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2019 | OriginalPaper | Buchkapitel

Geomorphometric Analysis of Landform Pattern Using Topographic Position and ASTER GDEM

verfasst von : Usman Salihu Lay, Gambo Jibrin, Ibrahim Tijani, Biswajeet Pradhan

Erschienen in: GCEC 2017

Verlag: Springer Singapore

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Abstract

A number of research have been carried out on geomorphology using a conventional approach to classify the landform; this has a tendency of producing misleading result, due to ruggedness and inaccessibility of the terrain. Geographic Information System (GIS) and remote sensing techniques are capable of generating automated landform classes using Topographic Position Index techniques (TPI). This research is set to achieve the following objectives: to categorize landform elements and to illustrate the complexity of the terrain in Negeri Sembilan state based on ASTER GDEM with 30 m resolution. TPI-based algorithm for landscape classification was applied to slope position and landform classification automation. We used 300 and 3000 neighbourhood size on the TPI grids to determine the landform categories. To quantify the spatial pattern of topographic position, Deviation from mean elevation (DEV) is adopted. Maximum Elevation Deviation was selected to measure the spatial landscape pattern at the maximum (3000) scale of the absolute DEV value within the scale (DEVmax), and finally, high-pass filter algorithm was used to identify the extreme topography (ridges/valleys). The combination of the TPI and slope position of DEV that formed the landform classification results show four prominent landform classes these include canyons, U-shape valley, local ridges/ hill valleys, and mountaintops/high ridges. The slope position classes revealed only two (valley/cliff base and ridges/canyons edge) classes based on slope position index. The canyons had the maximum of 63% and minimum was U-shaped valley with 1.04% for the landform of the area of interest. To achieve better results, there is a need to utilize a high spatial resolution remotely sensed DEM derived data and sensitivity analysis need to be incorporated. For that, laser scanning data is capable of improving the results.

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Literatur
1.
Zurück zum Zitat Ahmed, G.B., Shariff, A.R.M., Balasundram, S.K., bin Abdullah, A.F.: Agriculture land suitability analysis evaluation based multi criteria and GIS approach. IOP Conf. Ser. Earth Environ. Sci. 37(1), 012044. IOP Publishing (2016, June)CrossRef Ahmed, G.B., Shariff, A.R.M., Balasundram, S.K., bin Abdullah, A.F.: Agriculture land suitability analysis evaluation based multi criteria and GIS approach. IOP Conf. Ser. Earth Environ. Sci. 37(1), 012044. IOP Publishing (2016, June)CrossRef
2.
Zurück zum Zitat Barka, I., Vladovi, J., Máliš, F.: Landform classification and its application in predictive mapping of soil and forest units. GIS Ostrava 23–26, 1 (2011) Barka, I., Vladovi, J., Máliš, F.: Landform classification and its application in predictive mapping of soil and forest units. GIS Ostrava 23–26, 1 (2011)
3.
Zurück zum Zitat Blaschke, T., Strobl, J.: Defining landscape units through integrated morphometric characteristics. In: Ervin, E. (ed.) Landscape modelling: digital techniques for landscape architecture. Wichmann Verlag, Heidelberg (2003) Blaschke, T., Strobl, J.: Defining landscape units through integrated morphometric characteristics. In: Ervin, E. (ed.) Landscape modelling: digital techniques for landscape architecture. Wichmann Verlag, Heidelberg (2003)
4.
Zurück zum Zitat Bunn, A.G., Hughes, M.K., Salzer, M.W.: Topographically modified tree-ring chronologies as a potential means to improve paleoclimate inference. Clim. Change 105(3), 627–634 (2011)CrossRef Bunn, A.G., Hughes, M.K., Salzer, M.W.: Topographically modified tree-ring chronologies as a potential means to improve paleoclimate inference. Clim. Change 105(3), 627–634 (2011)CrossRef
5.
