Bank gully extraction from DEMs utilizing the geomorphologic features of a loess hilly area in China
Xin YANG, Jiaming NA, Guoan TANG, Tingting WANG, Axing ZHU
Bank gully extraction from DEMs utilizing the geomorphologic features of a loess hilly area in China
As one of most active gully types in the Chinese Loess Plateau, bank gullies generally indicate soil loss and land degradation. This study addressed the lack of detailed, large scale monitoring of bank gullies and proposed a semi-automatic method for extracting bank gullies, given typical topographic features based on 5 m resolution DEMs. First, channel networks, including bank gullies, are extracted through an iterative channel burn-in algorithm. Second, gully heads are correctly positioned based on the spatial relationship between gully heads and their corresponding gully shoulder lines. Third, bank gullies are distinguished from other gullies using the newly proposed topographic measurement of “relative gully depth (RGD).” The experimental results from the loess hilly area of the Linjiajian watershed in the Chinese Loess Plateau show that the producer accuracy reaches 87.5%. The accuracy is affected by the DEM resolution and RGD parameters, as well as the accuracy of the gully shoulder line. The application in the Madigou watershed with a high DEM resolution validated the duplicability of this method in other areas. The overall performance shows that bank gullies can be extracted with acceptable accuracy over a large area, which provides essential information for research on soil erosion, geomorphology, and environmental ecology.
bank gully / DEMs / topographic features / loess shoulder line / relative gully depth
[1] |
Afana A, del Barrio G (2009). An adaptive approach for channel network delineation from digital elevation models. In: Proceedings of Geomorphometry. Zurich, 224–230
|
[2] |
Barnes R, Lehman C, Mulla D (2014). Priority-flood: an optimal depression-filling and watershed-labeling algorithm for digital elevation models. Comput Geosci, 62(1): 117–127
CrossRef
Google scholar
|
[3] |
Benaïchouche A, Stab O, Tessier B, Cojan I (2016). Evaluation of a landscape evolution model to simulate stream piracies: insights from multivariable numerical tests using the example of the Meuse basin, France. Geomorphology, 253: 168–180
CrossRef
Google scholar
|
[4] |
Betts H D, Trustrum N A, Rose R C D (2003). Geomorphic changes in a complex gully system measured from sequential digital elevation models, and implications for management. Earth Surf Process Landf, 28(10): 1043–1058
CrossRef
Google scholar
|
[5] |
Cao M, Tang G A, Zhang F, Yang J (2013). A cellular automata model for simulating the evolution of positive–negative terrains in a small loess watershed. Int J Geogr Inf Sci, 27(7): 1349–1363
CrossRef
Google scholar
|
[6] |
Castillo C, Gómez J (2016). A century of gully erosion research: urgency, complexity and study approaches. Earth Sci Rev, 160: 300–319
CrossRef
Google scholar
|
[7] |
Chen L, Wei W, Fu B, Lü Y (2007). Soil and water conservation on the Loess Plateau in China: review and perspective. Prog Phys Geogr, 31(4): 389–403
CrossRef
Google scholar
|
[8] |
Congalton R G (1991). A review of assessing the accuracy of classifications of remotely sensed data. Remote Sens Environ, 37(1): 35–46
CrossRef
Google scholar
|
[9] |
Coppola E, Tomassetti B, Mariotti L, Verdecchia M, Visconti G (2007). Cellular automata algorithms for drainage network extraction and rainfall data assimilation. Hydrol Sci J, 52(3): 579–592
CrossRef
Google scholar
|
[10] |
Dunkerley D (1997). Banded vegetation: development under uniform rainfall from a simple cellular automaton model. Plant Ecol, 129(2): 103–111
CrossRef
Google scholar
|
[11] |
Evans M, Lindsay J (2010). High resolution quantification of gully erosion in upland peatlands at the landscape scale. Earth Surf Process Landf, 35(8): 876–886
