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Published in: Earth Science Informatics 2/2023

19-04-2023 | RESEARCH

Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment

Authors: Siwei Lin, Nan Chen

Published in: Earth Science Informatics | Issue 2/2023

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Abstract

Spatio-temporal variations of watershed evolution, a process under rainfall erosion, soil erosion, and kinetic energy variation, are diverse, complex, and dynamic phenomena. In this study, a clear evolution process of the loess watershed under an artificial rainfall experiment was monitored with close-range photogrammetry. Via complex network theory, we constructed the watershed weighted complex network (WWCN) to simulate watershed spatial structures in nine evolution stages. On this basis, we fully analyzed and discussed the watershed structural variation during the watershed evolution process from the aspect of node, edges, polygon, and overall spatial structure. The quantitative indexes showed a regular variation following the loess watershed evolution, with a drastic trend in the early and active evolution stages, whilst a slow trend in the stable evolution stages. From the perspective of watershed spatial structure, fresh insights into the watershed structure (such as the closeness, community effect, connectivity, stability, and stability of the watershed network) are introduced to comprehensively explain the watershed evolution process. Besides, we found watershed structural indexes are closely related to the typical terrain indexes, which may suggest that watershed structures have responses to characteristics of watershed morphologies during the watershed evolution process. This study is beneficial to deepen further understanding of the formation genesis and variation laws of the watershed evolution process as well as present a potential method for landform quantitative analysis.

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Appendix
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Literature
go back to reference Abe S, Suzuki N (2006) Complex-network description of seismicity. Nonlinear Process Geophys 13(2):145–150CrossRef Abe S, Suzuki N (2006) Complex-network description of seismicity. Nonlinear Process Geophys 13(2):145–150CrossRef
go back to reference Blondel VD, Guillaume J-L, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech: Theory Exp 2008(10):P10008CrossRef Blondel VD, Guillaume J-L, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech: Theory Exp 2008(10):P10008CrossRef
go back to reference Borselli L, Torri D, Poesen J, Sanchis PS (2001) Effects of water quality on infiltration, runoff and interrill erosion processes during simulated rainfall. Earth Surface Processes and Landforms: The Journal of the British Geomorphological Research Group 26(3):329–342CrossRef Borselli L, Torri D, Poesen J, Sanchis PS (2001) Effects of water quality on infiltration, runoff and interrill erosion processes during simulated rainfall. Earth Surface Processes and Landforms: The Journal of the British Geomorphological Research Group 26(3):329–342CrossRef
go back to reference Braun J, Sambridge M (1997) Modelling landscape evolution on geological time scales: A new method based on irregular spatial discretization. Basin Res 9(1):27–52CrossRef Braun J, Sambridge M (1997) Modelling landscape evolution on geological time scales: A new method based on irregular spatial discretization. Basin Res 9(1):27–52CrossRef
go back to reference Bryan RB, De-Ploey J (1983) Comparability of soil erosion measurements with different laboratory rainfall simulators. Catena. Supplement (Giessen) 4:33–56 Bryan RB, De-Ploey J (1983) Comparability of soil erosion measurements with different laboratory rainfall simulators. Catena. Supplement (Giessen) 4:33–56
go back to reference Cai J, You Q (2010) Fractal theory and its application in studying the feature of landforms. IEEE, 440-444 Cai J, You Q (2010) Fractal theory and its application in studying the feature of landforms. IEEE, 440-444
go back to reference Cao M, Tang GA, 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):1349–1363CrossRef Cao M, Tang GA, 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):1349–1363CrossRef
go back to reference Changxing J (1995) A theoretical study on critical erosion slope gradient [J]. Acta Geographica Sinica 3. Changxing J (1995) A theoretical study on critical erosion slope gradient [J]. Acta Geographica Sinica 3.