Zurück zum Zitat Clark, J.T., Fei, S., Liang, L., Rieske, L.K.: Mapping eastern hemlock: comparing classification techniques to evaluate susceptibility of a fragmented and valued resource to an exotic invader, the hemlock woolly adelgid. For. Ecol. Manage. 266, 216–222 (2012)CrossRef Clark, J.T., Fei, S., Liang, L., Rieske, L.K.: Mapping eastern hemlock: comparing classification techniques to evaluate susceptibility of a fragmented and valued resource to an exotic invader, the hemlock woolly adelgid. For. Ecol. Manage. 266, 216–222 (2012)CrossRef
6.
Zurück zum Zitat De Reu, J., Bourgeois, J., Bats, M., Zwertvaegher, A., Gelorini, V., De Smedt, P., Chu, W., Antrop, M., De Maeyer, P., Finke, P., van Meirnenne, M., verniers, J., Crombe, P.: Application of the topographic position index to heterogeneous landscapes. Geomorphology 186, 39–49 (2013)CrossRef De Reu, J., Bourgeois, J., Bats, M., Zwertvaegher, A., Gelorini, V., De Smedt, P., Chu, W., Antrop, M., De Maeyer, P., Finke, P., van Meirnenne, M., verniers, J., Crombe, P.: Application of the topographic position index to heterogeneous landscapes. Geomorphology 186, 39–49 (2013)CrossRef
7.
Zurück zum Zitat Deepika, B., Avinash, K., Jayappa, K.S.: Impact of estuarine processes and hydro-meteorological forcing on landform changes: a remote sensing, GIS and statistical approach. Arab. J. Geosci. 8(2), 711–726 (2015)CrossRef Deepika, B., Avinash, K., Jayappa, K.S.: Impact of estuarine processes and hydro-meteorological forcing on landform changes: a remote sensing, GIS and statistical approach. Arab. J. Geosci. 8(2), 711–726 (2015)CrossRef
8.
Zurück zum Zitat Deumlich, D., Schmidt, R., Sommer, M.: A multiscale soil–landform relationship in the glacial-drift area based on digital terrain analysis and soil attributes. J. Plant Nutr. Soil Sci. 173, 843–851 (2010)CrossRef Deumlich, D., Schmidt, R., Sommer, M.: A multiscale soil–landform relationship in the glacial-drift area based on digital terrain analysis and soil attributes. J. Plant Nutr. Soil Sci. 173, 843–851 (2010)CrossRef
9.
Zurück zum Zitat Drăguţ, L., Blaschke, T.: Automated classification of landform elements using object-based image analysis. Geomorphology 81, 330–344 (2006)CrossRef Drăguţ, L., Blaschke, T.: Automated classification of landform elements using object-based image analysis. Geomorphology 81, 330–344 (2006)CrossRef
10.
Zurück zum Zitat Etienne, C., Lehmann, A., Goyette, S., Lopez-Moreno, J.I., Beniston, M.: Spatial predictions of extreme wind speeds over Switzerland using generalized additive models. J Appl. Meteorol. Climatol. 49(9), 1956–1970 (2010)CrossRef Etienne, C., Lehmann, A., Goyette, S., Lopez-Moreno, J.I., Beniston, M.: Spatial predictions of extreme wind speeds over Switzerland using generalized additive models. J Appl. Meteorol. Climatol. 49(9), 1956–1970 (2010)CrossRef
11.
Zurück zum Zitat Evans, I.: Correlation structures and factora nalysis in the investigation of data dimensionality: statistical properties of the Wessex land surface, England. In: International Symposium on Spatial Data Handling, Zurich, pp. 98–116 (1984) Evans, I.: Correlation structures and factora nalysis in the investigation of data dimensionality: statistical properties of the Wessex land surface, England. In: International Symposium on Spatial Data Handling, Zurich, pp. 98–116 (1984)
12.
Zurück zum Zitat Fei, S., Schibig, J., Vance, M.: Spatial habitat modeling of American chestnut at mammoth cave national park. For. Ecol. Manage. 252(1), 201–207 (2007)CrossRef Fei, S., Schibig, J., Vance, M.: Spatial habitat modeling of American chestnut at mammoth cave national park. For. Ecol. Manage. 252(1), 201–207 (2007)CrossRef
13.
