Soil infiltration based on BP neural network and grey relational analysis;Infiltração no solo com base em rede neural de retropropagação e análise relacional grey

Revista Brasileira de Ciencia do Solo

Volumn 37, Issue 1, 2013, Pages 97-105

  Wang, Juan ^a,b   Wu, Pute ^a,b,c   Zhao, Xining ^a,b,c  

^a NORTHWEST A F UNIVERSITY   (China)

^b National Engineering Research Center for Water Saving Irrigation at Yangling   (China)

^c INSTITUTE OF SOIL AND WATER CONSERVATION   (China)

Author keywords

Rainfall intensity; Sensitivity analysis; Soil permeability; Vegetation cover

Indexed keywords

EID: 84875388802     PISSN: 01000683     EISSN: 18069657     Source Type: Journal    
DOI: 10.1590/S0100-06832013000100010     Document Type: Article

References (45)

1. ABU-AWWAD, A.M. Water infiltration and redistribution within soils affected by a surface crust. J. Arid Environ., 37:231-242, 1997.
2. ADEKALU, K.O.; OLORUNFEMI, I.A. & OSUNBITAN, J.A. Grass mulching effect on infiltration, surface runoff and soil loss of three agricultural soils in Nigeria. Biores. Technol., 98:912-917, 2007.
3. ASSOULINE, S. & MUALEM, Y. Modeling the dynamics of seal formation and its effect on infiltration as related to soil and rainfall characteristics. Water Res. Res., 33:1527-1536, 1997.
4. BRANSON, F.A.; GIFFORD, F.G. & OWEN, J.R. Rangeland hydrology. Denver, Society for Range Management, 1972. 84p. (Range Science Series, 1)
5. CERDÀ, A. & GARCÍA-FAYOS, P. The influence of slope angle on sediment, water and seed losses on badland landscapes. Geomorphology, 18:77-90, 1997.
6. CHEN, S.Y. Artificial Neural Networks simulation implementation and application. Wuhan, China University of Geosciences Press, 2000. p.1-6. (In Chinese)
7. CONG, S. Neural network theory and applications oriented MATLAB toolbox. Hefei, China University of Science and Technology Press, 1998. p.65-66. (In Chinese)
8. DENG, J.L. Gray decision and prediction. Wuhan, Hubei, Huazhong University of Science and Technology Press, 1989. (In Chinese)
9. DUNJÓ, G.; PARDINI, G. & GISPERT, M. The role of land use-land cover on runoff generation and sediment yield at a microplot scale, in a small Mediterranean catchment. J. Arid Environ., 57:99-116, 2004.
10. FANG, Z.S.; YANG, W.Z. & ZHOU, P.H. Investigation research on loess plateau terrace in middle reaches of Yellow river. Beijing, China, Science Press, 1958. (In Chinese)
11. FENG, S.Y.; HUO, Z.L.; KANG, S.Z. & CHEN, S.J. ANN model for simulating dynamic variation of groundwater under the condition of natural-human activity in arid-inland area. J. Hydrol. Eng., 38:873-878, 2007. (In Chinese)
12. FOHRER, N.; BERKENHAGEN, J.; HECKER, J.-M. & RUDOLPH, A. Changing soil and surface conditions during rainfall single rainstorm/subsequent rainstorms. Catena, 37:355-375, 1999.
13. FU, C.Y.; ZHENG, J.S.; ZHAO, J.M. & WEI, D.X. Application of grey relational analysis for corrosion failure of oil tubes. Corrosion Sci., 881-889, 2011. (In Chinese)
14. GREEN, W.H. & AMPT, G.A. Studies on soil physics I. The flow of air and water through soil. J. Agric. Sci., 4:1-24, 1911. (In Chinese)
15. HAN, L.Q. Artificial neural network course. Beijing, Beijing University of Posts and Telecommunications Press, 2006. p.49-50. (In Chinese)
16. HAN, L.Q. Theory design and application of artificial neural networks. Beijing, Chemical Industry Press, 2002. 50p. (In Chinese)
17. HORTON, R.E. An approach towards a physical interpretation of infiltration capacity. Soil Sci. Soc. Am. Proc., 3:399-417, 1940.
18. HUANG, C.Y. Pedology. Beijing, China Agriculture Press, 2000.
19. HUANG, J.; WU, P.T. & ZHAO, X.N. Impact of slope biological regulated measures on soil water infiltration. Trans. CSAE, 26:29-37, 2010. (In Chinese)
20. JIANG, D.S. & HUANG, G.J. Study on the filtration rate of soils on the loess plateau of china. Acta Pedol. Sinica, 23:299-304, 1986. (In Chinese)