go back to reference Chen N, Wang QM, Tang GA, Zhao YW (2006) Study on automatic extraction of gully based on BP neural network. Science of Soil and Water Conservation in China, 30-34. (in Chinese) Chen N, Wang QM, Tang GA, Zhao YW (2006) Study on automatic extraction of gully based on BP neural network. Science of Soil and Water Conservation in China, 30-34. (in Chinese)
go back to reference Chen F, Chen Z, Wang X, Yuan Z (2008) The average path length of scale free networks. Commun Nonlinear Sci Numer Simul 13(7):1405–1410CrossRef Chen F, Chen Z, Wang X, Yuan Z (2008) The average path length of scale free networks. Commun Nonlinear Sci Numer Simul 13(7):1405–1410CrossRef
go back to reference Cui LZ (2002) Coupling relationship between rainfall erosion and sediment yield and geomorphic features in a catchment. Northwest A&F University. (in Chinese) Cui LZ (2002) Coupling relationship between rainfall erosion and sediment yield and geomorphic features in a catchment. Northwest A&F University. (in Chinese)
go back to reference Cui LZ, Li ZB, Guo YB, Zhu YQ (2007) Relationship between watershed geomorphology and sediment yield based on fractal information dimension. Journal of soil 02:197–203 ((in Chinese)) Cui LZ, Li ZB, Guo YB, Zhu YQ (2007) Relationship between watershed geomorphology and sediment yield based on fractal information dimension. Journal of soil 02:197–203 ((in Chinese))
go back to reference Deng Y, Wilson JP (2008) Multi-scale and multi-criteria mapping of mountain peaks as fuzzy entities. Int J Geogr Inf Sci 22(1–2):205–218CrossRef Deng Y, Wilson JP (2008) Multi-scale and multi-criteria mapping of mountain peaks as fuzzy entities. Int J Geogr Inf Sci 22(1–2):205–218CrossRef
go back to reference Deng Y, Wilson JP (2012) Multi-scale and multi-criteria mapping of mountain peaks as fuzzy entities. Int J Geogr Inf Sci 22(2):205–218CrossRef Deng Y, Wilson JP (2012) Multi-scale and multi-criteria mapping of mountain peaks as fuzzy entities. Int J Geogr Inf Sci 22(2):205–218CrossRef
go back to reference Diaconu DC, Andronache I, Ahammer H, Ciobotaru A-M, Zelenakova M, Dinescu R, Pozdnyakov AV, Chupikova SA (2017) Fractal drainage model--a new approach to determinate the complexity of watershed. Acta Montanistica Slovaca 22(1) Diaconu DC, Andronache I, Ahammer H, Ciobotaru A-M, Zelenakova M, Dinescu R, Pozdnyakov AV, Chupikova SA (2017) Fractal drainage model--a new approach to determinate the complexity of watershed. Acta Montanistica Slovaca 22(1)
go back to reference Donges JF, Heitzig J, Runge J, Schultz HCH, Wiedermann M, Zech A, Feldhoff J, Rheinwalt A, Kutza H, Radebach A (2013) Advanced functional network analysis in the geosciences: the pyunicorn package. EGU2013-3558 Donges JF, Heitzig J, Runge J, Schultz HCH, Wiedermann M, Zech A, Feldhoff J, Rheinwalt A, Kutza H, Radebach A (2013) Advanced functional network analysis in the geosciences: the pyunicorn package. EGU2013-3558
go back to reference Donges JF, Zou Y, Marwan N, Kurths J (2009a) The backbone of the climate network. EPL (Europhysics Letters) 87(4):48007CrossRef Donges JF, Zou Y, Marwan N, Kurths J (2009a) The backbone of the climate network. EPL (Europhysics Letters) 87(4):48007CrossRef
go back to reference Donges JF, Zou Y, Marwan N, Kurths J (2009b) Complex networks in climate dynamics. The European Physical Journal Special Topics 174(1):157–179CrossRef Donges JF, Zou Y, Marwan N, Kurths J (2009b) Complex networks in climate dynamics. The European Physical Journal Special Topics 174(1):157–179CrossRef
go back to reference Dunne T, Dietrich WE, Brunengo MJ (1980) Simple, portable equipment for erosion experiments under artificial rainfall. J Agric Eng Res 25(2):161–168CrossRef Dunne T, Dietrich WE, Brunengo MJ (1980) Simple, portable equipment for erosion experiments under artificial rainfall. J Agric Eng Res 25(2):161–168CrossRef
go back to reference Feng X, Fu B, Piao S, Wang S, Ciais P, Zeng Z, Lü Y, Zeng Y, Li Y, Jiang X (2016) Revegetation in China’s Loess Plateau is approaching sustainable water resource limits. Nat Clim Chang 6(11):1019–1022CrossRef Feng X, Fu B, Piao S, Wang S, Ciais P, Zeng Z, Lü Y, Zeng Y, Li Y, Jiang X (2016) Revegetation in China’s Loess Plateau is approaching sustainable water resource limits. Nat Clim Chang 6(11):1019–1022CrossRef
go back to reference Fu S, Cao L, Liu B, Wu Z, Savabi MR (2015) Effects of DEM grid size on predicting soil loss from small watersheds in China. Environmental Earth Sciences 73(5):2141–2151CrossRef Fu S, Cao L, Liu B, Wu Z, Savabi MR (2015) Effects of DEM grid size on predicting soil loss from small watersheds in China. Environmental Earth Sciences 73(5):2141–2151CrossRef
