메뉴 건너뛰기




Volumn 19, Issue 3, 2007, Pages 378-386

Neural network modeling for estimation of scour depth around bridge piers

Author keywords

back propagation neural network (BPN); bridge pier; prediction; scour depth

Indexed keywords

ECONOMIC ANALYSIS; HYDRODYNAMICS; NEURAL NETWORKS; SCOUR;

EID: 34347355608     PISSN: 10016058     EISSN: None     Source Type: Journal    
DOI: 10.1016/S1001-6058(07)60073-0     Document Type: Article
Times cited : (116)

References (36)
  • 2
    • 79251535673 scopus 로고
    • John Wiley and Sons, New York, USA
    • SHEN H.W. River mechanics[M] 2 (1971), John Wiley and Sons, New York, USA 23
    • (1971) River mechanics[M] , vol.2 , pp. 23
    • SHEN, H.W.1
  • 3
    • 0000358237 scopus 로고
    • Sur le calcul des affouillements locaux dams la zone des piles des ponts[C]
    • HANCU S. Sur le calcul des affouillements locaux dams la zone des piles des ponts[C]. Proc. 14th IAHR Congress. Paris, France 3 (1971) 299-313
    • (1971) Proc. 14th IAHR Congress. Paris, France , vol.3 , pp. 299-313
    • HANCU, S.1
  • 4
    • 0017696247 scopus 로고
    • Local scour around cylindrical piers[J]
    • BREUSERS H.N.C., NICOLLET G., and SHEN H.W. Local scour around cylindrical piers[J]. J. Hydr. Res. 15 3 (1977) 211-252
    • (1977) J. Hydr. Res. , vol.15 , Issue.3 , pp. 211-252
    • BREUSERS, H.N.C.1    NICOLLET, G.2    SHEN, H.W.3
  • 5
    • 0024088722 scopus 로고
    • Design method for local scour at bridge piers[J]
    • MELVILLE B.W., and SUTHERLAND A.J. Design method for local scour at bridge piers[J]. J. Hydr. Eng. 114 10 (1988) 1210-1226
    • (1988) J. Hydr. Eng. , vol.114 , Issue.10 , pp. 1210-1226
    • MELVILLE, B.W.1    SUTHERLAND, A.J.2
  • 6
    • 34347360586 scopus 로고
    • Evaluating scour at bridges, hydraulic engineering circular 18[J]
    • DOT U.S. Evaluating scour at bridges, hydraulic engineering circular 18[J]. Federal highway administration 2 (1993) 1-4
    • (1993) Federal highway administration , vol.2 , pp. 1-4
    • DOT, U.S.1
  • 7
    • 0032907298 scopus 로고    scopus 로고
    • Time scale for local scour depth at bridge piers[J]
    • MELVILLE B.W., and CHIEW Y.M. Time scale for local scour depth at bridge piers[J]. J. Hydr. Eng. 125 1 (1999) 59-65
    • (1999) J. Hydr. Eng. , vol.125 , Issue.1 , pp. 59-65
    • MELVILLE, B.W.1    CHIEW, Y.M.2
  • 8
    • 0028118087 scopus 로고
    • A note on spanwise correlation on a freely vibrating cylinder in oscillatory flow
    • SUMER B.M., FREDSØE J., and JENSEN K. A note on spanwise correlation on a freely vibrating cylinder in oscillatory flow. Journal of Fluids and Structures 8 3 (1994) 231-238
    • (1994) Journal of Fluids and Structures , vol.8 , Issue.3 , pp. 231-238
    • SUMER, B.M.1    FREDSØE, J.2    JENSEN, K.3
  • 11
    • 0027007868 scopus 로고
    • Rainfall forecasting in space and time using a neural network [J]
    • FRENCH M.N., KRAJEWSKI W.F., and CUYKENDALL R.R. Rainfall forecasting in space and time using a neural network [J]. J. of Hydrology 137 (1992) 1-31
    • (1992) J. of Hydrology , vol.137 , pp. 1-31
    • FRENCH, M.N.1    KRAJEWSKI, W.F.2    CUYKENDALL, R.R.3
  • 12
    • 34347329041 scopus 로고    scopus 로고