Zurück zum Zitat Fisher, P., Wood, J., Cheng, T.: Where is Helvellyn? Fuzziness of multi-scale landscape morphometry. Trans. Inst. Br. Geogr. 29, 106–128 (2004)CrossRef Fisher, P., Wood, J., Cheng, T.: Where is Helvellyn? Fuzziness of multi-scale landscape morphometry. Trans. Inst. Br. Geogr. 29, 106–128 (2004)CrossRef
14.
Zurück zum Zitat Francés, A.P., Lubczynski, M.W.: Topsoil thickness prediction at the catchment scale by integration of invasive sampling, surface geophysics, remote sensing and statistical modeling. J. Hydrol. 405(1), 31–47 (2011)CrossRef Francés, A.P., Lubczynski, M.W.: Topsoil thickness prediction at the catchment scale by integration of invasive sampling, surface geophysics, remote sensing and statistical modeling. J. Hydrol. 405(1), 31–47 (2011)CrossRef
15.
Zurück zum Zitat Gallant, J.C., Wilson, J.P.: Primary topographic attributes. In: Wilson, J.P., Gallant, J.C. (eds.) Terrain Analysis: Principles and Applications, pp. 51–85. John Wiley & Sons Inc., New York (2000) Gallant, J.C., Wilson, J.P.: Primary topographic attributes. In: Wilson, J.P., Gallant, J.C. (eds.) Terrain Analysis: Principles and Applications, pp. 51–85. John Wiley & Sons Inc., New York (2000)
16.
Zurück zum Zitat Giorgis, M.A., Tecco, P.A., Cingolani, A.M., Renison, D., Marcora, P., Paiaro, V.: Factors associated with woody alien species distribution in a newly invaded mountain system of central Argentina. Biol. Invasions 13(6), 1423–1434 (2011)CrossRef Giorgis, M.A., Tecco, P.A., Cingolani, A.M., Renison, D., Marcora, P., Paiaro, V.: Factors associated with woody alien species distribution in a newly invaded mountain system of central Argentina. Biol. Invasions 13(6), 1423–1434 (2011)CrossRef
17.
Zurück zum Zitat Guisan, A., Weiss, S.B., Weiss, A.D.: GLM versus CCA spatial modeling of plant species distribution. Plant Ecol. 143, 107–122 (Kluwer academic publishers) (1999) Guisan, A., Weiss, S.B., Weiss, A.D.: GLM versus CCA spatial modeling of plant species distribution. Plant Ecol. 143, 107–122 (Kluwer academic publishers) (1999)
18.
Zurück zum Zitat Han, H., Jang, K., Song, J., Seol, A., Chung, W., Chung, J.: The effects of site factors on herb species diversity in Kwangneung forest stands. Forest Sci. Technol. 7(1), 1–7 (2011)CrossRef Han, H., Jang, K., Song, J., Seol, A., Chung, W., Chung, J.: The effects of site factors on herb species diversity in Kwangneung forest stands. Forest Sci. Technol. 7(1), 1–7 (2011)CrossRef
19.
Zurück zum Zitat Hengl, T., Reuter, H.I. (eds.): Geomorphometry: concepts, software, applications. In: Developments in Soil Science, p. 33. Elsevier, Amsterdam (2009) Hengl, T., Reuter, H.I. (eds.): Geomorphometry: concepts, software, applications. In: Developments in Soil Science, p. 33. Elsevier, Amsterdam (2009)
20.
Zurück zum Zitat Iwahashi, J., Pike, R.J.: Automated classifications of topography from DEMs by an unsupervised nested-means algorithm and a three-part geometric signature. Geomorphology 86, 409–440 (2007)CrossRef Iwahashi, J., Pike, R.J.: Automated classifications of topography from DEMs by an unsupervised nested-means algorithm and a three-part geometric signature. Geomorphology 86, 409–440 (2007)CrossRef
21.
Zurück zum Zitat Jenness, J.: Topography position index TPI landform slope classification standardization neighborhood statistics. Topographic Position Index (TPI), 1 (2006) Jenness, J.: Topography position index TPI landform slope classification standardization neighborhood statistics. Topographic Position Index (TPI), 1 (2006)
22.
