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Semi-Automated Classification of Landform Elements in Armenia Based on SRTM DEM using K-Means Unsupervised Classification

Open Access
|Mar 2017

References

  1. Adediran A.O., Parcharidis I., Poscolieri M., Pavlopoulos K., 2004. Computer-assisted discrimination of morphological units on north-central Crete (Greece) by applying multivariate statistics to local relief gradients. Geomorphology 58: 357-370. DOI: 10.1016/j.geomorph.2003.07.024.10.1016/j.geomorph.2003.07.024
  2. Arakelyan A.A., Piloyan A.S., 2011. Identification and delineation of water bodies at Risk by qualitative and quantitative characteristics on example of Aghstev River Basin. Proceedings of the NAS of the Republic of Armenia - Earth Sciences 64(2): 54-64.
  3. Avagyan A.A., Piloyan A.S., Yeritsian H.H., 2010. On Elevation Characteristics and Methodology of its Calculations of Terrain of the Republic of Armenia Based on 1:200000 Scale Digital Elevation Models. Proceedings of the NAS of the Republic of Armenia - Earth Sciences 63(3): 48-58.
  4. Balyan S.P., 1969. Structural geomorphology of Armenian Highland and nearly territories. Geomorphology of the Armenian SSR. Yerevan University Press, Yerevan.
  5. Bates P.D., Anderson M.G., Horrit M., 1998. Terrain information in geomorphological models: stability, resolution and sensitivity. In: Lane, S., Richards, K., Chandler, J. (eds), Landform Monitoring, Modelling and Analysis. Wiley, Chichester: 279-309.
  6. Berry P.A.M., Garlick J.D., Smith R.G., 2007. Near-global validation of the SRTM DEM using satellite radar altimetry. Remote Sensing of Environment 106(1): 17-27. DOI: 10.1016/j.rse.2006.07.011.10.1016/j.rse.2006.07.011
  7. Bezdek C.J., 1981. Pattern Recognition with Fuzzy Objective Function Algorithms. Plenum Press, New York.10.1007/978-1-4757-0450-1
  8. Blumberg D.G., 2006. Analysis of large aeolian (wind-blown) bedforms using the Shuttle Radar Topography Mission (SRTM) digital elevation data. Remote Sensing of Environment 100: 179-189. DOI: 10.1016/j.rse.2005.10.011.10.1016/j.rse.2005.10.011
  9. Boynagryan V. R., 2007. Slopes and slope processes at the Armenian Highlands. YSU Press, Yerevan.
  10. Brown D.G., Lusch D.P., Duda K.A., 1998. Supervised classification of types of glaciated landscapes using digital elevation data. Geomorphology 21: 233-250. DOI: 10.1016/ S0169-555X(97)00063-9.10.1016/S0169-555X(97)00063-9
  11. Burrough P.A., McDonnell R.A., 1998. Principles of Geographical Information Systems. Oxford University Press, Oxford.
  12. Burrough P.A., van Gaans P.F.M., MacMillan R.A., 2000. High-resolution landform classification using fuzzy k-means. Fuzzy Sets and Systems 113: 37-52. DOI: 10.1016/ S0165-0114(99)00011-1.10.1016/S0165-0114(99)00011-1
  13. Burrough P.A., Wilson J.P., van Gaans P.F.M., Hansen A.J., 2001. Fuzzy k-means classification of topo-climate data as an aid to forest mapping in the greater Yellowstone area, USA. Landscape Ecology 16: 523-546. DOI: 10.1023/A:1013167712622.10.1023/A:1013167712622
  14. Butler D., 2001. Geomorphic process-disturbance corridors: a variation on a principle of landscape ecology. Progress in Physical Geography 25: 237-248. DOI: 10.1177/030913330102500204.10.1177/030913330102500204
  15. Chang C.T., Lai J.Z.C., Jeng M.D., 2011. A Fuzzy K-means Clustering Algorithm Using Cluster Center Displacement. Journal of Information Science and Engineering 27(3): 995-1009.
  16. Crevenna A.B., Vicente T.R., Valentino S., Frame D., Ortiz M.A., 2005. Geomorphometric analysis for characterizing landforms in Morelos State, Mexico. Geomorphology 67: 407-422. DOI: 10.1016/j.geomorph.2004.11.007.10.1016/j.geomorph.2004.11.007
  17. Crippen R.E., Hook S.J., Fielding E.J., 2007. Nighttime ASTER thermal imagery as an elevation surrogate for filling SRTM DEM voids. Geophysical Research Letters 34(1): L01302. DOI: 10.1029/2006GL028496.10.1029/2006GL028496
  18. Dalrymple J.B., Blong R.J., Conacher A.J., 1968. A hypothetical nine unit land surface model. Zeitschrift für Geomorphologie 12: 60-76.