    • MASE H. Evaluation of artificial armour layer stability by neural network method[C]. Proc. 26th Congress of IAHR, London, UK, 1995, 341-346.
  • 13
    • 0032961025 scopus 로고    scopus 로고
    • River flood forecasting with a neural network model[J]
    • CAMPOLO M., ANDREUSSI P., and SOLDATI A. River flood forecasting with a neural network model[J]. Water Resources Res. 35 4 (1997) 1191-1197
    • (1997) Water Resources Res. , vol.35 , Issue.4 , pp. 1191-1197
    • CAMPOLO, M.1    ANDREUSSI, P.2    SOLDATI, A.3
  • 14
    • 0032880651 scopus 로고    scopus 로고
    • Back-propagation neural network in tidal-level forecasting[J]
    • TSAI C.P., and LEE T.L. Back-propagation neural network in tidal-level forecasting[J]. J. of Waterw Port Coastal and Ocean Eng 12 4 (1999) 195-202
    • (1999) J. of Waterw Port Coastal and Ocean Eng , vol.12 , Issue.4 , pp. 195-202
    • TSAI, C.P.1    LEE, T.L.2
  • 15
    • 0037128648 scopus 로고    scopus 로고
    • Application of artificial neural networks in tide forecasting[J]
    • LEE T.L., and JENG D.S. Application of artificial neural networks in tide forecasting[J]. Ocean Eng. 29 9 (2002) 1003-1022
    • (2002) Ocean Eng. , vol.29 , Issue.9 , pp. 1003-1022
    • LEE, T.L.1    JENG, D.S.2
  • 16
    • 0344062921 scopus 로고    scopus 로고
    • Back-propagation neural network for the long-term tidal predictions[J]
    • LEE T.L. Back-propagation neural network for the long-term tidal predictions[J]. Ocean Eng. 31 2 (2004) 225-238
    • (2004) Ocean Eng. , vol.31 , Issue.2 , pp. 225-238
    • LEE, T.L.1
  • 17
    • 34347353067 scopus 로고    scopus 로고
    • LEE T.L, JENG D.S., LIN C., et al. Assessment of earthquake-induced liquefaction by artificial neural networks[C]. The 9th International Conference for Computing in Civil and Building Engineering. Taipei, China, 2002, 55-60.
  • 18
    • 4544314347 scopus 로고    scopus 로고
    • Predicting sea level variations with artificial neural networks at hillarys boat harbour[J]
    • MAKARYNSKYY O., MAKARYNSKA D., KUHN M., et al. Predicting sea level variations with artificial neural networks at hillarys boat harbour[J]. Coastal and Shelf Science 61 2 (2004) 351-360
    • (2004) Coastal and Shelf Science , vol.61 , Issue.2 , pp. 351-360
    • MAKARYNSKYY, O.1    MAKARYNSKA, D.2    KUHN, M.3
  • 19
    • 15444363645 scopus 로고    scopus 로고
    • Artificial neural networks in wave predictions at the west coast of Portugal[J]
    • MAKARYNSKYY O., PIRES-SILVA A.A., MAKARYNSKA D., et al. Artificial neural networks in wave predictions at the west coast of Portugal[J]. Computers and Geosciences 31 4 (2005) 415-424
    • (2005) Computers and Geosciences , vol.31 , Issue.4 , pp. 415-424
    • MAKARYNSKYY, O.1    PIRES-SILVA, A.A.2    MAKARYNSKA, D.3
  • 20
    • 30044447182 scopus 로고    scopus 로고
    • Neural network prediction of a storm surge[J]
    • LEE T.L. Neural network prediction of a storm surge[J]. Ocean Engineering 33 3-4 (2006) 483-494
    • (2006) Ocean Engineering , vol.33 , Issue.3-4 , pp. 483-494
    • LEE, T.L.1
  • 21
    • 0000581882 scopus 로고
    • Local scour around bridge piers[J]
    • SHEN H.W., SCHNEIDER V.R., and KARAKI S. Local scour around bridge piers[J]. J. Hydr. Eng. 95 6 (1969) 1919-1940
    • (1969) J. Hydr. Eng. , vol.95 , Issue.6 , pp. 1919-1940