Zurück zum Zitat Klinkenberg, B.: Fractals and morphometric measures: is there a relationship? Geomorphology 5(1–2), 5–20 (1992)CrossRef Klinkenberg, B.: Fractals and morphometric measures: is there a relationship? Geomorphology 5(1–2), 5–20 (1992)CrossRef
23.
Zurück zum Zitat Kozioł, K.: Numeryczny model terenu dla wielorozdzielczej/wieloprezentacyjnej bazy danych przestrzennych. Geomatics Environ. Eng. 3(1/1), 69–80 (2009) Kozioł, K.: Numeryczny model terenu dla wielorozdzielczej/wieloprezentacyjnej bazy danych przestrzennych. Geomatics Environ. Eng. 3(1/1), 69–80 (2009)
24.
Zurück zum Zitat Kühni, A., Pfiffner, O.A.: The relief of the Swiss Alps and adjacent areas and its relation to lithology and structure—topographic analysis from 250-M DEM. Geomorphology 41, 285–307 (2001)CrossRef Kühni, A., Pfiffner, O.A.: The relief of the Swiss Alps and adjacent areas and its relation to lithology and structure—topographic analysis from 250-M DEM. Geomorphology 41, 285–307 (2001)CrossRef
25.
Zurück zum Zitat Lindsay, J.B.: Whitebox GAT: a case study in geomorphometric analysis. Comput. Geosci. 95, 75–84 (2016)CrossRef Lindsay, J.B.: Whitebox GAT: a case study in geomorphometric analysis. Comput. Geosci. 95, 75–84 (2016)CrossRef
26.
Zurück zum Zitat Liu, H., Bu, R., Liu, J., Leng, W., Hu, Y., Yang, L., Liu, H.: Predicting the wetland distributions under climate warming in the Great Xing’an mountains, northeastern China. Ecol. Res. 26(3), 605–613 (2011)CrossRef Liu, H., Bu, R., Liu, J., Leng, W., Hu, Y., Yang, L., Liu, H.: Predicting the wetland distributions under climate warming in the Great Xing’an mountains, northeastern China. Ecol. Res. 26(3), 605–613 (2011)CrossRef
27.
Zurück zum Zitat Liu, M., Hu, Y., Chang, Y., He, X., Zhang, W.: Land use and land cover change analysis and prediction in the upper reaches of the Minjiang River, China. Environ. Manage. 43(5), 899–907 (2009)CrossRef Liu, M., Hu, Y., Chang, Y., He, X., Zhang, W.: Land use and land cover change analysis and prediction in the upper reaches of the Minjiang River, China. Environ. Manage. 43(5), 899–907 (2009)CrossRef
28.
Zurück zum Zitat MacMillan, R.A., Pettapiece, W.W., Nolan, S.C., Goddard, T.W.: A generic procedure for automatically segmenting landforms into landform elements using DEMs, heuristic rules and fuzzy logic. Fuzzy Sets Syst. 113, 81–109 (2000)CrossRef MacMillan, R.A., Pettapiece, W.W., Nolan, S.C., Goddard, T.W.: A generic procedure for automatically segmenting landforms into landform elements using DEMs, heuristic rules and fuzzy logic. Fuzzy Sets Syst. 113, 81–109 (2000)CrossRef
29.
Zurück zum Zitat McGarigal, K., Tagil, S., Cushman, S.: Surfacemetrics: an alternative to patch metrics for the quantification of landscape structure. Landscape Ecol. 24, 433–450 (2009)CrossRef McGarigal, K., Tagil, S., Cushman, S.: Surfacemetrics: an alternative to patch metrics for the quantification of landscape structure. Landscape Ecol. 24, 433–450 (2009)CrossRef
30.
Zurück zum Zitat Mora-Vallejo, A., Claessens, L., Stoorvogel, J., Heuvelink, G.B.M.: Small scale digital soil mapping in southeastern Kenya. CATENA 76, 44–53 (2008)CrossRef Mora-Vallejo, A., Claessens, L., Stoorvogel, J., Heuvelink, G.B.M.: Small scale digital soil mapping in southeastern Kenya. CATENA 76, 44–53 (2008)CrossRef
31.