go back to reference Fu S, Wu L (2019) Feature Line Extraction from Point Clouds Based on Geometric Structure of Point Space. 3D Research 10(2) Fu S, Wu L (2019) Feature Line Extraction from Point Clouds Based on Geometric Structure of Point Space. 3D Research 10(2)
go back to reference Gan C, Yang X, Liu W, Zhu Q, Jin J, He L (2014) Propagation of computer virus both across the Internet and external computers: a complex-network approach. Commun Nonlinear Sci Numer Simul 19(8):2785–2792CrossRef Gan C, Yang X, Liu W, Zhu Q, Jin J, He L (2014) Propagation of computer virus both across the Internet and external computers: a complex-network approach. Commun Nonlinear Sci Numer Simul 19(8):2785–2792CrossRef
go back to reference Goldstein S (1981) Entropy increase in dynamical systems. Israel J Math 38(3):241–256CrossRef Goldstein S (1981) Entropy increase in dynamical systems. Israel J Math 38(3):241–256CrossRef
go back to reference Halverson MJ, Fleming SW (2015) Complex network theory, streamflow, and hydrometric monitoring system design. Hydrol Earth Syst Sci 19(7):3301–3318CrossRef Halverson MJ, Fleming SW (2015) Complex network theory, streamflow, and hydrometric monitoring system design. Hydrol Earth Syst Sci 19(7):3301–3318CrossRef
go back to reference He ZW, Chen N. Feature Analysis of Gully Landforms in the Loess Plateau Based on Complex Networks[J]. Journal of Geo-Information Science, 201,23(07):1196-1207. (in Chinese) He ZW, Chen N. Feature Analysis of Gully Landforms in the Loess Plateau Based on Complex Networks[J]. Journal of Geo-Information Science, 201,23(07):1196-1207. (in Chinese)
go back to reference Heckmann T, Schwanghart W (2012) Geomorphic coupling and sediment connectivity in an alpine catchment — Exploring sediment cascades using graph theory. Geomorphology Heckmann T, Schwanghart W (2012) Geomorphic coupling and sediment connectivity in an alpine catchment — Exploring sediment cascades using graph theory. Geomorphology
go back to reference Hofmann SG, Curtiss J, McNally RJ (2016) A complex network perspective on clinical science. Perspect Psychol Sci 11(5):597–605CrossRef Hofmann SG, Curtiss J, McNally RJ (2016) A complex network perspective on clinical science. Perspect Psychol Sci 11(5):597–605CrossRef
go back to reference Hossmann T, Spyropoulos T, Legendre F (2011) A complex network analysis of human mobility. IEEE, Shanghai, pp 876–881 Hossmann T, Spyropoulos T, Legendre F (2011) A complex network analysis of human mobility. IEEE, Shanghai, pp 876–881
go back to reference Horton RE (1932) Drainage-basin characteristics. EOS Trans Am Geophys Union 13(1):350–361CrossRef Horton RE (1932) Drainage-basin characteristics. EOS Trans Am Geophys Union 13(1):350–361CrossRef
go back to reference Howard AD (1994) A detachment-limited model of drainage basin evolution. Water Resour Res 30(7):2261–2285CrossRef Howard AD (1994) A detachment-limited model of drainage basin evolution. Water Resour Res 30(7):2261–2285CrossRef
go back to reference Hui S, Shao M (2000) Soil and water loss from the Loess Plateau in China. J Arid Environ 45(1):9–20CrossRef Hui S, Shao M (2000) Soil and water loss from the Loess Plateau in China. J Arid Environ 45(1):9–20CrossRef
go back to reference Hurtrez JE, Lucazeau F (1999) Lithological control on relief and hypsometry in the Hérault drainage basin (France)[J]. Comptes Rendus de l'Académie des Sciences-Series IIA-Earth and Planetary Science 328(10):687–694 Hurtrez JE, Lucazeau F (1999) Lithological control on relief and hypsometry in the Hérault drainage basin (France)[J]. Comptes Rendus de l'Académie des Sciences-Series IIA-Earth and Planetary Science 328(10):687–694
go back to reference Jha SK, Zhao H, Woldemeskel FM, Sivakumar B (2015) Network theory and spatial rainfall connections: An interpretation. J Hydrol 527:13–19CrossRef Jha SK, Zhao H, Woldemeskel FM, Sivakumar B (2015) Network theory and spatial rainfall connections: An interpretation. J Hydrol 527:13–19CrossRef
go back to reference Jian Tian, Guoan Tang, Mingwei Zhao (2015) Simulation of slope morphology evolution in loess watershed based on complex network model. Transactions of the Chinese Society of Agricultural Engineering 31(13):164–170 Jian Tian, Guoan Tang, Mingwei Zhao (2015) Simulation of slope morphology evolution in loess watershed based on complex network model. Transactions of the Chinese Society of Agricultural Engineering 31(13):164–170
go back to reference Jin CX (1995) A Theoretical Study on Critical Erosion Slope Gradient [J]. Acta Geographica Sinica 3 Jin CX (1995) A Theoretical Study on Critical Erosion Slope Gradient [J]. Acta Geographica Sinica 3
go back to reference Kaluza P, Kölzsch A, Gastner MT, Blasius B (2010) The complex network of global cargo ship movements. J R Soc Interface 7(48):1093–1103CrossRef Kaluza P, Kölzsch A, Gastner MT, Blasius B (2010) The complex network of global cargo ship movements. J R Soc Interface 7(48):1093–1103CrossRef
