A Laboratory for the Integration of Geomatic and Geomechanical Data: The Rock Pinnacle “Campanile di Val Montanaia”
This work describes a procedure for building a high-quality 3D model of a rocky pinnacle in the Dolomites, Italy, using Structure from Motion (SfM) techniques. The pinnacle, known as “Campanile di Val Montanaia”, is challenging to survey due to its high elevation and sub-vertical cliffs. The constru...
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Published in: | Remote sensing (Basel, Switzerland) Vol. 15; no. 19; p. 4854 |
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Abstract | This work describes a procedure for building a high-quality 3D model of a rocky pinnacle in the Dolomites, Italy, using Structure from Motion (SfM) techniques. The pinnacle, known as “Campanile di Val Montanaia”, is challenging to survey due to its high elevation and sub-vertical cliffs. The construction of the 3D model is the first step in a multi-disciplinary approach to characterize the rock mass and understand its behavior and evolution. This paper discusses the surveying operations, which involved climbing the pinnacle to collect Ground Control Points (GCPs) and using a UAV to capture aerial imagery. The photographs were processed using SfM software to generate point clouds, mesh, and texture, which were then used for rock mass discontinuity mapping. The study compares models of different qualities and point densities to determine the optimal trade-off between processing time and accuracy in terms of discontinuity mapping. The results show that higher quality models allow for more detailed mapping of discontinuities, with some drawbacks due to noise in the case of the densest solution (e.g., increase in frequency of outliers across the point cloud). These pros and cons are also discussed in relation to the computational cost necessary to build the models. The study also examines the limitations and challenges of performing discontinuity mapping in the different models, including subjectivity in interpretation. A further element of interest is the publication of a high-quality 3D georeferenced model of the “Campanile di Val Montanaia” to be used for several potential further applications, such as stability analyses and numerical modeling. |
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AbstractList | This work describes a procedure for building a high-quality 3D model of a rocky pinnacle in the Dolomites, Italy, using Structure from Motion (SfM) techniques. The pinnacle, known as “Campanile di Val Montanaia”, is challenging to survey due to its high elevation and sub-vertical cliffs. The construction of the 3D model is the first step in a multi-disciplinary approach to characterize the rock mass and understand its behavior and evolution. This paper discusses the surveying operations, which involved climbing the pinnacle to collect Ground Control Points (GCPs) and using a UAV to capture aerial imagery. The photographs were processed using SfM software to generate point clouds, mesh, and texture, which were then used for rock mass discontinuity mapping. The study compares models of different qualities and point densities to determine the optimal trade-off between processing time and accuracy in terms of discontinuity mapping. The results show that higher quality models allow for more detailed mapping of discontinuities, with some drawbacks due to noise in the case of the densest solution (e.g., increase in frequency of outliers across the point cloud). These pros and cons are also discussed in relation to the computational cost necessary to build the models. The study also examines the limitations and challenges of performing discontinuity mapping in the different models, including subjectivity in interpretation. A further element of interest is the publication of a high-quality 3D georeferenced model of the “Campanile di Val Montanaia” to be used for several potential further applications, such as stability analyses and numerical modeling. |
Audience | Academic |
Author | Castellaro, Silvia Lattanzi, Giovanni Tavasci, Luca Girelli, Valentina Alena Gandolfi, Stefano Lambertini, Alessandro Donati, Davide Borgatti, Lisa |