  19. De Bruin S., Stein A., 1998. Soil-landscape modelling using fuzzy c-means clustering of attribute data derived from a Digital Elevation Model (DEM). Geoderma 83: 17-33. DOI: 10.1016/S0016-7061(97)00143-2.10.1016/S0016-7061(97)00143-2
  20. Dehn M., Gärtner H., Dikau R., 2001. Principles of semantic modeling of landform structures. Computers and Geosciences 27: 1005-1010. DOI: 10.1016/S0098-3004(00)00138-2.10.1016/S0098-3004(00)00138-2
  21. Dikau R., 1989. The application of a digital relief model to landform analysis in geomorphology. In: Raper, J. (eds), Three Dimensional Applications in Geographical Information Systems. Taylor & Francis, London: 51-77.10.1201/9781003069454-5
  22. Dragut L., Blaschke T., 2006. Automated classification of landform elements using object-based image analysis. Geomorphology 81: 330-344. DOI: 10.1016/j.geomorph.2006.04.01310.1016/j.geomorph.2006.04.013
  23. Dragut L., Eisank C., 2012. Automated object-based classification of topography from SRTM data. Geomorphology 141-142: 21-33. DOI: 10.1016/j.geomorph.2011.12.001.10.1016/j.geomorph.2011.12.001331278822485060
  24. Evans, S., 1972. General Geomorphometry, Derivatives of Altitude, and Descriptive Statistics. In: Chorley R.J. (eds), Spatial Analysis in Geomorphology. Methuen & Co. Ltd., London: 17-90.10.4324/9780429273346-2
  25. Ehsani A.H., Quiel F., 2008. Geomorphometric feature analysis using morphometric parameterization and artificial neural networks. Geomorphology 99: 1-12. DOI: 10.1016/j. geomorph.2007.10.002.
  26. Falorni G., Teles V., Vivoni V., Bras E.R., Amaratunga K., 2005. Analysis and characterization of the vertical accuracy of digital elevation models from the shuttle radar topography mission. Journal of Geophysical Research 110: F0205. DOI: 10.1029/2003JF000113.10.1029/2003JF000113
  27. Farr T.G., et al., 2007. The shuttle radar topography mission. Reviews of Geophysics 45(2005): 1-33.10.1029/2005RG000183
  28. Forman R.T., 1995. Land Mosaics. The Ecology of Landscape and Regions. Cambridge University Press, Cambridge.10.1017/9781107050327
  29. Gevorgyan F., Poghosyan D., 1970. On some results of morphometric mapping of the territory the Armenian SSR. Proceedings of NAS Arm. SSR 23(4): 16-24.
  30. Gordon J.E., Brazier V., Lees, G., 1994. Geomorphological systems: developing fundamental principles for sustainable landscape management. In: o’Halloran, D., Green, C., Harley, M., Stanley, M., Knill, J. (eds), Geological landscape conservation. Geological Society, London: 185-189
  31. Grohmann C.H., Riccomini C., Alves F.M., 2006. SRTMbased morphotectonic analysis of the Pocos de Caldas Alkaline Massif, southeastern Brazil. Computers and Geosciences 33: 10-19. DOI: 10.1016/j.cageo.2006.05.002.10.1016/j.cageo.2006.05.002
  32. Hayakawa Y. S., Oguchi T., Lin Z., 2008. Comparison of new and existing global digital elevation models: ASTER G-DEM and SRTM-3. Geophysical Research Letters 35(17): L17404. DOI: 10.1029/2008GL035036.10.1029/2008GL035036
  33. Hengl T., Rossiter D.G., 2003. Supervised landform classification to enhance and replace photo-interpretation in semi-detailed soil survey. Soil Science Society of America Journal 67: 1810-1822. DOI: 10.2136/sssaj2003.1810.10.2136/sssaj2003.1810
  34. Horton R.E., 1945. Erosional Development of Streams and their Drainage Basins, Hydrophysical Approach to Quantitative Morphology. Bulletin of the Geological Society of America 56: 275-330.10.1130/0016-7606(1945)56[275:EDOSAT]2.0.CO;2
  35. Hubbard B.E., Sheridan M.F., Carrasco-Núñez G., Díaz-Castellón R., Rodríguez S.R., 2007. Comparative lahar hazard mapping at Volcan Citlaltépetl, Mexico using SRTM, ASTER and DTED-1 digital topographic data. Journal of Volcanology and Geothermal Research, 160: 99-124. DOI: 10.1016/j.jvolgeores.2006.09.00510.1016/j.jvolgeores.2006.09.005
  36. Huggel C., Schneider D., Julio Miranda P., Delgado Granados H., Kääb A. Evaluation of ASTER and SRTM DEM data for lahar modeling: a case study on lahars from Popocatépetl Volcano, Mexico. Journal of Volcanology and Geothermal Research 170(1): 99-110. DOI: 10.1016/j.jvolgeores.2007.09.005.10.1016/j.jvolgeores.2007.09.005
  37. Hunsaker C.T., Levine A., Timmins S.P., Jackson B.L., O’Neill R.V., 1992. Landscape characterization for assessing regional water quality. In: McKenzie, D.H., Hyatt, D.E., McDonald, V.J. (eds), Ecological Indicators. Elsevier, New York: 997-1006.10.1007/978-1-4615-4661-0_13
  38. Irvin B.J., Ventura S.J., Slater B.K., 1997. Fuzzy and isodata classification of landform elements from digital terrain data in Pleasant Valley, Wisconsin. Geoderma 77: 137-154. DOI: 10.1016/S0016-7061(97)00019-0.10.1016/S0016-7061(97)00019-0