go back to reference Kka B, Np C, Sl D (2018) Mapping gullies, dunes, lava fields, and landslides via surface roughness. Geomorphology 301:53–67CrossRef Kka B, Np C, Sl D (2018) Mapping gullies, dunes, lava fields, and landslides via surface roughness. Geomorphology 301:53–67CrossRef
go back to reference Lai H, Rui XP, Liang HD, Bi XL, Yang ZX, Lu J (2012) Research on Extraction of River Network in Three Gorges Reservoir Area Based on Mean Change Point Analysis Science of Surveying and Mapping 37(05):173–175 Lai H, Rui XP, Liang HD, Bi XL, Yang ZX, Lu J (2012) Research on Extraction of River Network in Three Gorges Reservoir Area Based on Mean Change Point Analysis Science of Surveying and Mapping 37(05):173–175
go back to reference Latora V, Baranger M, Rapisarda A, Tsallis C (2000) The rate of entropy increase at the edge of chaos. Phys Lett A 273(1–2):97–103CrossRef Latora V, Baranger M, Rapisarda A, Tsallis C (2000) The rate of entropy increase at the edge of chaos. Phys Lett A 273(1–2):97–103CrossRef
go back to reference Leung CC, Chau HF (2007) Weighted assortative and disassortative networks model. Physica A 378(2):591–602CrossRef Leung CC, Chau HF (2007) Weighted assortative and disassortative networks model. Physica A 378(2):591–602CrossRef
go back to reference Li C, Jin S, Fan R (1995) Characteristic Analysis of Rainfall Spatial Variability on Small Catchments in Loess Regions. Advances in Water Science Li C, Jin S, Fan R (1995) Characteristic Analysis of Rainfall Spatial Variability on Small Catchments in Loess Regions. Advances in Water Science
go back to reference Li C, Li F, Dai Z, Yang X, Cui X, Luo L (2020) Spatial variation of gully development in the loess plateau of China based on the morphological perspective. Earth Sci Inf 13(4):1103–1117CrossRef Li C, Li F, Dai Z, Yang X, Cui X, Luo L (2020) Spatial variation of gully development in the loess plateau of China based on the morphological perspective. Earth Sci Inf 13(4):1103–1117CrossRef
go back to reference Li X, Dong Z (2011) Detection and prediction of the onset of human ventricular fibrillation: An approach based on complex network theory. Phys Rev E 84(6)CrossRef Li X, Dong Z (2011) Detection and prediction of the onset of human ventricular fibrillation: An approach based on complex network theory. Phys Rev E 84(6)CrossRef
go back to reference Li F, Tang G, Wang C, Cui L, Zhu R (2016) Slope spectrum variation in a simulated loess watershed. Frontiers of Earth Science 10(2):328–339CrossRef Li F, Tang G, Wang C, Cui L, Zhu R (2016) Slope spectrum variation in a simulated loess watershed. Frontiers of Earth Science 10(2):328–339CrossRef
go back to reference Li F, Tang G, Wang C, Zhang T (2007) Quantitative analysis and spatial distribution of slope spectrum: a case study in the Loess Plateau in north Shaanxi province. Geoinformatics 2007: Geospatial Information Science 6753(1), 67531R-67531R Li F, Tang G, Wang C, Zhang T (2007) Quantitative analysis and spatial distribution of slope spectrum: a case study in the Loess Plateau in north Shaanxi province. Geoinformatics 2007: Geospatial Information Science 6753(1), 67531R-67531R
go back to reference Lin S, Chen N, Qianqian Z, Feng Q, Jing X, Meng Q, Yugui F, Zihao Y, Weibin L, JiaYin D, Ping T (2022b) Quantitative analysis and spatial distribution of landform spatial structure on Loess Plateau[J]. Progress in Physical Geography: Earth and Environment. https://doi.org/10.1177/03091333221134192 Lin S, Chen N, Qianqian Z, Feng Q, Jing X, Meng Q, Yugui F, Zihao Y, Weibin L, JiaYin D, Ping T (2022b) Quantitative analysis and spatial distribution of landform spatial structure on Loess Plateau[J]. Progress in Physical Geography: Earth and Environment. https://​doi.​org/​10.​1177/​0309133322113419​2
go back to reference Lin Z, Oguchi T (2009) Longitudinal and transverse profiles of hilly and mountainous watersheds in Japan. Geomorphology 111(1–2):17–26CrossRef Lin Z, Oguchi T (2009) Longitudinal and transverse profiles of hilly and mountainous watersheds in Japan. Geomorphology 111(1–2):17–26CrossRef
go back to reference Lin S, Xie J, Deng J et al (2022a) Landform classification based on landform geospatial structure–a case study on Loess Plateau of China[J]. International Journal of Digital Earth 15(1):1125–1148CrossRef Lin S, Xie J, Deng J et al (2022a) Landform classification based on landform geospatial structure–a case study on Loess Plateau of China[J]. International Journal of Digital Earth 15(1):1125–1148CrossRef