Zurück zum Zitat Mousavi, S.R., Pirasteh, S., Pradhan, B., Mansor, S., Mahmud, A.R.: The ASTER DEM generation for geomorphometric analysis of the central Alborz Mountains, Iran. Pertanika J. Sci. Technol. 19, 115–124 (2011) Mousavi, S.R., Pirasteh, S., Pradhan, B., Mansor, S., Mahmud, A.R.: The ASTER DEM generation for geomorphometric analysis of the central Alborz Mountains, Iran. Pertanika J. Sci. Technol. 19, 115–124 (2011)
32.
Zurück zum Zitat Oberski, T. Methods of identification and delimitation of concave terrain features based on ISOK-NMT data. Tech. Sci./University of Warmia and Mazury in Olsztyn (2016) Oberski, T. Methods of identification and delimitation of concave terrain features based on ISOK-NMT data. Tech. Sci./University of Warmia and Mazury in Olsztyn (2016)
33.
Zurück zum Zitat Oltean, G.S., Comeau, P.G., White, B.: Linking the depth-to-water topographic index to soil moisture on boreal forest sites in Alberta. Forest Sci. 62(2), 154–165 (2016)CrossRef Oltean, G.S., Comeau, P.G., White, B.: Linking the depth-to-water topographic index to soil moisture on boreal forest sites in Alberta. Forest Sci. 62(2), 154–165 (2016)CrossRef
35.
Zurück zum Zitat Platt, R.V., Schoennagel, T., Veblen, T.T., Sherriff, R.L.: Modeling wildfire potential in residential parcels: A case study of the north-central Colorado Front Range. Landscape Urban Plann. 102(2), 117–126 (2011)CrossRef Platt, R.V., Schoennagel, T., Veblen, T.T., Sherriff, R.L.: Modeling wildfire potential in residential parcels: A case study of the north-central Colorado Front Range. Landscape Urban Plann. 102(2), 117–126 (2011)CrossRef
36.
Zurück zum Zitat Pracilio, G., Smettem, K.R., Bennett, D., Harper, R.J., Adams, M.L.: Site assessment of a woody crop where a shallow hardpan soil layer constrained plant growth. Plant Soil 288(1–2), 113–125 (2006)CrossRef Pracilio, G., Smettem, K.R., Bennett, D., Harper, R.J., Adams, M.L.: Site assessment of a woody crop where a shallow hardpan soil layer constrained plant growth. Plant Soil 288(1–2), 113–125 (2006)CrossRef
37.
Zurück zum Zitat Prasannakumar, V., Vijith, H., Geetha, N.: Terrain evaluation through the assessment of geomorphometric parameters using DEM and GIS: case study of two major sub-watersheds in Attapady, South India. Arab. J. Geosci. 6(4), 1141–1151 (2012)CrossRef Prasannakumar, V., Vijith, H., Geetha, N.: Terrain evaluation through the assessment of geomorphometric parameters using DEM and GIS: case study of two major sub-watersheds in Attapady, South India. Arab. J. Geosci. 6(4), 1141–1151 (2012)CrossRef
38.
Zurück zum Zitat Qiu, Z., Pennock, A., Giri, S., Trnka, C., Du, X., Wang, H.: Assessing soil moisture patterns using a soil topographic index in a humid region. Water Resour. Manage. 31(7), 2243–2255 (2017)CrossRef Qiu, Z., Pennock, A., Giri, S., Trnka, C., Du, X., Wang, H.: Assessing soil moisture patterns using a soil topographic index in a humid region. Water Resour. Manage. 31(7), 2243–2255 (2017)CrossRef
39.
Zurück zum Zitat Riley, J.W., Calhoun, D.L., Barichivich, W.J., Walls, S.C.: Identifying small depressional wetlands and using a topographic position index to infer hydro period regimes for pond-breeding amphibians. Wetlands, 1–14 (2017)CrossRef Riley, J.W., Calhoun, D.L., Barichivich, W.J., Walls, S.C.: Identifying small depressional wetlands and using a topographic position index to infer hydro period regimes for pond-breeding amphibians. Wetlands, 1–14 (2017)CrossRef
40.
