Photogrammetry-based Texture Analysis of a Volcaniclastic Outcrop-peel: Low-cost Alternative to TLS and Automation Potentialities using Haar Wavelet and Spatial-Analysis Algorithms
Christopher Gomez(1*), Kyoko Kataoka(2), Aditya Saputra(3), Patrick Wassmer(4), Atsushi Urabe(5), Justin Morgenroth(6), Akira Kato(7)(1) Kobe University, Graduate School of Maritime Sciences, Higashinada-ku, Fukae-Minamimachi 5-1-1, 658-0022 Kobe City, Japan
(2) Niigata University, Research Institute for Natural Hazards & Disaster Recovery. 950-2181 Niigata-City, Nishi-ku, Ikarashi 2nochou 8050, Japan
(3) 
(4) 
(5) Niigata University, Research Institute for Natural Hazards & Disaster Recovery. 950-2181 Niigata-City, Nishi-ku, Ikarashi 2nochou 8050, Japan
(6) 
(7) 
(*) Corresponding Author
Abstract
Numerous progress has been made in the field of applied photogrammetry in the last decade, including the usage of close-range photogrammetry as a mean of conservation and record of outcrops. In the present contribution, we use the SfM-MVS method combined with a wavelet decomposition analysis of the surface, in order to relate it to morphological and surface roughness data. The results demonstrated that wavelet decomposition and RMS could provide a rapid insight on the location of coarser materials and individual outliers, while arithmetic surface roughness were more useful to detect units or layers that are similar on the outcrop. The method also emphasizes the fact that the automation of the process does not allows clear distinction between any artefact crack or surface change and that human supervision is still essential despite the original goal of automating the outcrop surface analysis.
Keywords
References
Abrams, J. Sigurdsson, H. (2007) Characterization of pyroclastic fall and flow deposits from the 1815 eruption of Tambora volcano, Indonesia using ground-penetrating radar. Journal of Volcanology and Geothermal Research. Vol. 161, pp. 352-361.
Andreo, B. Jimenez, P. Duran, J.J. Carrasco, F. Vadillo, I. Mangin, A. (2006) Climatic and hydrological variations during the last 117-166 years in the south of the Iberian Peninsula, from spectral and correlation analysis and continuous wavelet analysis. Journal of Hydrology. Vol. 324, pp. 24-39.
Agisoft Photoscan-PRO Users Manual, (2012) http://downloads.agisoft.ru/pdf/photoscan-pro_0_9_0_en.pdf - accessed in November 2012.
Audet, P. Mareschal, J-C. (2007) Wavelet analysis of the coherence between Bouguer gravity and topography: application to the elastic thickness anisotropy in the Canadian Shield. Geophysics Journal International. Vol. 168, pp. 287-298.
Beckmann, P. Spizzichino, A. (1987) The scattering of electromagnetic waves from rough surfaces. Artech House.
Bellian, J.A. Kerans, C. Jennette, D.C. (2005) Digital outcrop models: applications of terrestrial scanning lidar technology in stratigraphic modeling. Journal of Sedimentary Research. Vol. 75, pp. 166-176.
Booth. A.M. Roering, J.J. Taylor Perron, J. (2009) Automated landslide mapping using spectral analysis and high-resolution topographic data: Puget Sound lowlands, Washington, and Portland Hills, Oregon. Geomorphology. Vol. 109, pp. 132-147.
Bretar, F. Arab-Sedze, M. Champion, J. Pierrot-Deseilligny, M. Heggy, E. Jacquemoud, S. (2013) An advanced photogrammetric method to measure surface roughness: Application to volcanic terrains in the Piton de la Fournaise, Reunion Island. Remote Sensing of Environment. Vol. 35, pp. 1-11.
Cassidy, N.J. Calder, E.S. Pavez, A. Wooler, L. (2009) GPR-derived facies architectures: A new perspective on mapping pyroclastic flow deposits. Special Publication of IAVCEI. Vol. 2, pp. 181-210.