21. KATO, H.; ONDA, Y.; TANAKA, Y. & ASANO, M. Field measurement of infiltration rate using an oscillating nozzle rainfall simulator in the cold, semiarid grassland of Mongolia. Catena, 76:173-181, 2009.
22. KOSTIAKOV, A.N. On the dynamics of the coefficient of water-percolation in soils and on the necessity for studying it from dynamic point of view for purposes of amelioration. In: COMMUCATIONS INTERNATIONAL SOIL SOCIETY RUSSIAN, 6., 1932. Transaction... Paris, p.17-21. Part A.
23. LEI, Z.D.; YANG, S.X. & XIE, C.H. Soil water dynamics. Beijing, Tsinghua University Press, 1988. (In Chinese)
24. LI, Y. & SHAO, M.A. Experimental study on influence factors of rainfall and infiltration under artificial grassland coverage. Trans. CSAE, 23:18-23, 2007. (In Chinese)
25. LIU, S.F.; GUO, T.B. & DANG, Y.G. Grey system theory and its application. Beijing, Science Press, 1999. p.43-49. (In Chinese)
26. MAH, M.G.C.; DOUGLAS, L.A. & RINGROSE-VOASE, A.J. Effects of crust development and surface slope on erosion by rainfall. Soil Sci., 154:37-43, 1992.
27. MOLINA, A.; GOVERS, G.; VANACKER, V.; POESEN, J.; ZEELMAEKERS, E. & CISNEROS, F. Runoff generation in a degraded Andean ecosystem: Interaction of vegetation cover and land use. Catena, 71:357-370, 2007.
28. NASSIF, S.H. The influence of slope and rain intensity on runoff and infiltration. Hydrol. Sci. B., 20:539-552, 1975.
29. NIU, H. Research of anti-erosive mechanism and control indicators of Biotec road on the loess plateau. Yangling, Shaanxi, China, Northwest A. & F. University, 2009. (In Chinese)
30. SMITH, R.E. & PARLANGE, J.Y. A parameter-efficient hydrologic infiltration model. Water Res., 14:533-538, 1978.
31. PHILIP, J.R. The theory of infiltration: 1. The infiltration equation and its solution. Soil Sci., 83:345-357, 1957a.
32. PHILIP, J.R. The theory of infiltration: 2. The profile of infinity. Soil Sci., 83:435-448, 1957b.
33. POESEN, J.W.; TORRI, D. & BUNTE, K. Effects of rock fragments on soil erosion by water at different spatial scales: A review. Catena, 23:141-166, 1994.
34. POULENARD, J.; PODWOJEWSKI, P.; JANEAU, J.-L. & COLLINET, J. Runoff and soil erosion under rainfall simulation of Andisols from the Ecuadorian Páramo: Effect of tillage and burning. Catena, 45:185-207, 2001.
35. SINGER, M.J. & BLACKARD, J. Slope angle-interrill soil loss relationships for slopes up to 50%. Soil Sci. Soc. Am. J., 46:1270-1273, 1982.
36. SMITH, R.E. & PARLANGE, J.Y. A parameter-efficient hydrologic infiltration model. Water Res., 14:533-538, 1978.
37. SMITH, R.E. The infiltration envelope: Results from a theoretical infiltrometer. J. Hydrol., 17:1-21, 1972.
38. SONG, X.S.; DENG, W. & ZHANG, L. Applications of MATLAB in environmental science. Beijing, Chemical Industry Press, 2008. p.219-220. (In Chinese)
39. VAHABI, J. & NIKKAMI, D. Assessing dominant factors affecting soil erosion using a portable rainfall simulator. Int. J. Sediment. Res., 23:375-385, 2008.
40. WANG, W.Y.; WANG, Z.R.; WANG, Q.J. & ZHANG, J.F. Improvement and evaluation of the Green-Ampt model in loess soil. J. Hydrol. Eng., 5:30-34, 30-34, 2003. (In Chinese)
41. WANG, W.Z.; JIAO, J.Y. & HAO, X.P. Collective drawings of rainfall erosion and sediment yield data on Chinese Loess Plateau. Xi'an, Xi'an Cartographic Publishing House, 1998. (in Chinese)
42. WU, F.Q.; ZHAO, X.G. & LIU, B.Z. Erosion environment and dynamic mechanism in Gentle slope cultivated land. Xi'an, Shaanxi Science and Technology, 2001. (In Chinese).
43. YANG, J.G. Practical course on artificial neural networks. Hangzhou, Zhejiang University Press, 2001. 47-48p. (In Chinese)
44. ZHANG, J.H.; XIE, A.G. & SHEN, F.M. Multi-objective optimization and analysis model of sintering process based on BP Neural Network. J. Iron Steel Res. Inter., 14:1-5, 2007. (In Chinese)
45. ZHAO, H.Y.; WU, Q.X. & LIU, G.B. Mechanism on soil and water conservation of forest vegetation on the loess plateau. Sci. Silvae Sinicae, 37:140-144, 2001. (In Chinese)