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Improvements in the integration of remote sensing and rock slope modelling

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Abstract

Over the last two decades, the approach to the investigation of landslides has changed dramatically. The advent of new technologies for engineering geological surveys and slope analyses has led to step-change increases in the quality of data available for landslide studies. However, the use of such technologies in the survey and analysis of slopes is often complex and may not always be either desirable or feasible. In this context, this paper aims to improve the understanding of the use of remote sensing techniques for rock mass characterization and provide guidance and on how and when the data obtained from these techniques can be used as input for stability analyses. Advantages and limitations of available digital photogrammetry and laser scanning techniques will also be discussed in relation to their cost and the quality of data that can be obtained. A critique of recent research data obtained from remote sensing techniques is presented together with a discussion on use of the data for slope stability analysis. This highlights how data use may be optimized to reduce both parameter and model uncertainty in future slope analyses.

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References

  • Afana A, Williams JG, Hardy RJ, Rosser NJ, Hunter G, Davis J (2013) Integrating full-waveform terrestrial laser scanning into automated slope monitoring. Poster presented at XV International ISM Congress 2013, 16–20 September, Aachen, Germany

  • Assali P, Fivel A, Pollet N, Viguier F (2016) UAV systems for linear inspection. In: 3th international symposium rock slope stability, Lyon 2016, pp 119–120

  • Barbarella M, Fiani M, Lugli A (2015) Landslide monitoring using multitemporal terrestrial laser scanning for ground displacement analysis. Geomat Nat Hazards Risk 6:398–418

    Article  Google Scholar 

  • Beraldin JA (2004) Integration of laser scanning and close-range photogrammetry—the last decade and beyond. In: Proceedings: XXth international society for photogrammetry and remote sensing (ISPRS) Congress, Istanbul, Turkey, pp 972–983

  • Besl P, McKay N (1992) A method for registration of 3-D shapes. Inst Electr Electr Eng IEEE Trans Pattern Anal Mach Intel 14(2):239–256

    Google Scholar 

  • Birch JS (2006) Using 3DM analyst mine mapping suite for rock face characterization. In: Kottenstette J, Tonon F (eds) Laser and photogrammetric methods for rock face characterization. ARMA, Alexandria, pp 13–32

    Google Scholar 

  • Blasone G, Cavalli M, Cazorzi F (2014) Debris-flow monitoring and geomorphic change detection combining laser scanning and fast photogrammetric surveys in the Moscardo catchment (Eastern Italian Alps). Eng Geol Soc Territ 3:51–54

    Google Scholar 

  • Bonilla-Sierra V, Scholtès L, Donzé FV, Elmouttie MK (2015) Rock slope stability analysis using photogrammetric data and DFN–DEM modelling. Acta Geotech 10:497–511

    Article  Google Scholar 

  • Brideau MA, Stead D (2010) Controls on block toppling using a three-dimensional distinct element approach. Rock Mech Rock Eng 43:241–260

    Article  Google Scholar 

  • Brideau MA, Pedrazzini A, Stead D, Froese C, Jaboyedoff M, van Zeyl D (2011) Three-dimensional slope stability analysis of South Peak, Crowsnest Pass, Alberta, Canada. Landslide 8:139–158

    Article  Google Scholar 

  • Clague JJ, Stead D, Francioni M, Westin A (2015) Geology of mount burnaby. Kinder Morgan, Calgary, p 13

    Google Scholar 

  • Clayton A, Stead D, Kinakin D, Wolter A (2017) Engineering geomorphological interpretation of the Mitchell Creek Landslide, British Columbia, Canada. Landslides (in press)

  • Coggan JS, Wetherelt A, Gwynn XP, Flynn Z (2007) Comparison of hand-mapping with remote data capture systems for effective rock mass characterisation. In: 11th congress of international society for rock mechanics, Lisbon 2007, 9th–13th Jul 2007, Proceedings of 11th congress of the international society for rock mechanics–the second half century of rock mechanics, 1, pp 201–205

  • Colomina I, Molina P (2014) Unmanned aerial systems for photogrammetry and remote sensing: a review. ISPRS J Photogr Remote Sens 92:79–97

    Article  Google Scholar 

  • Copons R, Vilaplana JM (2008) Rock fall susceptibility zoning at a large scale: from geomorphological inventory to preliminary land use planning. Eng Geol 102(3–4):142–151