go back to reference Long Y, Zhou D, Tang GA, Liu XJ (2007) Research on Terrain Complexity of Several Typical Regions of Loess Landform Based on Fractal Method [J]. J Mt Sci 04:385–392 Long Y, Zhou D, Tang GA, Liu XJ (2007) Research on Terrain Complexity of Several Typical Regions of Loess Landform Based on Fractal Method [J]. J Mt Sci 04:385–392
go back to reference Lordan O, Sallan JM, Simo P (2014) Study of the topology and robustness of airline route networks from the complex network approach: a survey and research agenda. J Transp Geogr 37:112–120CrossRef Lordan O, Sallan JM, Simo P (2014) Study of the topology and robustness of airline route networks from the complex network approach: a survey and research agenda. J Transp Geogr 37:112–120CrossRef
go back to reference Lv G, Xiong L, Chen M, Tang G, Sheng Y, Liu X, Song Z, Lu Y, Yu Z, Zhang K, Wang M (2017) Chinese progress in geomorphometry. J Geog Sci 27(11):1389–1412CrossRef Lv G, Xiong L, Chen M, Tang G, Sheng Y, Liu X, Song Z, Lu Y, Yu Z, Zhang K, Wang M (2017) Chinese progress in geomorphometry. J Geog Sci 27(11):1389–1412CrossRef
go back to reference Morisawa M (1964) Development of drainage systems on an upraised lake floor. Am J Sci 262(3):340–354CrossRef Morisawa M (1964) Development of drainage systems on an upraised lake floor. Am J Sci 262(3):340–354CrossRef
go back to reference Ng CWW, Zhan LT, Bao CG, Fredlund DG, Gong BW (2003) Performance of an unsaturated expansive soil slope subjected to artificial rainfall infiltration. Geotechnique 53(2):143–157CrossRef Ng CWW, Zhan LT, Bao CG, Fredlund DG, Gong BW (2003) Performance of an unsaturated expansive soil slope subjected to artificial rainfall infiltration. Geotechnique 53(2):143–157CrossRef
go back to reference Niu T, Yue DP, Z, Q.B., Yu, Q., Yu, J.X., Su, K. (2019) Research on Spatial Structure and Characteristics of Potential Ecological Network. Transactions of the Chinese Society for Agricultural Machinery 50(08):166–175 ((in Chinese)) Niu T, Yue DP, Z, Q.B., Yu, Q., Yu, J.X., Su, K. (2019) Research on Spatial Structure and Characteristics of Potential Ecological Network. Transactions of the Chinese Society for Agricultural Machinery 50(08):166–175 ((in Chinese))
go back to reference Ochiai H, Okada Y, Furuya G, Okura Y, Matsui T, Sammori T, Terajima T, Sassa K (2004) A fluidized landslide on a natural slope by artificial rainfall. Landslides 1(3):211–219CrossRef Ochiai H, Okada Y, Furuya G, Okura Y, Matsui T, Sammori T, Terajima T, Sassa K (2004) A fluidized landslide on a natural slope by artificial rainfall. Landslides 1(3):211–219CrossRef
go back to reference Opsahl T, Agneessens F, Skvoretz J (2010) Node centrality in weighted networks: Generalizing degree and shortest paths. Social Networks 32(3):245–251CrossRef Opsahl T, Agneessens F, Skvoretz J (2010) Node centrality in weighted networks: Generalizing degree and shortest paths. Social Networks 32(3):245–251CrossRef
go back to reference Phillips JD, Schwanghart W, Heckmann T (2015) Graph theory in the geosciences. Earth Sci Rev 143:147–160CrossRef Phillips JD, Schwanghart W, Heckmann T (2015) Graph theory in the geosciences. Earth Sci Rev 143:147–160CrossRef
go back to reference Pike RJ, Wilson SE (1971) Elevation-relief ratio, hypsometric integral, and geomorphic area-altitude analysis. Geol Soc Am Bull 82(4):1079–1084CrossRef Pike RJ, Wilson SE (1971) Elevation-relief ratio, hypsometric integral, and geomorphic area-altitude analysis. Geol Soc Am Bull 82(4):1079–1084CrossRef
go back to reference Portillo IJG, Gleiser PM (2009) An adaptive complex network model for brain functional networks. PLoS ONE 4(9)CrossRef Portillo IJG, Gleiser PM (2009) An adaptive complex network model for brain functional networks. PLoS ONE 4(9)CrossRef
go back to reference Rinaldo A, Banavar JR, Maritan A (2006) Trees, networks, and hydrology. Water Resour Res 42(6) Rinaldo A, Banavar JR, Maritan A (2006) Trees, networks, and hydrology. Water Resour Res 42(6)
go back to reference Shi H, Shao M (2000) Soil and water loss from the Loess Plateau in China. J Arid Environ 45(1):9–20CrossRef Shi H, Shao M (2000) Soil and water loss from the Loess Plateau in China. J Arid Environ 45(1):9–20CrossRef
go back to reference Shi J-J, Wang Y-L, He D-R (2009) An Investigation into Node Strength Connectivity Correlation. Chinese Phys Lett 26(7) Shi J-J, Wang Y-L, He D-R (2009) An Investigation into Node Strength Connectivity Correlation. Chinese Phys Lett 26(7)
go back to reference Siyong F, Lushen W (2019) Feature Line Extraction from Point Clouds Based on Geometric Structure of Point Space. 3D Research 10(2), 35-38 Siyong F, Lushen W (2019) Feature Line Extraction from Point Clouds Based on Geometric Structure of Point Space. 3D Research 10(2), 35-38