  39. Isachenko A.G., 1991. Landscape study and physical and geographical divisions into regions. Visshaya Shkola, Moscow.
  40. Iwahashi J., Pike R.J., 2007. Automated classifications of topography from DEMs by an unsupervised nested- means algorithm and a three-part geometric signature. Geomorphology 86: 409-440. DOI: 10.1016/j.geomorph. 2006.09.012.
  41. Kellndorfer J., Walker W., Pierce C., Dobson D., Fites J.A., Hunsaker C., Vona, J., Clutter, M., 2004. Vegetation height estimation from shuttle radar topography mission and national elevation datasets. Remote Sensing of Environment 93: 339-358. DOI: 10.1016/j.rse.2004.07.017.10.1016/j.rse.2004.07.017
  42. Lastochkin A.N., 1991. Relief of the earth surface (Principles and methods of static geomorphology). Nedra, Leningrad.
  43. Lloyd S.P., 1957. Least squares quantization in PCM. Bell Telephone Laboratories Paper.
  44. Lloyd S.P., 1982. Least squares quantization in PCM. IEEE Transactions on Information Theory 28(2): 129-137. DOI: 10.1109/TIT.1982.1056489.10.1109/TIT.1982.1056489
  45. Ludwig R., Schneider P., 2006. Validation of digital elevation models from SRTM X-SAR for applications in hydrologic modeling. ISPRS Journal of Photogrammetry and Remote Sensing 60: 339-358. DOI: 10.1016/j.isprsjprs.2006.05.003.10.1016/j.isprsjprs.2006.05.003
  46. Lindsay J. B. 2014. The Whitebox Geospatial Analysis Tools project and open-access GIS. In: Proceedings of the GIS Research UK 22nd Annual Conference, The University of Glasgow, 16-18 April. DOI: 10.13140/RG.2.1.1010.8962
  47. MacMillan R.A., Pettapiece W.W., Nolan S.C., Goddard T.W., 2000. A generic procedure for automatically segmenting landforms into landform elements using DEMs, heuristic rules and fuzzy logic. Fuzzy Sets and Systems 113: 81-109. DOI: 10.1016/S0165-0114(99)00014-7.10.1016/S0165-0114(99)00014-7
  48. MacMillan R.A., Shary P.A., 2009. Landforms and landform elements in geomorphometry. Developments in soil science 33: 227-254. DOI: 10.1016/S0166-2481(08)00009-3.10.1016/S0166-2481(08)00009-3
  49. MacQueen J., 1967. Some methods for classification and analysis of multivariate observations. In: Proc. 5th Berkeley Symp. on Math. Statistics and Probability: 281-297.
  50. Mitasova H., Hofierka J., 1993. Interpolation by regularized spline with tension: II. Application to terrain modeling and surface geometry analysis. Mathematical Geology 25(6): 657-669. DOI: 10.1007/BF00893172.10.1007/BF00893172
  51. Moravej K., Karimian Eghbal M., Toomanian N., Shahla Mahmoodi S., 2012. Comparison of automated and manual landform delineation in semi detailed soil survey procedure. African Journal of Agricultural Research 17(7): 2592-2600. DOI: 10.5897/AJAR11.728.10.5897/AJAR11.728
  52. Orhan U., Hekim M., Ibrikci T., 2008. Gravitational fuzzy clustering. Lecture Notes in Artificial Intelligence 5317: 524-531. DOI: 10.1007/978-3-540-88636-5_50.10.1007/978-3-540-88636-5_50
  53. Pennock D.J., Zebarth B.J., de Jong E., 1987. Landform classification and soil distribution in hummocky terrain. Geoderma 40(3-4): 297-315. DOI: 10.1016/0016-7061(87)90040-1.10.1016/0016-7061(87)90040-1
  54. Piloyan A., Avagyan, A. 2016. The Circular Structures of the Republic of Armenia Based on a Digital Elevation Model. European Journal of Geography 7(3): 57-69.