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References | Lindner (ref_21) 2016; 8 Stead (ref_3) 2015; 74 Sturzenegger (ref_36) 2011; 119 ref_13 ref_35 ref_32 ref_30 Zumberge (ref_28) 1997; 102 Pierce (ref_48) 2011; 48 ref_19 ref_38 ref_15 Shahbazi (ref_16) 2015; XL-1/W4 Rossi (ref_17) 2018; 15 ref_37 Lowe (ref_12) 2004; 60 Alsadik (ref_42) 2022; 16 Vivaldi (ref_8) 2022; 20 Oppikofer (ref_9) 2014; 39 Lucieer (ref_22) 2014; 38 Nex (ref_43) 2017; XLII-2/W6 Chiabrando (ref_44) 2023; XLVIII-M-2-2023 Westoby (ref_14) 2012; 179 ref_25 ref_24 ref_46 ref_23 ref_45 ref_41 Spreafico (ref_10) 2016; 49 Donati (ref_20) 2022; 10 Kashani (ref_27) 2007; 133 Hartmann (ref_39) 2016; III-3 Hoek (ref_4) 2019; 11 ref_29 Guerin (ref_47) 2015; 48 Barton (ref_1) 1976; 13 Parente (ref_40) 2020; Volume 1246 Brunier (ref_18) 2016; 261 ref_26 Bertiger (ref_33) 2020; 66 Badger (ref_2) 2002; 8 ref_5 Snavely (ref_11) 2008; 80 Gandolfi (ref_34) 2017; 21 ref_7 Palanirajan (ref_31) 2019; XLII-2/W13 ref_6 |
References_xml | – ident: ref_19 doi: 10.3390/rs8020095 – ident: ref_6 doi: 10.3390/ijgi8070296 – ident: ref_15 doi: 10.3390/rs12122053 – volume: 38 start-page: 97 year: 2014 ident: ref_22 article-title: Mapping landslide displacements using Structure from Motion (SfM) and image correlation of multi-temporal UAV photography publication-title: Prog. Phys. Geogr. Earth Environ. doi: 10.1177/0309133313515293 contributor: fullname: Lucieer – volume: 102 start-page: 5005 year: 1997 ident: ref_28 article-title: Precise point positioning for the efficient and robust analysis of GPS data from large networks publication-title: J. Geophys. Res. Solid Earth doi: 10.1029/96JB03860 contributor: fullname: Zumberge – volume: III-3 start-page: 51 year: 2016 ident: ref_39 article-title: Towards Complete, Geo-Referenced 3D Models From Crowd-Sourced Amateur Images publication-title: ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci. doi: 10.5194/isprs-annals-III-3-51-2016 contributor: fullname: Hartmann – volume: 133 start-page: 56 year: 2007 ident: ref_27 article-title: Efficiency and Reliability of Ambiguity Resolution in Network-Based Real-Time Kinematic GPS publication-title: J. Surv. Eng. doi: 10.1061/(ASCE)0733-9453(2007)133:2(56) contributor: fullname: Kashani – volume: 48 start-page: 661 year: 2015 ident: ref_47 article-title: Common problems encountered in 3D mapping of geological contacts using high-resolution terrain and image data publication-title: Eur. J. Remote Sens. doi: 10.5721/EuJRS20154836 contributor: fullname: Guerin – ident: ref_32 – ident: ref_24 – volume: 16 start-page: 977 year: 2022 ident: ref_42 article-title: Crowdsource Drone Imagery—A Powerful Source for the 3D Documentation of Cultural Heritage at Risk publication-title: Int. J. Archit. Herit. doi: 10.1080/15583058.2020.1853851 contributor: fullname: Alsadik – ident: ref_26 – volume: 8 start-page: 19 year: 2002 ident: ref_2 article-title: Fracturing within anticlines and its kinematic control on slope stability publication-title: Environ. Eng. Geosci. doi: 10.2113/gseegeosci.8.1.19 contributor: fullname: Badger – volume: 21 start-page: 887 year: 2017 ident: ref_34 article-title: Study on GPS–PPP precision for short observation sessions publication-title: GPS Solutions doi: 10.1007/s10291-016-0575-4 contributor: fullname: Gandolfi – volume: 119 start-page: 96 year: 2011 ident: ref_36 article-title: Terrestrial remote sensing-based estimation of mean trace length, trace intensity and block size/shape publication-title: Eng. Geol. doi: 10.1016/j.enggeo.2011.02.005 contributor: fullname: Sturzenegger – ident: ref_46 doi: 10.3390/drones6020030 – volume: 60 start-page: 91 year: 2004 ident: ref_12 article-title: Distinctive Image Features from Scale-Invariant Keypoints publication-title: Int. J. Comput. Vis. doi: 10.1023/B:VISI.0000029664.99615.94 contributor: fullname: Lowe – ident: ref_30 doi: 10.3390/rs14205215 – volume: XLII-2/W13 start-page: 495 year: 2019 ident: ref_31 article-title: Efficient Flight Planning For Building Façade 3D Reconstruction publication-title: Int. Arch. Photogramm. Remote. Sens. Spat. Inf. Sci. doi: 10.5194/isprs-archives-XLII-2-W13-495-2019 contributor: fullname: Palanirajan – ident: ref_37 – volume: XL-1/W4 start-page: 313 year: 2015 ident: ref_16 article-title: UAV-Based Point Cloud Generation For Open-Pit Mine Modelling publication-title: Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. doi: 10.5194/isprsarchives-XL-1-W4-313-2015 contributor: fullname: Shahbazi – volume: 49 start-page: 2235 year: 2016 ident: ref_10 article-title: Back Analysis of the 2014 San Leo Landslide Using Combined Terrestrial Laser Scanning and 3D Distinct Element Modelling publication-title: Rock Mech. Rock Eng. doi: 10.1007/s00603-015-0763-5 contributor: fullname: Spreafico – volume: 179 start-page: 300 year: 2012 ident: ref_14 article-title: ‘Structure-from-Motion’ photogrammetry: A low-cost, effective tool for geoscience applications publication-title: Geomorphology doi: 10.1016/j.geomorph.2012.08.021 