Courtland, L.M. Kruse, S.E. Connor, C.B. Savov, I.P. Martin, K.P. (2012) GPR investigation of tephra fallout, Cerro Negro volcano, Nicaragua: A method for constraining parameters used in tephra sedimentation models. Bulletin of Volcanology. Vol. 74, pp. 1409-1424.
Buckley, S.J. Kurz, T.H. Howell, J.A. Schneider, D. (2013) Terrestrial lidar and hyperspectral data fusion products for geological outcrop analysis. Computers and Geosciences. Vol. 54, pp. 249-258.
Finizola, A. Ricci, T. Delana, R. Cabusson, S.B. Rossi, M. Praticelli, N. Giocoli, A. Romano, G. Delcher, E. Suski, B. Revil, A. Menny, P. Di Gangi, F. Letort, J. Peltier, A. Villasante-Marcos, V. Douillet, G. Avard, G. Lelli, M. (2010) Adventive hydrothermal circulation on Stromboli volcano (Aeolian Islands, Italy) revealed by geophysical and geochemical approaches: implications for general fluid flow models on volcanoes. Journal of Volcanology and Geothermal Research. Vol. 196, pp. 111-119.
Fisher, R.B., Dawson-Howe, K., Fitzgibbon, A., Robertson, C., Trucco, E. (2005) Dictionary of Computer Vision and Image Processing. Wiley, Chichester.
Giaccio, B. Galadini, F. Sposato, A. Messina, P. Moro, M. Zreda, M. Cittadini, A. Salvi, S. Todero, A. (2002) Image processing and roughness analysis of exposed bedrock fault planes as a tool for paleoseismological analyisis: results from the Campo Felice fault (central Apennines, Italy). Geomorphology. Vol. 49, pp. 281-301.
Gomez, C. (2013) Scales in Environmental Sciences, Public Lecture, University of Chiba 8 Jan. 2013.
Gomez, C. (2012) Multi-scale topographic analysis of Merbabu and Merapi volcanoes using wavelet decomposition. Environmental Earth-Sciences. Vol. 65, pp. 1423-1430.
Gomez, C. Kataoka, K.S. Tanaka, K. (2012) Internal structure of the Sanbongi Fan-Towada Volcano, Japan: Putting the theory to the test, using GPR on volcaniclastic deposits. Journal of Volcanology and Geothermal Research. Vol. 229-230, pp. 44-49.
Gomez, C. Lavigne, F. (2010) Transversal architecture of lahars terraces, inferred from radargrams: preliminary results from Semeru Volcano, Indonesia. Earth Surface Processes and Landforms. Vol. 35, pp. 1116-1121.
Gomez, C. Lavigne, F. Hadmoko, D.S. Lespinasse, N. Wassmer, P. (2009) Block-and-ash flow deposition: A conceptual model from a GPR survey on pyroclastic-flow deposits at Merapi Volcano, Indonesia. Geomorphology. Vol. 110, pp. 118-127.
Gomez, C. Lavigne, F. Lespinasse, N. Hadmoko, D.S. Wassmer, P. (2008) Longitudinal structure of pyroclastic-flow deposits, revealed by GPR survey at Merapi Volcano, Java, Indonesia. Journal of Volcanology and Geothermal Research. Vol. 176, pp. 439-447.
Gomez-Ortiz, D. Martin-Velazquez, S. Martin-Crespo, T. Marquez, A. Lillo, J. Lopez, I. Carreno, F. (2006) Characterization of volcanic material using ground penetrating radar: A case study at Teide Volcano (Canary Islands, Spain). Journal of Applied Geophysics. Vol. 59, pp. 63-79.
Heritage, G.L. Milan, D.J. (2009) Terrestrial Laser Scanning of grain roughness in a gravel-bed river. Geomorphology. Vol. 113, pp. 4-11.
James, M.R. Robson, S. (2012) Straight forward reconstruction of 3D surfaces and topography with a camera: Accuracy and geoscience application. Journal of Geophysical Research. Vol. 117, F03017, doi:10.1029/2011JF002289,2012.
Kataoka, K.S. Urabe, A. Manville, V. Kajiyama, A. (2008) Breakout flood from an ignimbrite-dammed valley after the 5 ka Numazawako eruption, northeast Japan. Geological Society of America Bulletin, Vol. 120, pp. 1233-1247.
