, T. Medium-scale hazard mapping for shallow landslide initiation: The Buyukkoy catchment area (Cayeli, Rize, Turkey). Landslides 2011, 8, 459-483.
8. Pradhan, B.; Lee, S. Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models. Environ. Earth Sci. 2010, 60, 1037-1054.
9. Casson, B.; Delacourt, C.; Baratoux, D.; Allemand, P. Seventeen years of the "La Clapiere" landslide evolution analysed from ortho-rectified aerial photographs. Eng. Geol. 2003, 68, 123-139.
10. Guzzetti, F.; Cardinali, M.; Reichenbach, P.; Carrara, A. Comparing landslide maps: A case study in the Upper Tiber River basin, central Italy. Environ. Manag. 2000, 25, 247-263.
11. Fiorucci, F.; Cardinali, M.; Carlà, R.; Rossi, M.; Mondini, A.C.; Santurri, L.; Ardizzone, F.; Guzzetti, F. Seasonal landslide mapping and estimation of landslide mobilization rates using aerial and satellite images. Geomorphology 2011, 129, 59-70.
12. Saba, S.B.; van der Meijde, M.; van der Werff, H. Spatiotemporal landslide detection for the 2005 Kashmir earthquake region. Geomorphology 2010, 124, 17-25.
13. Roessner, S.; Wetzel, H.U.; Kaufmann, H.; Sarnagoev, A. Potential of satellite remote sensing and GIS for landslide hazard assessment in Southern Kyrgyzstan (Central Asia). Nat. Hazards 2005, 35, 395-416.
14. Metternicht, G.; Hurni, L.; Gogu, R. Remote sensing of landslides: An analysis of the potential contribution to geo-spatial systems for hazard assessment in mountainous environments. Remote Sens. Environ. 2005, 98, 284-303.
15. Othman, A.A.; Gloaguen, R. Automatic Extraction and size distribution of landslides in Kurdistan Region, NE Iraq. Remote Sens. 2013, 5, 2389-2410.
16. Rossi, M.; Witt, A.; Guzzetti, F.; Malamud, B.D.; Peruccacci, S. Analysis of historical landslide time series in the Emilia-Romagna region, northern Italy. Earth Surf. Process. Landf. 2010, 35, 1123-1137.
17. Klimeš, J. Landslide temporal analysis and susceptibility assessment as bases for landslide mitigation, Machu Picchu, Peru. Environ. Earth Sci. 2013, 70, 913-925.
18. Wu, C.Y.; Chen, S.C. Integrating spatial, temporal, and size probabilities for the annual landslide hazard maps in the Shihmen watershed, Taiwan. Nat. Hazards Earth Syst. Sci. 2013, 13, 2353-2367.
19. Weng, M.-C.; Wu, M.-H.; Ning, S.-K.; Jou, Y.-W. Evaluating triggering and causative factors of landslides in Lawnon River Basin, Taiwan. Eng. Geol. 2011, 123, 72-82.
20. Barlow, J.; Franklin, S.; Martin, Y. High spatial resolution satellite imagery, DEM derivatives, and image segmentation for the detection of mass wasting processes. Photogramm. Eng. Remote Sens. 2006, 72, 687-692.
21. Borghuis, A.M.; Chang, K.; Lee, H.Y. Comparison between automated and manual mapping of typhoon-triggered landslides from SPOT-5 imagery. Int. J. Remote Sens. 2007, 28, 1843-1856.
22. Aksoy, B.; Ercanoglu, M. Landslide identification and classification by object-based image analysis and fuzzy logic: An example from the Azdavay region (Kastamonu, Turkey). Comput. Geosci. 2012, 38, 87-98.
23. Mondini, A.C.; Marchesini, I.; Rossi, M.; Chang, K.-T.; Pasquariello, G.; Guzzetti, F. Bayesian framework for mapping and classifying shallow landslides exploiting remote sensing and topographic data. Geomorphology 2013, 201, 135-147.
24. Cheng, K.S.; Wei, C.; Chang, S.C. Locating landslides using multi-temporal satellite images. Adv. Space Res. 2004, 33, 296-301.
25. Nichol, J.; Wong, M.S. Satellite remote sensing for detailed landslide inventories using change detection and image fusion. Int. J. Remote Sens. 2005, 26, 1913-1926.
26. Rosin, P.L.; Hervas, J. Remote sensing image thresholding methods for determining landslide activity. Int. J. Remote Sens. 2005, 26, 1075-1092.
27. Mondini, A.C.; Guzzetti, F.; Reichenbach, P.; Rossi, M.; Cardinali, M.; Ardizzone, F. Semi-automatic recognition and mapping of rainfall induced shallow landslides using optical satellite images. Remote Sens. Environ. 2011, 115, 1743-1757.
28. Lacroix, P.; Zavala, B.; Berthier, E.; Audin, L. Supervised method of landslide inventory using panchromatic SPOT5 images and application to the earthquake-triggered landslides of Pisco (Peru, 2007, Mw8.0). Remote Sens. 2013, 5, 2590-2616.
29. Martha, T.R.; Kerle, N.; van Westen, C.J.; Jetten, V.; Vinod Kumar, K. Object-oriented analysis of multi-temporal panchromatic images for creation of historical landslide inventories. ISPRS J. Photogramm. Remote Sens. 2012, 67, 105-119.
30. Martha, T.R.; van Westen, C.J.; Kerle, N.; Jetten, V.; Kumar, K.V. Landslide hazard and risk assessment using semi-automatically created landslide inventories. Geomorphology 2013, 184, 139-150.