go back to reference Shruthi RBV, Kerle N, Jetten V, Abdellah L, Machmach I (2015) Quantifying temporal changes in gully erosion areas with object oriented analysis. Catena 128:262–277CrossRef Shruthi RBV, Kerle N, Jetten V, Abdellah L, Machmach I (2015) Quantifying temporal changes in gully erosion areas with object oriented analysis. Catena 128:262–277CrossRef
go back to reference Singh O, Sarangi A, Sharma MC (2008) Hypsometric integral estimation methods and its relevance on erosion status of north-western lesser Himalayan watersheds. Water Resour Manage 22(11):1545–1560CrossRef Singh O, Sarangi A, Sharma MC (2008) Hypsometric integral estimation methods and its relevance on erosion status of north-western lesser Himalayan watersheds. Water Resour Manage 22(11):1545–1560CrossRef
go back to reference Sivakumar B, Puente CE, Maskey ML (2018) Complex Networks and Hydrologic Applications, Advances in Nonlinear Geosciences. pp. 565-586 Sivakumar B, Puente CE, Maskey ML (2018) Complex Networks and Hydrologic Applications, Advances in Nonlinear Geosciences. pp. 565-586
go back to reference Sporns O (2012) The Human Connectome: A Complex Network. Schizophrenia Research 136 Sporns O (2012) The Human Connectome: A Complex Network. Schizophrenia Research 136
go back to reference Strahler AN (1956) Quantitative slope analysis. Geol Soc Am Bull 67(5):571–596CrossRef Strahler AN (1956) Quantitative slope analysis. Geol Soc Am Bull 67(5):571–596CrossRef
go back to reference Strahler AN (1957) Quantitative analysis of watershed geomorphology. EOS Trans Am Geophys Union 38(6):913–920CrossRef Strahler AN (1957) Quantitative analysis of watershed geomorphology. EOS Trans Am Geophys Union 38(6):913–920CrossRef
go back to reference Strogatz SH (2001) Exploring complex networks. nature 410(6825):268–276 Strogatz SH (2001) Exploring complex networks. nature 410(6825):268–276
go back to reference Sun J (2002) Provenance of loess material and formation of loess deposits on the Chinese Loess Plateau. Earth Planet Sci Lett 203(3–4):845–859CrossRef Sun J (2002) Provenance of loess material and formation of loess deposits on the Chinese Loess Plateau. Earth Planet Sci Lett 203(3–4):845–859CrossRef
go back to reference Suweis S, Konar M, Dalin C, Hanasaki N, Rinaldo A, Rodriguez-Iturbe I (2011) Structure and controls of the global virtual water trade network. Geophys Res Lett 38(10), n/a-n/a Suweis S, Konar M, Dalin C, Hanasaki N, Rinaldo A, Rodriguez-Iturbe I (2011) Structure and controls of the global virtual water trade network. Geophys Res Lett 38(10), n/a-n/a
go back to reference Tang GA (2015) Exploration and Practice of Digital Topography Analysis on Loess Plateau. Science Press Tang GA (2015) Exploration and Practice of Digital Topography Analysis on Loess Plateau. Science Press
go back to reference Tarboton DG, Bras RL, Rodriguez-Iturbe I (1991) On the extraction of channel networks from digital elevation data. Hydrol Process 5:81–100 Tarboton DG, Bras RL, Rodriguez-Iturbe I (1991) On the extraction of channel networks from digital elevation data. Hydrol Process 5:81–100
go back to reference Tian J, Huang CH (2000) Soil Erosion and Dryland Farming. Crc press Tian J, Huang CH (2000) Soil Erosion and Dryland Farming. Crc press
go back to reference Tian Y, Lun WU, Gao Y, Wang D, Zhang Y (2008) DEM-based Modelling and Simulation of Modern Landform Evolution of Loess. Springer, Berlin Heidelberg Tian Y, Lun WU, Gao Y, Wang D, Zhang Y (2008) DEM-based Modelling and Simulation of Modern Landform Evolution of Loess. Springer, Berlin Heidelberg
go back to reference Tian Z, Jia L, Dong H, Su F, Zhang Z (2016) Analysis of Urban Road Traffic Network Based on Complex Network. Procedia Engineering 137:537–546CrossRef Tian Z, Jia L, Dong H, Su F, Zhang Z (2016) Analysis of Urban Road Traffic Network Based on Complex Network. Procedia Engineering 137:537–546CrossRef
go back to reference Tricot C (1995) Curves and Fractal Dimension Tricot C (1995) Curves and Fractal Dimension
go back to reference Tucker GE, Bras RL (1998) Hillslope processes, drainage density, and landscape morphology. Water Resour Res 34(10):2751–2764CrossRef Tucker GE, Bras RL (1998) Hillslope processes, drainage density, and landscape morphology. Water Resour Res 34(10):2751–2764CrossRef
go back to reference Tucker GE, Slingerland RL (1994) EROSIONAL DYNAMICS, FLEXURAL ISOSTASY, AND LONG-LIVED ESCARPMENTS - A NUMERICAL MODELING STUDY. Journal of Geophysical Research-Solid Earth 99(B6):12229–12243CrossRef Tucker GE, Slingerland RL (1994) EROSIONAL DYNAMICS, FLEXURAL ISOSTASY, AND LONG-LIVED ESCARPMENTS - A NUMERICAL MODELING STUDY. Journal of Geophysical Research-Solid Earth 99(B6):12229–12243CrossRef
go back to reference Valentin C, Poesen J, Li Y (2005) Gully erosion: Impacts, factors and control. Catena 63(2–3):132–153CrossRef Valentin C, Poesen J, Li Y (2005) Gully erosion: Impacts, factors and control. Catena 63(2–3):132–153CrossRef