    Article  Google Scholar 

  • Donati D, Stead D, Ghirotti M, Brideau M-A (2017) A model-oriented, remote sensing approach for the derivation of numerical modelling input data: insights from the Hope Slide, Canada. In: Proceeding of the ISRM international symposium ‘rock mechanics for Africa’ AfriRock conference 2017, Cape Town, SAIMM

  • Eberhardt E, Stead D, Coggan JS (2004) Numerical analysis of initiation and progressive failure in natural rock slopes—the 1991 Randa rockslide. Int J Rock Mech Min Sci 41(1):69–87

    Article  Google Scholar 

  • Elmo D (2006) Evaluation of a hybrid FEM/DEM approach for determination of rock mass strength using a combination of discontinuity mapping and fracture mechanics modelling, with particular emphasis on modelling of jointed pillars. Ph.D. thesis. Camborne School of Mines, University of Exeter, Exeter

  • Eyre M, Wetherelt A, Coggan J (2016) Evaluation of automated underground mapping solutions for mining and civil engineering applications. J Appl Remote Sens 10(4):046011. https://doi.org/10.1117/1.JRS.10.046011

    Article  Google Scholar 

  • Firpo G, Salvini R, Francioni M, Ranjith PG (2011) Use of digital terrestrial photogrammetry in rocky slope stability analysis by distinct element numerical methods. Int J Rock Mech Min Sci 48(7):1045–1054

    Article  Google Scholar 

  • Francioni M, Girgenti C, Vanneschi C (2013) Underground quarrying industry and terrestrial laser scanning. Rendiconti Online Societa Geologica Italiana. 24:140–142

    Google Scholar 

  • Francioni M, Salvini R, Stead D, Litrico S (2014) A case study integrating remote sensing and distinct element analysis to quarry slope stability assessment in the Monte Altissimo area, Italy. Eng Geol 183:290–302

    Article  Google Scholar 

  • Francioni M, Salvini R, Stead D, Giovannini R, Riccucci S, Vanneschi C, Gullì D (2015) An integrated remote sensing-GIS approach for the analysis of an open pit in the Carrara marble district, Italy: slope stability assessment through kinematic and numerical methods. Comput Geotech 67:46–63

    Article  Google Scholar 

  • Francioni M, Stead D, Clague JJ, Westin A (2017) Identification and analysis of large paleo-landslides at Mount Burnaby, British Columbia. Environ Eng Geosci. https://doi.org/10.2113/EEG-1955

    Google Scholar 

  • Fröhlich C, Mettenleiter M (2004) Terrestrial laser scanning—new perspectives in 3D surveying. In: Thies M, Koch B, Spiecker H, Weinacker H (eds) Laser-scanners for forest and landscape assessment. International archives of photogrammetry, remote sensing and spatial information sciences, vol XXXVI-8/W2, pp 7–13

  • Gauthier D, Hutchinson J, Lato M, Edwards T, Bunce C, Wood D (2015) On the precision, accuracy, and utility of oblique aerial photogrammetry (OAP) for rock slope monitoring and assessment. In: 68th Canadian geotechnical conference, GeoQuebec, September 20–23, 2015

  • Ghirotti M, Genevois R (2007) A complex rock slope failure investigated by means of numerical modelling based on laser scanner technique. In: Proceedings: 1st Canada-US rock mechanics symposium. May 27–31, Vancouver, pp 917–924

  • GigaPan 2016. GigaPan Systems. http://www.gigapan.com/

  • Gigli G, Frodella W, Garfagnoli F, Morelli S, Mugnai F, Menna F, Casagli N (2014) 3-D geomechanical rock mass characterization for the evaluation of rockslide susceptibility scenarios. Landslides 11:131–140

    Article  Google Scholar 

  • Haarbrink RB, Eisenbeiss H (2008) Accurate DSM production from unmanned helicopter systems. Int Arch Photogr Remote Sens Spat Inf Sci. 37:159–164

    Google Scholar 

  • Hamdi P, Stead D, Elmo D (2015) Characterizing the influence of stress-induced microcracks on the laboratory strength and fracture development in brittle rocks using a finite/discrete element method-micro discrete fracture network FDEM-µDFN approach. J Rock Mech Geotech Eng 7:509–625

    Article  Google Scholar 

  • Haneberg WC (2007) Directional roughness profiles from three-dimensional photogrammetric or laser scanner point clouds. In: Eberhardt E, Stead D, Morrison T (eds) Proceedings 1st Canada-US rock mechanics symposium. Vancouver, May 27–31, 2007, pp 101–106