contributor: fullname: Westoby – ident: ref_23 doi: 10.36487/ACG_repo/2025_34 – ident: ref_35 – volume: 74 start-page: 1 year: 2015 ident: ref_3 article-title: A critical review of rock slope failure mechanisms: The importance of structural geology publication-title: J. Struct. Geol. doi: 10.1016/j.jsg.2015.02.002 contributor: fullname: Stead – volume: 10 start-page: 916069 year: 2022 ident: ref_20 article-title: Kinematic Analysis of the 2020 Elliot Creek Landslide, British Columbia, Using Remote Sensing Data publication-title: Front. Earth Sci. doi: 10.3389/feart.2022.916069 contributor: fullname: Donati – ident: ref_41 doi: 10.1117/12.2242804 – volume: XLII-2/W6 start-page: 355 year: 2017 ident: ref_43 article-title: Quality Assessment Of Combined Imu/Gnss Data For Direct Georeferencing in the Context Of Uav-Based Mapping publication-title: Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. doi: 10.5194/isprs-archives-XLII-2-W6-355-2017 contributor: fullname: Nex – volume: 261 start-page: 76 year: 2016 ident: ref_18 article-title: Close-range airborne Structure-from-Motion Photogrammetry for high-resolution beach morphometric surveys: Examples from an embayed rotating beach publication-title: Geomorphology doi: 10.1016/j.geomorph.2016.02.025 contributor: fullname: Brunier – volume: 66 start-page: 469 year: 2020 ident: ref_33 article-title: GipsyX/RTGx, a new tool set for space geodetic operations and research publication-title: Adv. Space Res. doi: 10.1016/j.asr.2020.04.015 contributor: fullname: Bertiger – ident: ref_7 doi: 10.20944/preprints202306.0021.v1 – volume: 39 start-page: 80 year: 2014 ident: ref_9 article-title: Terrestrial laser scanning of rock slope instabilities publication-title: Earth Surf. Process. Landforms doi: 10.1002/esp.3493 contributor: fullname: Oppikofer – volume: XLVIII-M-2-2023 start-page: 1557 year: 2023 ident: ref_44 article-title: Direct Georeferencing Approaches For Close-Range And Uav Photogrammetry in the Built Heritage Domain publication-title: Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. doi: 10.5194/isprs-archives-XLVIII-M-2-2023-1557-2023 contributor: fullname: Chiabrando – volume: 48 start-page: 219 year: 2011 ident: ref_48 article-title: The synthetic rock mass approach for jointed rock mass modelling publication-title: Int. J. Rock Mech. Min. Sci. doi: 10.1016/j.ijrmms.2010.11.014 contributor: fullname: Pierce – ident: ref_25 – volume: 15 start-page: 1045 year: 2018 ident: ref_17 article-title: Multitemporal UAV surveys for landslide mapping and characterization publication-title: Landslides doi: 10.1007/s10346-018-0978-0 contributor: fullname: Rossi – ident: ref_5 doi: 10.1016/0148-9062(78)91472-9 – volume: 8 start-page: 1 year: 2016 ident: ref_21 article-title: UAV monitoring and documentation of a large landslide publication-title: Appl. Geomat. doi: 10.1007/s12518-015-0165-0 contributor: fullname: Lindner – ident: ref_45 doi: 10.3390/s22020604 – ident: ref_29 doi: 10.3390/ijgi10080535 – volume: 20 start-page: 297 year: 2022 ident: ref_8 article-title: Airborne combined photogrammetry—Infrared thermography applied to landslide remote monitoring publication-title: Landslides doi: 10.1007/s10346-022-01970-z contributor: fullname: Vivaldi – ident: ref_13 – ident: ref_38 – volume: 13 start-page: 255 year: 1976 ident: ref_1 article-title: The shear strength of rock and rock joints publication-title: Int. J. Rock Mech. Min. Sci. Geomech. Abstr. doi: 10.1016/0148-9062(76)90003-6 contributor: fullname: Barton – volume: 80 start-page: 189 year: 2008 ident: ref_11 article-title: Modeling the World from Internet Photo Collections publication-title: Int. J. Comput. Vis. doi: 10.1007/s11263-007-0107-3 contributor: fullname: Snavely – volume: 11 start-page: 445 year: 2019 ident: ref_4 article-title: The Hoek–Brown failure criterion and GSI—2018 edition publication-title: J. Rock Mech. Geotech. Eng. doi: 10.1016/j.jrmge.2018.08.001 contributor: fullname: Hoek – volume: Volume 1246 start-page: 282 year: 2020 ident: ref_40 article-title: Use of Non-professional UAV Video Sequences for the 3D Modelling of Archaeological Sites by SfM Techniques publication-title: R3 in Geomatics: Research, Results and Review doi: 10.1007/978-3-030-62800-0_22 contributor: fullname: Parente |
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SubjectTerms | Campanile di Val Montanaia geomatics GNSS rock mass characterization Structure-from-Motion UAV |
Title | A Laboratory for the Integration of Geomatic and Geomechanical Data: The Rock Pinnacle “Campanile di Val Montanaia” |
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