CrossRef
Google scholar
|
[12] |
Fairfield J, Leymarie P (1991). Drainage networks from grid digital elevation models. Water Resour Res, 27(5): 709–717
CrossRef
Google scholar
|
[13] |
Gan Z M (1990). Geomorphology and Soil Erosion Research in Loess Plateau of China. Xi’an: Shaanxi People’s Publishing House (in Chinese)
|
[14] |
Garbrecht J, Martz L (1997). The assignment of drainage direction over flat surfaces in raster digital elevation models. J Hydrol (Amst), 193(1–4): 204–213
CrossRef
Google scholar
|
[15] |
Harvey A (2001). Coupling between hillslopes and channels in upland fluvial systems: implications for landscape sensitivity, illustrated from the Howgill Fells, northwest England. Catena, 42(2): 225–250
CrossRef
Google scholar
|
[16] |
Harvey A M (2002). Effective timescales of coupling within fluvial systems. Geomorphology, 44(3–4): 175–201
CrossRef
Google scholar
|
[17] |
Hellweger F (1997). AGREE-DEM surface reconditioning system. Dissertation for PhD degree. University of Texas at Austin
|
[18] |
Hessel H (2002). Modelling Soil Erosion in a Small Catchment on the Chinese Loess Plateau. Dissertation for PhD degree. University Utrecht, 61
|
[19] |
Hessel R, van Asch T (2003). Modelling gully erosion for a small catchment on the Chinese Loess Plateau. Catena, 54(1): 131–146
CrossRef
Google scholar
|
[20] |
Hu G, Wu Y Q (2005). Progress in the study of geomorphic threshold theory in channel (gully) erosion. Mountain Research, 23(5): 565–570 (in Chinese)
|
[21] |
Jiang L, Tang G A, Zhao M W, Song X D (2013). Extraction and analysis of loess gully heads considering geomorphological structures. Geogr Res, 32(11): 2153–2162 (in Chinese)
|
[22] |
Jing K (1986). A study on gully erosion on the Loess Plateau. Scientia Geographica Sinica, 6: 340–347 (in Chinese)
|
[23] |
Jones R (2002). Algorithms for using a DEM for mapping catchment areas of stream sediment samples. Comput Geosci, 28(9): 1051–1060
CrossRef
Google scholar
|
[24] |
Knight J, Spencer J, Brooks A, Phinn S (2007). Large-area, high-resolution remote sensing-based mapping of alluvial gully erosion in Australia’s tropical rivers. In: Proceedings of the 5th Australian Stream Management Conference. New South Wales:199–204
|
[25] |
Lashermes B, Foufoula‒Georgiou E, Dietrich W E (2007). Channel network extraction from high resolution topography using wavelets. Geophys Res Lett, 34: L23S04
CrossRef
Google scholar
|
[26] |
Li B, Huang L, Feng L, Ma D (2014). Uncertainty of gully sediment budgets based on laser point cloud data. Transactions of the Chinese Society of Agricultural Engineering, 30(17): 183–191 (in Chinese)
|
[27] |
Li Y, Poesen J, Yang J C, Fu B, Zhang J H (2003). Evaluating gully erosion using 137Cs and 210Pb/137Cs ratio in a reservoir catchment. Soil Tillage Res, 69(1): 107–115
CrossRef
Google scholar
|
[28] |
Li Z, Zhang Y, Yao W J, Zhu Q K (2011). Estimating gully development rates in hilly loess region of western Shanxi Province based on Quickbird images. Transactions of the Chinese Society of Agricultural Engineering, 28(22): 141–148 (in Chinese)
|
[29] |
Li Z, Zhang Y, Zhu Q K, He Y M, Yao W J (2015). Assessment of bank gully development and vegetation coverage on the Chinese Loess Plateau. Geomorphology, 228: 462–469
CrossRef
Google scholar
|
[30] |
Li Z, Zhang Y, Zhu Q K, Yang S, Li H J, Ma H (2017). A gully erosion assessment model for the Chinese Loess Plateau based on changes in gully length and area. Catena, https://doi.org/10.1016/j.catena.2016.04.018
|
[31] |
Liang C, MacKay D S (2000). A general model of watershed extraction and representation using globally optimal flow paths and up-slope contributing areas. Int J Geogr Inf Sci, 14(4): 337–358
CrossRef
Google scholar
|
[32] |
Liu D S (1985). Loess and Environment. Beijing: Science Press
|
[33] |