  • Haneberg WC, Norrish NI, Findley DP (2006) Digital outcrop characterization for 3-D structural mapping and rock slope design along Interstate 90 near Snoqualmie Pass, Washington. In: Proceedings 57th annual highway geology symposium, Breckenridge, Colorado, September 27–29, 2006. pp 1–14

  • Havaej M, Wolter A, Stead D (2015) The possible role of brittle rock fracture in the 1963 Vajont Slide, Italy. Int J Rock Mech Min 78:319–330

    Google Scholar 

  • Havaej M, Coggan J, Stead D, Elmo D (2016) A combined remote sensing–numerical modelling approach to the stability analysis of Delabole Slate Quarry, Cornwall, UK. Rock Mech Rock Eng 49(4):1227–1245

    Article  Google Scholar 

  • Höfle B, Vetter M, Pfeifer N, Mandlburger G, Stötter J (2009) Water surface mapping from airborne laser scanning using signal intensity and elevation data. Earth Surf Proc Land 34(12):1635–1649

    Article  Google Scholar 

  • Jaboyedoff M, Baillifard F, Couture R, Locat J, Locat P (2004) Toward preliminary hazard assessment using DEM topographic analysis and simple mechanic modeling. In: Lacerda WA, Ehrlich M, Fontoura AB, Sayo A (eds) Proceedings of the 9th international symposium on landslides. Balkema, Rotterdam, pp 191–197

  • Jaboyedoff M, Oppikofer T, Abellan A, Derron ME, Loye A, Metzger R, Pedrazzini A (2012) Use of LIDAR in landslide investigations: a review. Nat Hazards 61:5–28

    Article  Google Scholar 

  • Kim DH, Poropat GV, Gratchev I, Balasubramaniam A (2015) Improvement of photogrammetric JRC data distributions based on parabolic error models. Int J Rock Mech Min Sci 80:19–30

    Google Scholar 

  • Kim DH, Gratchev I, Hein M, Balasubramaniam A (2016) The application of normal stress reduction function in tilt tests for different block shapes. Rock Mech Rock Eng 49(8):3041–3054

    Article  Google Scholar 

  • Kromer RA, Abellán A, Hutchinson DJ, Lato M, Edwards T, Jaboyedoff M (2015a) A 4D filtering and calibration technique for small-scale point cloud change detection with a terrestrial laser scanner. Remote Sens 7:13029–13052

    Article  Google Scholar 

  • Kromer RA, Hutchinson DJ, Lato MJ, Gauthier D, Edwards T (2015b) Identifying rock slope failure precursors using LiDAR for transportation corridor hazard management. Eng Geol 195:93–103

    Article  Google Scholar 

  • Kurz TH, Buckley SJ, Howell JA (2012) Close range hyperspectral imaging integrated with terrestrial LiDAR scanning applied to rock characterisation at centimetre scale. In: International archives of the photogrammetry, remote sensing and spatial information sciences, vol XXXIX-B5, 2012, XXII ISPRS Congress, 25 August–01 September 2012, Melbourne, Australia

  • Lato M, Diederichs MS, Hutchinson DJ, Harrap R (2009) Optimization of LiDAR scanning and processing for automated structural evaluation of discontinuities in rock masses. Int J Rock Mech Min Sci 46:194–199

    Article  Google Scholar 

  • Lato MJ, Gauthier D, Hutchinson DJ (2015) Rock slopes asset management: selecting the optimal three-dimensional remote sensing technology. Transp Res Rec 2510:7–14

    Article  Google Scholar 

  • Lato M, Porter M, Hensold G, McDougall S, Kromer R, Gaib S (2016) Understanding landslide movement and kinematics with airborne Lidar. In: Proceedings of the Canadian, geotechnical conference, geovancouver 2016

  • Lorig L, Stacey P, Read J (2009) Slope design methods. In: Read J, Stacey P (eds) Guidelines for open pit slope design. CSIRO Publishing, Collingwood, pp 237–264

    Google Scholar 

  • Lucieer A, Jong SM, Turner D (2014) Mapping landslide displacements using structure from motion (SfM) and image correlation of multi-temporal UAV photography. Prog Phys Geogr 38(1):97–116

    Article  Google Scholar 

  • Mantovani M, Devoto S, Piacentini D, Prampolini M, Soldati M, Pasuto A (2016) Advanced SAR interferometric analysis to support geomorphological interpretation of slow-moving coastal landslides (Malta, Mediterranean Sea). Remote Sens 8(6):443

