Evaluating the Drainage Density Characteristics on Climate and Drainage Area Using LiDAR Data
Source abstract
Abstract
The purpose of this study is to identify the relationship between drainage density and climate, as represented by the climate aridity index, and to understand the relationship between drainage density and drainage area. A total of 121 study sites with low human impact, and a wide range of climate aridity index 0.3 (humid)–10.4 (arid), were selected based on the availability of light detection and ranging (LiDAR) data, producing a digital elevation model (DEM) with a spatial resolution of 1 m. A curvature-based method, incorporating both positive and negative curvature information, was used to extract the valley (drainage) network from the LiDAR-based DEMs. Drainage density and climate aridity index exhibited a monotonically increasing trend, contrary to the previous results that have shown a U-shaped relationship. This discrepancy was caused by the selection of watersheds with extensive human activity in the previous study. One-meter resolution DEM produced greater drainage density than the previous studies with a coarse spatial resolution of 30 m as small valleys are not detectable in low-resolution topography datasets. The discrepancy between the previous study and the current study results encouraged further investigation of the impact of the drainage area (watershed size). A negative correlation between drainage density and drainage area was reconfirmed, while a stronger decreasing trend was observed in arid regions than in humid regions.
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Research context
OpenAlex topics: Hydrology and Watershed Management Studies · Soil erosion and sediment transport · Hydrology and Sediment Transport Processes
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Stantec Inc., San Antonio, TX 78216, USA
Department of Living Environment Research, Seoul Institute of Technology, Seoul 03909, Republic of Korea
Department of Civil and Environmental Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
References (57)
Show source-provided references
1. Channel network source representation using digital elevation models10.1029/93WR02463 ↗
2. Source areas, drainage density, and channel initiation10.1029/WR025i008p01907 ↗
3. On the sensitivity of drainage density to climate change10.1029/97WR02709 ↗
4. Detection of surface-specific points by local parallel processing of discrete terrain elevation data10.1016/0146-664X(75)90005-2 ↗
5. A detachment-limited model of drainage basin evolution10.1029/94WR00757 ↗
6. Accuracy of determination of stream lengths from topographic maps10.1029/TR038i001p00086 ↗
7. The extraction of drainage networks from digital elevation data10.1016/S0734-189X(84)80011-0 ↗
8. Topographic Partition of Watersheds with Digital Elevation Models10.1029/WR022i001p00015 ↗
9. On the extraction of channel networks from digital elevation data10.1002/hyp.3360050107 ↗
10. Where do channels begin?10.1038/336232a0 ↗
11. A coupled channel network growth and hillslope evolution model: 1. Theory10.1029/91WR00935 ↗
12. Erosion thresholds and land surface morphology10.1130/0091-7613(1992)020<0675:ETALSM>2.3.CO;2 ↗
13. Analysis of erosion thresholds, channel networks, and landscape morphology using a digital terrain model10.1086/648220 ↗
14. Scaling regimes of local slope versus contributing area in digital elevation models10.1016/0169-555X(95)00012-T ↗
15. Visualizing topography by openness: A new application of image processing to digital elevation models
16. Power law scaling of topographic depressions and their hydrologic connectivity10.1002/2013GL059114 ↗
17. Wet channel network extraction by integrating LiDAR intensity and elevation data10.1002/2015WR018021 ↗
18. Cao, H., Pan, Z., Chang, Q., Zhou, A., Wang, X., and Sun, Z. (2021). Stream network modeling using remote sensing data in an alpine cold catchment. Water, 13.10.3390/w13111585 ↗
19. A robust, two-parameter method for the extraction of drainage networks from high-resolution digital elevation models (DEMs): Evaluation using synthetic and real-world DEMs10.1029/2012WR012452 ↗
20. Objective extraction of channel heads from high-resolution topographic data10.1002/2013WR015167 ↗
21. Valley and channel network extraction based on local topographic curvature and K-means10.1002/2015WR018479 ↗
22. Ephemeral stream network extraction from lidar-derived elevation and topographic attributes in urban and forested landscapes10.1111/1752-1688.13012 ↗
23. Drainage-basin characteristics10.1029/TR013i001p00350 ↗
24. Erosional development of streams and their drainage basins; hydrophysical approach to quantitative morphology10.1130/0016-7606(1945)56[275:EDOSAT]2.0.CO;2 ↗
25. Geomorphological dispersion10.1029/90WR02501 ↗
26. River networks as ecological corridors: A complex systems perspective for integrating hydrologic, geomorphologic, and ecologic dynamics
27. Geomorphological origin of recession curves10.1029/2010GL045415 ↗
28. Geomorphic signatures on Brutsaert base flow recession analysis10.1002/wrcr.20417 ↗
29. Dynamic, discontinuous stream networks: Hydrologically driven variations in active drainage density, flowing channels and stream order10.1002/hyp.10310 ↗