Zurück zum Zitat Tagil, S., Jenness, J.: GIS-based automated landform classification and topographic, landcover and geologic attributes of landforms around the Yazoren Polje, Turkey. J. Appl. Sci. 8, 910–921 (2008)CrossRef Tagil, S., Jenness, J.: GIS-based automated landform classification and topographic, landcover and geologic attributes of landforms around the Yazoren Polje, Turkey. J. Appl. Sci. 8, 910–921 (2008)CrossRef
41.
Zurück zum Zitat Verhagen, J., Verburg, P., Sybesma, M., Bouma, J.: Terrainmodelling as a basis for optimal Agroecological land management using dynamic simulation. In: Robert, P.C. (ed.) Site-Specific Management for Agricultural Systems. ASA, CSSA, and SSSA, Madison (1995) Verhagen, J., Verburg, P., Sybesma, M., Bouma, J.: Terrainmodelling as a basis for optimal Agroecological land management using dynamic simulation. In: Robert, P.C. (ed.) Site-Specific Management for Agricultural Systems. ASA, CSSA, and SSSA, Madison (1995)
42.
Zurück zum Zitat Weber, T.C.: Maximum entropy modeling of mature hardwood forest distribution in four US states. For. Ecol. Manage. 261(3), 779–788 (2011)CrossRef Weber, T.C.: Maximum entropy modeling of mature hardwood forest distribution in four US states. For. Ecol. Manage. 261(3), 779–788 (2011)CrossRef
43.
Zurück zum Zitat Weiss, A.: Topographic position and landforms analysis. In: Poster Presentation, ESRI User Conference. San Diego, CA (2001) Weiss, A.: Topographic position and landforms analysis. In: Poster Presentation, ESRI User Conference. San Diego, CA (2001)
44.
Zurück zum Zitat Wood, S.W., Murphy, B.P., Bowman, D.M.: Firescape ecology: how topography determines the contrasting distribution of fire and rain forest in the south-west of the Tasmanian Wilderness World Heritage Area. J. Biogeogr. 38(9), 1807–1820 (2011)CrossRef Wood, S.W., Murphy, B.P., Bowman, D.M.: Firescape ecology: how topography determines the contrasting distribution of fire and rain forest in the south-west of the Tasmanian Wilderness World Heritage Area. J. Biogeogr. 38(9), 1807–1820 (2011)CrossRef
45.
Zurück zum Zitat Woodrow, K., Lindsay, J.B., Berg, A.A.: Evaluating DEM conditioning techniques, elevation source data, and grid resolution for field-scale hydrological parameter extraction. J. Hydrol. (2016, in press) Woodrow, K., Lindsay, J.B., Berg, A.A.: Evaluating DEM conditioning techniques, elevation source data, and grid resolution for field-scale hydrological parameter extraction. J. Hydrol. (2016, in press)
46.
Zurück zum Zitat Youssef, A.M., Pradhan, B., Gaber, A.F.D., Buchroithner, M.F.: Geomorphological hazard analysis along the Egyptian Red Sea coast between Safaga and Quseir. Nat. Hazard Earth Syst. 9, 751–766 (2009)CrossRef Youssef, A.M., Pradhan, B., Gaber, A.F.D., Buchroithner, M.F.: Geomorphological hazard analysis along the Egyptian Red Sea coast between Safaga and Quseir. Nat. Hazard Earth Syst. 9, 751–766 (2009)CrossRef
47.
Zurück zum Zitat Zhang, Y., He, H.S., Dijak, W.D., Yang, J., Shifley, S.R., Palik, B.J.: Integration of satellite imagery and forest inventory in mapping dominant and associated species at a regional scale. Environ. Manage. 44(2), 312–323 (2009)CrossRef Zhang, Y., He, H.S., Dijak, W.D., Yang, J., Shifley, S.R., Palik, B.J.: Integration of satellite imagery and forest inventory in mapping dominant and associated species at a regional scale. Environ. Manage. 44(2), 312–323 (2009)CrossRef
Metadaten
Titel
Geomorphometric Analysis of Landform Pattern Using Topographic Position and ASTER GDEM
verfasst von
Usman Salihu Lay
Gambo Jibrin
Ibrahim Tijani
Biswajeet Pradhan
Copyright-Jahr
2019
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-8016-6_80