    Article  Google Scholar 

  • Michoud C, Carrea D, Costa S, Derron MH, Jaboyedoff M, Delacourt C, Maquaire O, Letortu P, Davidson R (2015) Landslide detection and monitoring capability of boat-based mobile laser scanning along Dieppe coastal cliffs, Normandy. Landslides 12(2):403–418

    Article  Google Scholar 

  • Niethammer U, Rothmund S, James MR, Travelletti J, Joswig M (2010) UAV-based remote sensing of landslides. Int Arch Photogr Remote Sens Spat Inf Sci 38:5

    Google Scholar 

  • Oppikofer T (2009) Detection, analysis and monitoring of slope movements by high-resolution digital elevation models. PhD thesis, Institute of Geomatics and Analysis of Risk, University of Lausanne, Lausanne, Switzerland

  • Park J, Bates M, Jeong YS, Kim KM, Kemeny J (2016) Creating a digital outcrop model by using hyper-spectrometry and terrestrial LiDAR. In: 50th U.S. rock mechanics/geomechanics symposium. 26–29 June, Houston, Texas. ARMA-2016-507

  • Piacentini D, Devoto S, Mantovani M, Pasuto A, Prampolini M, Soldati M (2015) Landslide susceptibility modeling assisted by Persistent Scatterers Interferometry (PSI): an example from the northwestern coast of Malta. Nat Hazards 78:681–697

    Article  Google Scholar 

  • Riegl, 2014. http://www.riegl.com/

  • Rosser N, Lim M, Petley D, Dunning S, Allison R (2007) Patterns of precursory rockfall prior to slope failure. J Geophys Res: Earth Surf 112(4):F04014

    Google Scholar 

  • Sainsbury DP, Sainsbury BL, Sweeney E (2016) Three-dimensional analysis of complex anisotropic slope instability at MMG’s Century Mine. Min Technol 125(4):212–225

    Article  Google Scholar 

  • Salvini R, Francioni M (2013) Geomatics for slope stability and rock fall runout analysis: a case study along the Alta Tambura road in the Apuan Alps (Tuscany, Italy). Ital J Eng Geol 5:481–492

    Google Scholar 

  • Salvini R, Francioni M, Fantozzi PL, Riccucci S, Bonciani F, Mancini S (2011) Stability analysis of “Grotta delle Felci” Cliff (Capri Island, Italy): structural, engineering–geological, photogrammetric surveys and laser scanning. Bull Eng Geol Environ. 70:549–557

    Article  Google Scholar 

  • Salvini R, Francioni M, Riccucci S, Bonciani F, Callegari I (2013) Photogrammetry and laser scanning for analyzing slope stability and rock fall runout along the Domodossola-Iselle railway, the Italian Alps. Geomorphology 185:110–122

    Article  Google Scholar 

  • Salvini R, Riccucci S, Gullì D, Giovannini R, Vanneschi C, Francioni M (2015a) Geological application of UAV photogrammetry and terrestrial laser scanning in marble quarrying (Apuan Alps, Italy). Eng Geol Soc Territ 5:979–983

    Google Scholar 

  • Salvini R, Vanneschi C, Riccucci S, Francioni M, Gullì D (2015b) Application of an integrated geotechnical and topographic monitoring system in the Lorano marble quarry (Apuan Alps, Italy). Geomorphology 241:209–223

    Article  Google Scholar 

  • Sharma J, Francioni M, Busler J, Stead D, Donati D, Onsel E, Clague J, Brideau M-A (2016) Monitoring landslides in pipeline corridors using a combined satellite-based InSAR and geomechanical modelling approach. GeoVancouver 2016. In: The 69th Canadian geotechnical conference

  • Spreafico MC, Francioni M, Cervi F, Stead D, Bitelli G, Ghirotti M, Girelli VA, Lucente CC, Tini MA, Borgatti L (2016) Back analysis of the 2014 San Leo landslide using combined terrestrial laser scanning and 3D distinct element modelling. Rock Mech Rock Eng 49:2235–2251

    Article  Google Scholar 

  • Spreafico MC, Cervi F, Francioni M, Stead D, Borgatti L (2017) An investigation into the development of toppling at the edge of fractured rock plateaux using a numerical modelling approach. Geomorphology 288:83–98

    Article  Google Scholar 

  • Stead D, Coggan J (2012) Numerical modelling of rock slope stability. In: Clague J, Stead D (eds) Landslide: types, mechanisms and modelling. Cambridge University Press, Cambridge, pp 144–158

    Chapter  Google Scholar 

  • Stead D, Wolter A (2015) A critical review of rock slope failure mechanisms: the importance of structural geology. J Struct Geol 74:1–23