Liu Y B, Zhu X M, Zhou P H, Tang K L (1988). The law of hillslope channel erosion occurrence and development on loess plateau. Research of Soil and Water Conservation, 7: 9–18 (in Chinese)
|
[34] |
Luo L X (1956). A tentative classification of landforms in the loess plateau. Acta Geogr Sin, 22(3): 201–222 (in Chinese)
|
[35] |
Martínez-Casasnovas J (2003). A spatial information technology approach for the mapping and quantification of gully erosion. Catena, 50(2): 293–308
CrossRef
Google scholar
|
[36] |
Martz L W, Garbrecht J (1992). Numerical definition of drainage network and subcatchment areas from digital elevation models. Comput Geosci, 18(6): 747–761
CrossRef
Google scholar
|
[37] |
Metternicht G, Zinck J (1998). Evaluating the information content of JERS-1 SAR and Landsat TM data for discrimination of soil erosion features. ISPRS J Photogramm Remote Sens, 53(3): 143–153
CrossRef
Google scholar
|
[38] |
Na J M, Yang X, Li M, Ding H, Tang G A (2016). Progress in geomorphology research on young gully in loess plateau. Geography and Geo-Information Science, 32(4): 68–75 (in Chinese)
|
[39] |
Nyssen J, Poesen J, Moeyersons J, Luyten E, Veyret-Picot M, Deckers J, Haile M, Govers G (2002). Impact of road building on gully erosion risk: a case study from the northern Ethiopian highlands. Earth Surf Process Landf, 27(12): 1267–1283
CrossRef
Google scholar
|
[40] |
O’Callaghan J F, Mark D M (1984). The extraction of drainage networks from digital elevation data. Comput Vis Graph Image Process, 28(3): 323–344
CrossRef
Google scholar
|
[41] |
Oostwoud Wijdenes D J, Poesen J, Vandekerckhove L, Ghesquiere M (2000). Spatial distribution of gully head activity and sediment supply along an ephemeral channel in a Mediterranean environment. Catena, 39(3): 147–167
CrossRef
Google scholar
|
[42] |
Persendt F, Gomez C (2016). Assessment of drainage network extractions in a low-relief area of the Cuvelai Basin (Namibia) from multiple sources: LiDAR, topographic maps, and digital aerial orthophotographs. Geomorphology, 260(s 1–2): 32–50
|
[43] |
Poesen J, Nachtergaele J, Verstraeten G, Valentin C (2003). Gully erosion and environmental change: importance and research needs. Catena, 50(2–4): 91–133
CrossRef
Google scholar
|
[44] |
Rengers F, Tucker G, Mahan S (2016). Episodic bedrock erosion by gully-head migration, Colorado High Plains, USA. Earth Surf Process Landf, 41(11): 1574–1582
CrossRef
Google scholar
|
[45] |
Saunders W (1999). Preparation of DEMs for use in environmental modeling analysis. In: ESRI User Conference. Beijing: China Cartographic Publishing House, 24–30
|
[46] |
Schumm S A (1956). Evolution of drainage systems and slopes in badlands at Perth Amboy, New Jersey. Geol Soc Am Bull, 67(5): 597–646
CrossRef
Google scholar
|
[47] |
Seginer I (1966). Gully development and sediment yield. J Hydrol (Amst), 4(4): 236–253
CrossRef
Google scholar
|
[48] |
Shruthi R B, Kerle N, Jetten V (2011). Object-based gully feature extraction using high spatial resolution imagery. Geomorphology, 134(3): 260–268
CrossRef
Google scholar
|
[49] |
Shruthi R B, Kerle N, Jetten V, Abdellah L, Machmach I (2015). Quantifying temporal changes in gully erosion areas with object-oriented analysis. Catena, 128: 262–277
CrossRef
Google scholar
|
[50] |
Shruthi R B, Kerle N, Jetten V, Stein A (2014). Object-based gully system prediction from medium resolution imagery using Random Forests. Geomorphology, 216: 283–294
CrossRef
Google scholar
|
[51] |
Sidorchuk A (1999). Dynamic and static models of gully erosion. Catena, 37(3–4): 401–414
CrossRef
Google scholar
|
[52] |
Song X D, Tang G A, Li F Y, Jiang L, Zhou Y, Qian K J (2013). Extraction of loess shoulder-line based on the parallel GVF snake model in the loess hilly area of China. Comput Geosci, 52(1): 11–20
CrossRef
Google scholar
|
[53] |
Stolte J, Liu B, Ritsema C, Van den Elsen H, Hessel R (2003). Modelling water flow and sediment processes in a small gully system on the Loess Plateau in China. Catena, 54(1): 117–130