30. On the transition of base flow recession from early stage to late stage10.1016/j.advwatres.2015.11.015 ↗
31. Dunne, T., and Leopold, L. (1978). Water in Environment Planning, Freeman.
32. Hydrological effects of within-catchment heterogeneity of drainage density10.1016/j.advwatres.2014.12.011 ↗
33. Melton, M.A. (1957). An Analysis of the Relations among Elements of Climate, Surface Properties, and Geomorphology, Columbia University. DTIC Document.10.21236/AD0148373 ↗
34. Carlston, C.W. (1963). Drainage Density and Streamflow, US Government Printing Office.10.3133/pp422C ↗
35. Controls of climate, topography, vegetation, and lithology on drainage density extracted from high resolution topography data10.1016/j.jhydrol.2016.02.051 ↗
36. Aridity is expressed in river topography globally10.1038/s41586-019-1558-8 ↗
37. Drainage density and climate10.1127/zfg/19/1975/287 ↗
38. The climates of North America: According to a new classification10.2307/209372 ↗
39. Drainage density and effective precipitation10.1016/0022-1694(74)90036-5 ↗
40. Channel networks: A geomorphological perspective10.1029/WR020i002p00161 ↗
41. Vegetation-modulated landscape evolution: Effects of vegetation on landscape processes, drainage density, and topography10.1029/2004JF000249 ↗
42. Climatic and ecological controls of equilibrium drainage density, relief, and channel concavity in dry lands10.1029/2009WR008615 ↗
43. Gregory, K.J., and Walling, D.E. (1973). Drainage Basin Form and Process: A Geomorphological Approach, Edward Arnold.
44. Quantitative analysis of watershed geomorphology10.1029/TR038i006p00913 ↗
45. Quantitative analysis of drainage basin characteristics
46. A note on the drainage density-basin area relationship
47. Yet more notes on the drainage density-basin area relationship
48. CLICK: The new USGS center for lidar information coordination and knowledge
49. Budyko, M.I. (1958). The Heat Balance of the Earth’s Surface, US Department of Commerce.
50. Budyko, M.I. (1974). Climate and Life, Academic Press.
51. A continuous satellite-derived global record of land surface evapotranspiration from 1983 to 200610.1029/2009WR008800 ↗
52. A statistical-topographic model for mapping climatological precipitation over mountainous terrain10.1175/1520-0450(1994)033<0140:ASTMFM>2.0.CO;2 ↗
53. Similarity of climate control on base flow and perennial stream density in the Budyko framework10.5194/hess-17-315-2013 ↗
54. Interpolation by regularized spline with tension: II. Application to terrain modeling and surface geometry analysis10.1007/BF00893172 ↗
55. Linear-time connected-component labeling based on sequential local operations10.1016/S1077-3142(02)00030-9 ↗
56. Kosovich, J.J. (2008). State of Florida 1:24,000-and 1:100,000-Scale Quadrangle Index Map, Highlighting Low-lying Areas Derived from USGS Digital Elevation Models, US Department of the Interior, US Geological Survey.10.3133/sim3047 ↗
57. A note on the accuracy of drainage densities computed from topographic maps10.1029/JZ066i010p03617 ↗