  55. Prima O.D.A., Echigo A., Yokoyama R., Yoshida T., 2006. Supervised landform classification of Northeast Honshu from DEM-derived thematic maps. Geomorphology 78: 373-386. DOI: 10.1016/j.geomorph.2006.02.005.10.1016/j.geomorph.2006.02.005
  56. Rabus B., Eineder M., Roth A., Bamler R., 2003. The shuttle radar topography mission - a new class of digital elevation models acquired by spaceborne radar. ISPRS Journal of Photogrammetry and Remote Sensing 57: 241-262. DOI: 10.1016/S0924-2716(02)00124-710.1016/S0924-2716(02)00124-7
  57. Rodriguez E., Morris C., Belz J., Chapin E., Martin J., Daffer W., Hensley S., 2005. An assessment of the SRTM topographic products. In: Technical Report JPL D-31639. Jet Propulsion Laboratory. Pasadena, California.
  58. Schillaci C., Braun A., Kropáček J. Terrain analysis and landform recognition. In: Clarke L., Nield J. (eds), Geomorphological Techniques. British Society for Geomorphology: 1-18. DOI: 10.13140/RG.2.1.3895.2802.
  59. Shary P.A, 1995. Land surface in gravity points classification by a complete system of curvatures. Mathematical Geology 27: 373-390. DOI: 10.1007/BF0208460810.1007/BF02084608
  60. Shary P.A., Sharaya L.S., Mitusov A.V., 2002. Fundamental quantitative methods of land surface analysis. Geoderma 107: 1-32. DOI: 10.1016/S0016-7061(01)00136-710.1016/S0016-7061(01)00136-7
  61. Schmidt J. Hewitt A., 2004. Fuzzy land element classification from DTMs based on geometry and terrain position. Geoderma 121: 243-256. DOI:10.1016/j.geoderma.2003.10.008.10.1016/j.geoderma.2003.10.008
  62. Simonov Yu. G., 1999. The explanatory morphometry of the relief. GEOS, Moscow.
  63. Steinhaus H., 1956. Sur la division des corps materiels en parties. Bull. Acad. Polon. Sci. 6: 801-804.
  64. Stepinski T.F., Vilalta R., 2005. Digital topography models for Martian surfaces. IEEE Geoscience and Remote Sensing Letters 2(3): 260-264. DOI: 10.1109/LGRS.2005.848509.10.1109/LGRS.2005.848509
  65. Stevens N.F., Garbeil H., Mouginis-Mark P.J., 2004. NASA EOS Terra ASTER: Volcanic topographic mapping and capability. Remote Sensing of Environment 90: 405-414. DOI: 10.1016/j.rse.2004.01.012.10.1016/j.rse.2004.01.012
  66. Townshend J.R.G., 1981. Terrain Analysis and Remote Sensing. George Allen and Unwin, London.
  67. Turner M.G., 1990. Spatial and temporal analysis of landscape pattern. Landscape Ecology 4(1): 21-30. DOI: 10.1007/BF02573948.10.1007/BF02573948
  68. Ventura S., Irvin B., 2000. Automated Landform Classification Methods for Soil Landscape Studies. In: Wilson J.P., Gallant J.C. (eds.), Terrain Analysis Principals and Applications. John Wiley and Sons, New York: 245-294.
  69. Vriend S.P., van Gaans P.F.M., Middelburg J., de Nijs A., 1988. The application of fuzzy c-means cluster analysis and non-linear mapping to geochemical datasets: examples from Portugal. Applied Geochemistry 3(2): 213-224. DOI: 10.1016/0883-2927(88)90009-1.10.1016/0883-2927(88)90009-1
  70. Wood J., 1996. The Geomorphological Characterisation of Digital Elevation Models. Ph.D. Thesis. University of Leicester, England. Online: https://lra.le.ac.uk/handle/2381/34503 (accessed 23 April 2016)
  71. Wright R., Garbeil H., Baloga S.M., Mouginis-Mark P.J., 2006. An assessment of shuttle radar topography mission digital elevation data for studies of volcano morphology. Remote Sensing of Environment 105(1): 41-53. DOI: 10.1016/j. rse.2006.06.002.
  72. Zavoianu I., Cruceru N., Heritanu G., 2013. Morphometry elements of hydrographic basins with use in the characterization of relief. Revista de Geomorfologie 15: 89-98.
  73. Zohrabyan L.N., 1979. Orography of the Armenian Highland (experiment in orographical analysis of morphostructure). Arm. SSR NAS Press, Yerevan.
DOI: https://doi.org/10.1515/quageo-2017-0007 | Journal eISSN: 2081-6383 | Journal ISSN: 2082-2103
Language: English
Page range: 93 - 103
Submitted on: Jan 12, 2017
Published on: Mar 16, 2017
Published by: Adam Mickiewicz University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 times per year
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© 2017 Artak Piloyan, Milan Konečný, published by Adam Mickiewicz University
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