CrossRef
Google scholar
|
[54] |
Strahler A (1963). The Earth. NY: Sciences, Harper and Row, 557
|
[55] |
Strahler A N (1957). Quantitative analysis of watershed geomorphology. Eos (Wash DC), 38(6): 913–920
|
[56] |
Tang G A, Xiao C C, Jia D X, Yang X (2007). DEM based investigation of loess shoulder-line. In: Geoinformatics 2007: Geospatial Information Science. Nanjing: SPIE, 67532E
|
[57] |
Tarboton D G (1997). A new method for the determination of flow directions and upslope areas in grid digital elevation models. Water Resour Res, 33(2): 309–319
CrossRef
Google scholar
|
[58] |
Tarboton D G, Bras R L, Rodriguez-Iturbe I (1991). On the extraction of channel networks from digital elevation data. Hydrol Processes, 5(1): 81–100
CrossRef
Google scholar
|
[59] |
Turcotte R, Fortin J P, Rousseau A, Massicotte S, Villeneuve J P (2001). Determination of the drainage structure of a watershed using a digital elevation model and a digital river and lake network. J Hydrol (Amst), 240(3–4): 225–242
CrossRef
Google scholar
|
[60] |
Valentin C, Poesen J, Li Y (2005). Gully erosion: impacts, factors and control. Catena, 63(2): 132–153
CrossRef
Google scholar
|
[61] |
Wang L, Liu H (2006). An efficient method for identifying and filling surface depressions in digital elevation models for hydrologic analysis and modelling. Int J Geogr Inf Sci, 20(2): 193–213
CrossRef
Google scholar
|
[62] |
Wolman M G, Gerson R (1978). Relative scales of time and effectiveness of climate in watershed geomorphology. Earth Surf Processes, 3(2): 189–208
CrossRef
Google scholar
|
[63] |
Wondzell S M, Cunningham G L, Bachelet D (1996). Relationships between landforms, geomorphic processes, and plant communities on a watershed in the northern Chihuahuan Desert. Landsc Ecol, 11(6): 351–362
CrossRef
Google scholar
|
[64] |
Wu Y, Cheng H (2005). Monitoring of gully erosion on the Loess Plateau of China using a global positioning system. Catena, 63(2–3): 154–166
CrossRef
Google scholar
|
[65] |
Wu Y, Zheng Q, Zhang Y, Liu B, Cheng H, Wang Y (2008). Development of gullies and sediment production in the black soil region of northeastern China. Geomorphology, 101(4): 683–691
CrossRef
Google scholar
|
[66] |
Yan S J, Tang G A, Li F Y, Zhang L (2014). Snake model for the extraction of loess shoulder-line from DEMs. J Mt Sci, 11(6): 1552–1559
CrossRef
Google scholar
|
[67] |
Zhang W, Yang X, Tang G A, Zhu S J, Li C L (2012). DEM-based flow direction algorithms study of stream extraction and watershed delineation in the low relief areas. Science of Surveying and Mapping, 37(2): 94–96 (in Chinese)
|
[68] |
Zhang Y, Yang S, Li Z, Li H, He Y (2015). Effect of narrow terrace on gully erosion in Northern Shaanxi loess area. Transactions of the Chinese Society of Agricultural Engineering, 31(7): 125–130 (in Chinese)
|
[69] |
Zhao J, Amerce M, Chen L, Govers G (2016). Vegetation cover and topography rather than human disturbance control gully density and sediment production on the Chinese Loess Plateau. Geomorphology, 274: 92–105
CrossRef
Google scholar
|
[70] |
Zhou G, Sun Z, Fu S (2016). An efficient variant of the priority-flood algorithm for filling depressions in raster digital elevation models. Comput Geosci, 90: 87–96
CrossRef
Google scholar
|
[71] |
Zhou Y, Tang G A, Yang X, Xiao C C, Zhang Y, Luo M L (2010). Positive and negative terrains on northern Shaanxi Loess Plateau. J Geogr Sci, 20(1): 64–76
CrossRef
Google scholar
|
[72] |
Zhu H C, Tang G A, Qian K J, Liu H Y (2014). Extraction and analysis of gully head of Loess Plateau in China based on Digital Elevation Model. Chin Geogr Sci, 24(3): 328–338
CrossRef
Google scholar
|
[73] |
Zhu X M (1956). Classification on the soil erosion in the loess region. Acta Pedologica Sinica, 4: 99–115 (in Chinese)
|
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