31. Tsai, F.; Hwang, J.-H.; Chen, L.-C.; Lin, T.-H. Post-disaster assessment of landslides in southern Taiwan after 2009 Typhoon Morakot using remote sensing and spatial analysis. Nat. Hazards Earth Syst. Sci. 2010, 10, 2179-2190.
32. Park, N.-W.; Chi, K.-H. Quantitative assessment of landslide susceptibility using high-resolution remote sensing data and a generalized additive model. Int. J. Remote Sens. 2008, 29, 247-264.
33. Martha, T.R.; Kerle, N.; Jetten, V.; van Westen, C.J.; Kumar, K.V. Characterising spectral, spatial and morphometric properties of landslides for semi-automatic detection using object-oriented methods. Geomorphology 2010, 116, 24-36.
34. Stumpf, A.; Kerle, N. Object-oriented mapping of landslides using random forests. Remote Sens. Environ. 2011, 115, 2564-2577.
35. Lu, P.; Stumpf, A.; Kerle, N.; Casagli, N. Object-oriented change detection for landslide rapid mapping. IEEE Geosci. Remote Sens. Lett. 2011, 8, 701-705.
36. Stumpf, A.; Lachiche, N.; Malet, J.-P.; Kerle, N.; Puissant, A. Active learning in the spatial domain for remote sensing image classification. IEEE Trans. Geosci. Remote Sens. 2014, 52, 2492-2507.
37. Kurtz, C.; Stumpf, A.; Malet, J.-P.; Gançarski, P.; Puissant, A.; Passat, N. Hierarchical extraction of landslides from multiresolution remotely sensed optical images. ISPRS J. Photogramm. Remote Sens. 2014, 87, 122-136.
38. Chander, G.; Haque, M.O.; Sampath, A.; Brunn, A.; Trosset, G.; Hoffmann, D.; Roloff, S.; Thiele, M.; Anderson, C. Radiometric and geometric assessment of data from the RapidEye constellation of satellites. Int. J. Remote Sens. 2013, 34, 5905-5925.
39. Ibatulin, K.V. Monitoring of Landslides in Kyrgyzstan; Ministry of Emergency Situations of the Kyrgyz Republic: Bishkek, Kyrgyzstan, 2011.
40. Kalmetieva, Z.A.; Mikolaichuk, A.V.; Moldobekov, B.D.; Meleshko, A.V.; Jantaev, M.M.; Zubovich, A.V. Atlas of Earthquakes in Kyrgyzstan; CAIAG: Bishkek, Kyrgyzstan, 2009.
41. Golovko, D.; Roessner, S.; Behling, R.; Wetzel, H.-U.; Kaufmann, H. GIS-based integration of heterogeneous data for a multi-temporal landslide inventory. In Landslide Science for a Safer Geoenvironment; Sassa, K., Canuti, P., Yin, Y., Eds.; Springer: Berlin, Germany, 2014; pp. 799-804.
42. Rabus, B.; Eineder, M.; Roth, A.; Bamler, R. The shuttle radar topography mission-A new class of digital elevation models acquired by spaceborne radar. ISPRS J. Photogramm. Remote Sens. 2003, 57, 241-262.
43. Coppin, P.; Jonckheere, I.; Nackaerts, K.; Muys, B.; Lambin, E. Digital change detection methods in ecosystem monitoring: A review. Int. J. Remote Sens. 2004, 25, 1565-1596.
44. Lu, D.; Moran, E.; Hetrick, S.; Li, G. Land-use and land-cover change detection. In Advances in Environmental Remote Sensing: Sensors, Algorithms, and Applications; Weng, Q., Ed.; CRC Press: Boca Raton, FL, USA, 2010; Volume 7, pp. 273-290.
45. Behling, R.; Roessner, S.; Segl, K.; Kleinschmit, B.; Kaufmann, H. Robust automated image co-registration of optical multi-sensor time series data: Database generation for multi-temporal landslide detection. Remote Sens. 2014, 6, 2572-2600.
46. Castilla, G.; Guthrie, R.H.; Hay, G.J. The Land-cover Change Mapper (LCM) and its application to timber harvest monitoring in western Canada. Photogramm. Eng. Remote Sens. 2009, 75, 941-950.
47. Strahler, A.N. Hypsometric (area-altitude) analysis of erosional topography. Geol. Soc. Am. Bull. 1952, 63, 1117-1142.
48. Burger, W.; Burge, M.J. Principles of Digital Image Processing: Core Algorithms; Springer: London, UK, 2009; Volume 2.
49. Lee, D.S.; Shan, J.; Bethel, J.S. Class-guided building extraction from Ikonos imagery. Photogramm. Eng. Remote Sens. 2003, 69, 143-150.
50. Rau, J.-Y.; Jhan, J.-P.; Rau, R.-J. Semiautomatic object-oriented landslide recognition scheme from multisensor optical imagery and DEM. IEEE Trans. Geosci. Remote Sens. 2014, 52, 1336-1349.
51. Barlow, J.; Martin, Y.; Franklin, S.E. Detecting translational landslide scars using segmentation of Landsat ETM+ and DEM data in the northern Cascade Mountains, British Columbia. Can. J. Remote Sens. 2003, 29, 510-517.
52. Drusch, M.; del Bello, U.; Carlier, S.; Colin, O.; Fernandez, V.; Gascon, F.; Hoersch, B.; Isola, C.; Laberinti, P.; Martimort, P.; et al. Sentinel-2: ESA's optical high-resolution mission for GMES operational services. Remote Sens. Environ. 2012, 120, 25-36.