go back to reference Wang K, Chen N (2021) Topographic feature point extraction method considering spatial features. Science of Surveying and Mapping 46(02):192–202 ((in Chinese)) Wang K, Chen N (2021) Topographic feature point extraction method considering spatial features. Science of Surveying and Mapping 46(02):192–202 ((in Chinese))
go back to reference Wang L, Qiu X, Wang P, Wang X, Liu A (2013) Influence of complex topography on global solar radiation in the Yangtze River Basin. J Geogr Sci 24(6):980–992 Wang L, Qiu X, Wang P, Wang X, Liu A (2013) Influence of complex topography on global solar radiation in the Yangtze River Basin. J Geogr Sci 24(6):980–992
go back to reference Wang TT (2015) Study on the population characteristics of gullies in small watershed of the Loess Plateau. Nanjing Normal University. (in Chinese) Wang TT (2015) Study on the population characteristics of gullies in small watershed of the Loess Plateau. Nanjing Normal University. (in Chinese)
go back to reference Wang WZ, Jiao JY (1996) Rainfall Erosion and Sediment Yield in the Loess Plateau and Sediment Transport in the Yellow River [M]. Science Press Wang WZ, Jiao JY (1996) Rainfall Erosion and Sediment Yield in the Loess Plateau and Sediment Transport in the Yellow River [M]. Science Press
go back to reference Wang XF, Li X, Chen GR (2006) Complex network theory and its application. Tsinghua University Press, Beijing Wang XF, Li X, Chen GR (2006) Complex network theory and its application. Tsinghua University Press, Beijing
go back to reference Weidong Z, Guoan T, Lei M, Jitang Z, Wan Z, Jian T, Xiaoli H (2017) Digital elevation model-based watershed geomorphic entropy for the study of landscape evolution of a watershed geomorphic system in the loess landforms of China. Prog Phys Geogr 41(2):139–153CrossRef Weidong Z, Guoan T, Lei M, Jitang Z, Wan Z, Jian T, Xiaoli H (2017) Digital elevation model-based watershed geomorphic entropy for the study of landscape evolution of a watershed geomorphic system in the loess landforms of China. Prog Phys Geogr 41(2):139–153CrossRef
go back to reference Willgoose G, Bras RL, Rodriguez-Iturbe I (1991) RESULTS FROM A NEW MODEL OF RIVER BASIN EVOLUTION. Earth Surf Proc Land 16(3):237–254CrossRef Willgoose G, Bras RL, Rodriguez-Iturbe I (1991) RESULTS FROM A NEW MODEL OF RIVER BASIN EVOLUTION. Earth Surf Proc Land 16(3):237–254CrossRef
go back to reference Wu X, Yu K, Wang X (2011) On the growth of Internet application flows: A complex network perspective. IEEE, pp. 2096-2104 Wu X, Yu K, Wang X (2011) On the growth of Internet application flows: A complex network perspective. IEEE, pp. 2096-2104
go back to reference Xiao XN, Cui LZ, Wang C, Li ZB (2004) Analysis of spatial data for simulating the development process of topographic feature of watershed. Scientia Geographica Sinica/Dili Kexue 24(4):439–443 Xiao XN, Cui LZ, Wang C, Li ZB (2004) Analysis of spatial data for simulating the development process of topographic feature of watershed. Scientia Geographica Sinica/Dili Kexue 24(4):439–443
go back to reference Xiao Y-H, Wu W-T, Wang H, Xiong M, Wang W (2008) Symmetry-based structure entropy of complex networks. Physica A 387(11):2611–2619CrossRef Xiao Y-H, Wu W-T, Wang H, Xiong M, Wang W (2008) Symmetry-based structure entropy of complex networks. Physica A 387(11):2611–2619CrossRef
go back to reference Xie T, Yin F, Gao H, Guo F, Lin D (2019) Risk assessment of glacial debris flow along Tianshan Highway based on geomorphological information entropy. Glaciology and Geocryology. pp. 400-406 Xie T, Yin F, Gao H, Guo F, Lin D (2019) Risk assessment of glacial debris flow along Tianshan Highway based on geomorphological information entropy. Glaciology and Geocryology. pp. 400-406
go back to reference Xiong L, Tang G, Zhu AX, Yuan B, Lu B, Dang T (2017) Paleotopographic controls on modern gully evolution in the loess landforms of China. Sci China Earth Sci 60(3):438–451CrossRef Xiong L, Tang G, Zhu AX, Yuan B, Lu B, Dang T (2017) Paleotopographic controls on modern gully evolution in the loess landforms of China. Sci China Earth Sci 60(3):438–451CrossRef
go back to reference Xiong L, Tang G, Yang X, Li F (2021) Geomorphology-oriented digital terrain analysis: Progress and perspectives. J Geog Sci 31(3):456–476CrossRef Xiong L, Tang G, Yang X, Li F (2021) Geomorphology-oriented digital terrain analysis: Progress and perspectives. J Geog Sci 31(3):456–476CrossRef
go back to reference Yang R, Willett SD, Goren L (2015) In situ low-relief landscape formation as a result of river network disruption. Nature 520(7548):526–529CrossRef Yang R, Willett SD, Goren L (2015) In situ low-relief landscape formation as a result of river network disruption. Nature 520(7548):526–529CrossRef