    Article  Google Scholar 

  • Stead D, Eberhardt E, Coggan JS (2006) Developments in the characterization of complex rock slope deformation and failure using numerical modelling techniques. Eng Geol 83:217–235

    Article  Google Scholar 

  • Sturzenegger M, Stead D (2009a) (a). Close-range terrestrial digital photogrammetry and terrestrial laser scanning for discontinuity characterization on rock cuts. Eng Geol 106:163–182

    Article  Google Scholar 

  • Sturzenegger M, Stead D (2009b) Quantifying discontinuity orientation and persistence on high mountain rock slopes and large landslides using terrestrial remote sensing techniques. Nat Hazards Earth Syst Sci 9(2):267–287

    Article  Google Scholar 

  • Styles T, Coggan JS, Pine RJ (2011a) Back analysis of the Joss Bay Chalk Cliff Failure using numerical modelling. Eng Geol 120(1):81–90

    Article  Google Scholar 

  • Styles T, Rabus B, Bloom J (2011) Integrated numerical modelling and InSAR monitoring of a slow moving slope instability at Bingham Canyon Mine. Slope Stability 2011, In: International symposium on rock slope stability in open pit mining and civil engineering, Vancouver, Canada

  • Sumnall MJ, Hill RA, Hinsley SA (2016) Comparison of small-footprint discrete return and full waveform airborne lidar data for estimating multiple forest variables. Remote Sens Environ 173:214–223

    Article  Google Scholar 

  • Take WA, Chappel MJ, Brachman RWI, Rowe RK (2007) Quantifying geomembrane wrinkles using aerial photography and digital image processing. Geosynth Int 14(4):219–227

    Article  Google Scholar 

  • Travelletti J, Philippossian F, Mayoraz R (2016) A cost-efficient approach to monitor rockfall activity over large areas using non-permanent single-camera system (mono-photogrammetry). In: 3th international symposium rock slope stability, Lyon 2016, pp 135–136

  • Tuckey Z, Stead D, Eberhardt E (2013) An integrated approach for understanding uncertainty of discontinuity persistence and intact rock bridges in large open pit slopes. In: Proceedings of the slope stability 2013. Brisbane, Sept 2013, 189–204

  • Vallet J, Skaloud J, Kölbl O, Merminod B (2000) Development of a helicopter based integrated system for avalanche and hazard management. Int Arch Photogr Remote Sens 33(B2):565–572

    Google Scholar 

  • Vivas J, Tuckey Z, Stead D, Wolter A, Elmo D, D’Ambra S (2013) Seepage characterization in high rock slopes using remote sensing. In: Proceedings of the ARMA, San Francisco ARMA Paper No. 13–462

  • Vyazmensky A, Stead D, Elmo D, Moss A (2010) Numerical analysis of block caving-induced instability in large open pit slopes: a finite element/discrete element approach. Rock Mech Rock Eng 43(1):21–39

    Article  Google Scholar 

  • Wang C, Tannant D, Lilly PA (2003) Numerical analysis of the stability of heavily jointed rock slopes using PFC2D. Int J Rock Mech Min Sci 40(3):415–424

    Article  Google Scholar 

  • Westin AM (2017) Downie slide: an integrated remote sensing approach to characterization of a very slow moving landslide. MSc. Thesis, Simon Fraser University

  • Westoby MJ, Brasington J, Glasser NF, Hambrey MJ, Reynolds JM (2012) ‘Structure-from-motion’ photogrammetry: a low-cost, effective tool for geoscience applications. Geomorphology 179:300–314

    Article  Google Scholar 

  • Wolter A, Stead D, Ward BC, Clague JJ, Ghirotti M (2016) Engineering geomorphological characterisation of the Vajont Slide, Italy, and a new interpretation of the chronology and evolution of the landslide. Landslides 5:1067–1081

    Article  Google Scholar 

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Acknowledgements

The authors wish to thank Ms. Megan Dewit and Ms. Allison Westin (Simon Fraser University, BC, Canada) for their support during the remote sensing survey along the See to Sky Highway (BC, Canada). We are extremely grateful to Dr. Silvia Riccucci for her assistance during the photogrammetric surveys in the Carrara marble district and Northern Italy. Moreover, we would like to express our gratitude to the reviewers who provided important and constructive suggestions for improving the quality of the paper.

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Francioni, M., Salvini, R., Stead, D. et al. Improvements in the integration of remote sensing and rock slope modelling. Nat Hazards 90, 975–1004 (2018). https://doi.org/10.1007/s11069-017-3116-8

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