Khan, S.D. Heggy, E. Fernandez, J. (2007) Mapping exposed and buried lava flows using synthetic aperture and ground-penetrating radar in Craters of the Moon lava field. Geophysics. Vol. 76, B161-B174.
Langenbucher, A. Sauer, T. Seitz, B. (2002) Wavelet analysis of corneal topographic surface characterization. Current Eyes Research, Vol. 24, pp. 409-421
Lashermes, B., Foufoula-Georgiou, E., Dietrich, W.E. (2007) Channel network extraction from high resolution topography using wavelets. Geophysical Research Letters 34, L23S04
Lavigne, F., Thouret, J.-C., Hadmoko, D.S., Sukatja, B. (2007) Lahars in Java: Initiations, Dynamics, Hazard Assessment And Deposition Processes. Forum Geografi 21.
Morgenroth, J. Gomez, C. (2014) Assessment of tree structure using a 3D image analysis technique – a proof of concept. Urban Forestry and Urban Greening. Vol. 13, pp. 198-203.
Partal, T. Küçük, M. (2009) Long-term trend analysis using discrete wavelet components of annual precipitations measurements in Marmara region (Turkey). Physics and Chemistry of the Earth. Vol. 31, pp. 1189-1200
Quan, L. (2010) Image-based Modeling. Springer, New York.
Robertson, D.P. Cipolla, R. (2009) Structure from motion. In: Varga, M. (Ed.), Practical Image Processing and Computer Vision. John Wiley and Sons, Ltd, New York.
Rossi, A. Massei, N. Laignel, B. Sebag, D. Copard, Y. (2009) The response of the Mississippi River to climate fluctuations and reservoir construction as indicated by wavelet analysis of streamflow and suspended-sediment load, 1950-1975. Journal of Hydrology. Vol. 377, pp. 237-244.
Schneider, K. Farge, M. (2006) Wavelets: theory. In: Françoise JP, Naber G, Tsun TS (Eds.), Encyclopedia of Mathematics Physics, pp. 426-438
Szeliski, R. (2011) Computer Vision. Algorithms and Applications. Springer, New York.
Tatone, B.S.A. Grasselli, G. (2009) A method to evaluate the three-dimensional roughness of fracture surfaces in brittle geomaterials. The Review of Scientific Instruments. Vol. 80, nb. 125110.
Torrence, C. Compo, GP. (1998) A practical guide to wavelet anlysis. Bulletin of the American Meteorological Society. Vol. 79, pp. 61-78.
Verhoeven, G. Doneus, M. Briese, Ch. Vermeulen, F. (2012) Mapping by matching: a computer vision-based approach to fast and accurate georeferencing of archaeological aerial photographs. Journal of Archaeological Science, Vol. 39, pp. 2060-2070.
Vidal Vazquez, E. Vivas Miranda, J.G. Paz Gonzalez, A. (2005) Characterizing anisotropy and heterogeneity of soil surface microtopography using fractal models. Ecological Modelling. Vol. 182, pp. 337-353.
Ullman, S. (1979) The interpretation of structure from motion. Proceedings of the Royal Society of London. Vol. B-203, pp. 405-426.
Westoby, M.J. Brasington, J. Glasser, N.F. Hambrey, M.J. Reynolds, J.M. (2012) ‘Structure-from-Motion’ photogrammetry: A low-cost, effective tool for geoscience applications. Geomorphology, Vol. 179, pp. 300-314.
Yamamoto, T. (2007) A Rhyolite to dacite sequence of volcanism directly from the heated lower crust: Late Pleistocene to Holocene Numazawa volcano, NE Japan. Journal of Volcanology and Geothermal Research, Vol. 167, pp. 119-133.
Yamamoto, T., Komazawa, M. (2004) Geology of the Miyashita District Quadrangle Series, 1:50,000, Geological Survey of Japan, AIST, 71 p.
Article Metrics
Abstract view(s): 1309 time(s)PDF: 1022 time(s) HTML: 2020 time(s)
Refbacks
- There are currently no refbacks.