go back to reference Yu F, Xue L, Sun C, Zhang C (2016) Product transportation distance based supplier selection in sustainable supply chain network. J Clean Prod 137:29–39CrossRef Yu F, Xue L, Sun C, Zhang C (2016) Product transportation distance based supplier selection in sustainable supply chain network. J Clean Prod 137:29–39CrossRef
go back to reference Yu GQ, Li ZB, Li P, Zhang X, Zou BH, Zhao HB (2009) Numerical simulation of gravity erosion in a small watershed on the Loess Plateau. Transactions of the CSAE 25(12), 74-79+399. (in Chinese) Yu GQ, Li ZB, Li P, Zhang X, Zou BH, Zhao HB (2009) Numerical simulation of gravity erosion in a small watershed on the Loess Plateau. Transactions of the CSAE 25(12), 74-79+399. (in Chinese)
go back to reference Yu Y, Wei W, Chen L, Feng T, Daryanto S (2019) Quantifying the effects of precipitation, vegetation, and land preparation techniques on runoff and soil erosion in a Loess watershed of China. Sci Total Environ 652:755–764CrossRef Yu Y, Wei W, Chen L, Feng T, Daryanto S (2019) Quantifying the effects of precipitation, vegetation, and land preparation techniques on runoff and soil erosion in a Loess watershed of China. Sci Total Environ 652:755–764CrossRef
go back to reference Zhang F, Tang GA, Cao M, Yang JM (2013) Simulation of positive and negative landform evolution in a small watershed of the Loess Plateau based on an Ann-CA model. Geography and Geo-Information Science 2013,29(01):28-31+1. (in Chinese) Zhang F, Tang GA, Cao M, Yang JM (2013) Simulation of positive and negative landform evolution in a small watershed of the Loess Plateau based on an Ann-CA model. Geography and Geo-Information Science 2013,29(01):28-31+1. (in Chinese)
go back to reference Zhang JJ, Zhu WB, Zhao F et al (2018) Topography and its effect on landscape pattern in transitional zone of mountainous plain: A case study of Qihe River Basin in Taihang Mountains [J]. Sci China Earth Sci 48(04):476–486 ((in Chinese)) Zhang JJ, Zhu WB, Zhao F et al (2018) Topography and its effect on landscape pattern in transitional zone of mountainous plain: A case study of Qihe River Basin in Taihang Mountains [J]. Sci China Earth Sci 48(04):476–486 ((in Chinese))
go back to reference Zheng F-L (2006) Effect of vegetation changes on soil erosion on the Loess Plateau. Pedosphere 16(4):420–427CrossRef Zheng F-L (2006) Effect of vegetation changes on soil erosion on the Loess Plateau. Pedosphere 16(4):420–427CrossRef
go back to reference Zhu H, Tang G, Wu L, Qian K (2012) Extraction and analysis of gully nodes based on geomorphological structures and catchment characteristics: a case study in the Loess Plateau of north Shaanxi province. Advances in Water Science 23(1):7–13 Zhu H, Tang G, Wu L, Qian K (2012) Extraction and analysis of gully nodes based on geomorphological structures and catchment characteristics: a case study in the Loess Plateau of north Shaanxi province. Advances in Water Science 23(1):7–13
go back to reference Zhu HC, Tang GA, Liang-Chao WU, Qian KJ (2012) Extraction and analysis of gully nodes based on geomorphological structures and catchment characteristics: A case study in the loess plateau of North Shaanxi province. Shuikexue Jinzhan/Advances in Water Science 23(1):7–13 Zhu HC, Tang GA, Liang-Chao WU, Qian KJ (2012) Extraction and analysis of gully nodes based on geomorphological structures and catchment characteristics: A case study in the loess plateau of North Shaanxi province. Shuikexue Jinzhan/Advances in Water Science 23(1):7–13
go back to reference Zhu H, Tang G, Qian K, Liu H (2014) Extraction and analysis of gully head of Loess Plateau in China based on digital elevation model. Chin Geogra Sci 24(3):328–338CrossRef Zhu H, Tang G, Qian K, Liu H (2014) Extraction and analysis of gully head of Loess Plateau in China based on digital elevation model. Chin Geogra Sci 24(3):328–338CrossRef
go back to reference Zhu H, Zhao Y, Xu Y, Liu H (2018) Hierarchy structure characteristics analysis for the China Loess watersheds based on gully node calibration. J Mt Sci 15(12):2637–2650CrossRef Zhu H, Zhao Y, Xu Y, Liu H (2018) Hierarchy structure characteristics analysis for the China Loess watersheds based on gully node calibration. J Mt Sci 15(12):2637–2650CrossRef
Metadata
Title
Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment
Authors
Siwei Lin
Nan Chen
Publication date
19-04-2023
Publisher
Springer Berlin Heidelberg
Published in
Earth Science Informatics / Issue 2/2023
Print ISSN: 1865-0473
Electronic ISSN: 1865-0481
DOI
https://doi.org/10.1007/s12145-023-01000-z

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