    • SHEN, H.W.1    SCHNEIDER, V.R.2    KARAKI, S.3
  • 22
    • 0018918816 scopus 로고
    • Theoretical approach to predication of local scour around bridge piers[J]
    • BAKER C.J. Theoretical approach to predication of local scour around bridge piers[J]. J. Hydr. Res. 18 1 (1980) 1-12
    • (1980) J. Hydr. Res. , vol.18 , Issue.1 , pp. 1-12
    • BAKER, C.J.1
  • 23
    • 0026239013 scopus 로고
    • Study of time-dependent local scour bridge piers[J]
    • YANMAZ A.M., and ALTINBILEK H.D. Study of time-dependent local scour bridge piers[J]. J. Hydr. Eng. 117 10 (1991) 1247-1268
    • (1991) J. Hydr. Eng. , vol.117 , Issue.10 , pp. 1247-1268
    • YANMAZ, A.M.1    ALTINBILEK, H.D.2
  • 24
    • 0027007931 scopus 로고
    • Temporal variation of scour around circular bridge piers[J]
    • KOTHYARI U.C., GARDE R.J., and RANGE RAJU K.G. Temporal variation of scour around circular bridge piers[J]. J. Hydr. Eng. 118 8 (1992) 1091-1106
    • (1992) J. Hydr. Eng. , vol.118 , Issue.8 , pp. 1091-1106
    • KOTHYARI, U.C.1    GARDE, R.J.2    RANGE RAJU, K.G.3
  • 25
    • 34347358423 scopus 로고
    • Analyzing laboratory measurements of scour at cylindrical piers in sand beds[J]
    • COLEMAN N.L. Analyzing laboratory measurements of scour at cylindrical piers in sand beds[J]. Proc. 14th IAHR Congress, Paris, France 3 (1971) 307-313
    • (1971) Proc. 14th IAHR Congress, Paris, France , vol.3 , pp. 307-313
    • COLEMAN, N.L.1
  • 27
    • 0031080348 scopus 로고    scopus 로고
    • Pier and abutment scour: integrated approach[J]
    • MELVILLE B.W. Pier and abutment scour: integrated approach[J]. Journal of Hydraulic Engineering, ASCE 123 2 (1997) 125-136
    • (1997) Journal of Hydraulic Engineering, ASCE , vol.123 , Issue.2 , pp. 125-136
    • MELVILLE, B.W.1
  • 29
    • 0027657450 scopus 로고
    • Three-dimensional calculation of scour around cylinders[J]
    • OLSEN N.R.B., and MELAAEN M.C. Three-dimensional calculation of scour around cylinders[J]. Journal of Hydraulic Engineering, ASCE 119 9 (1993) 1048-1054
    • (1993) Journal of Hydraulic Engineering, ASCE , vol.119 , Issue.9 , pp. 1048-1054
    • OLSEN, N.R.B.1    MELAAEN, M.C.2
  • 31
    • 0032072538 scopus 로고    scopus 로고
    • Three-dimensional simulation of scour-inducing flow at bridge piers[J]
    • RICHARDSON J.E., and PANCHANG V.G. Three-dimensional simulation of scour-inducing flow at bridge piers[J]. Journal of Hydraulic Engineering, ASCE 124 (1998) 530-540
    • (1998) Journal of Hydraulic Engineering, ASCE , vol.124 , pp. 530-540
    • RICHARDSON, J.E.1    PANCHANG, V.G.2
  • 32
    • 34347323866 scopus 로고    scopus 로고
    • ROULUND A., SUMER B.M., FREDSOE J. et al. 3D mathematical modeling of scour around a circular pile in current[C]. Proc. 7th Int'l Symposium on River Sedimentation and 2nd Int'l Symposium on Environmental Hydraulics '98. Hong Kong, China, 1999, 131-138.
  • 36
    • 0024137490 scopus 로고
    • Increased rates of convergence through learning rate adaptation[J]
    • JACOBS R.A. Increased rates of convergence through learning rate adaptation[J]. Neural Network 1 (1988) 295-307
    • (1988) Neural Network , vol.1 , pp. 295-307
    • JACOBS, R.A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.