메뉴 건너뛰기




Volumn 184, Issue 7, 2012, Pages 4355-4365

Estimation of suspended sediment concentration from turbidity measurements using artificial neural networks

Author keywords

Artificial neural networks; Regression analysis; Stream Harsit; Suspended sediment concentration; Turbidity

Indexed keywords

BLACK SEA; DIRECT MEASUREMENT; FISH HABITAT; IN-SITU; MEAN ABSOLUTE ERROR; MONITORING STATIONS; RESERVOIR FILLING; ROOT MEAN SQUARE ERRORS; SEDIMENT CONCENTRATION; STREAM HARSIT; SUSPENDED SEDIMENT CONCENTRATIONS; TRANSPORT EQUATION; TURBIDITY MEASUREMENTS; TURBIDITY METER; VALIDATION SETS;

EID: 84864856143     PISSN: 01676369     EISSN: 15732959     Source Type: Journal    
DOI: 10.1007/s10661-011-2269-2     Document Type: Article
Times cited : (51)

References (38)
  • 1
    • 33746406254 scopus 로고    scopus 로고
    • Simulation of runoff and sediment yield using artificial neural networks
    • Agarwal, A., Mishra, S. K., Ram, S., & Singh, J. K. (2006). Simulation of runoff and sediment yield using artificial neural networks. Biosystems Engineering, 94, 597-613.
    • (2006) Biosystems Engineering , vol.94 , pp. 597-613
    • Agarwal, A.1    Mishra, S.K.2    Ram, S.3    Singh, J.K.4
  • 2
    • 33749443208 scopus 로고    scopus 로고
    • Suspended sediment load simulation by two artificial neural networks methods using hydrometeorological data
    • Alp, M., & Cigizoglu, H. K. (2007). Suspended sediment load simulation by two artificial neural networks methods using hydrometeorological data. Environmental Modelling and Software, 22, 2-13.
    • (2007) Environmental Modelling and Software , vol.22 , pp. 2-13
    • Alp, M.1    Cigizoglu, H.K.2
  • 4
    • 84873612748 scopus 로고    scopus 로고
    • The effects of hydraulics structures in the stream Harşit on suspended sediment transport
    • H. Karahan & N. O. Baykan (Eds.) Turkey: Denizli (in Turkish with English abstract)
    • Bayram, A., Kankal, M., Onsoy, H., & Bulut, V. N. (2010a). The effects of hydraulics structures in the stream Harşit on suspended sediment transport. In H. Karahan & N. O. Baykan (Eds.), VI. Ulusal Hidroloji Kongresi (pp. 873-882). Turkey: Denizli (in Turkish with English abstract).
    • (2010) VI. Ulusal Hidroloji Kongresi , pp. 873-882
    • Bayram, A.1    Kankal, M.2    Onsoy, H.3    Bulut, V.N.4
  • 7
    • 80054741752 scopus 로고    scopus 로고
    • Variation of total organic carbon content along the stream Harsit, Eastern Black Sea Basin. Turkey
    • doi:10.1007/s10661-010-1860-2
    • Bayram, A., Onsoy, H., Akinci, G., & Bulut, V. N. (2011a). Variation of total organic carbon content along the stream Harsit, Eastern Black Sea Basin. Turkey. Environmental Monitoring and Assessment. doi:10.1007/s10661-010- 1860-2.
    • (2011) Environmental Monitoring and Assessment
    • Bayram, A.1    Onsoy, H.2    Akinci, G.3    Bulut, V.N.4
  • 9
    • 84889568191 scopus 로고    scopus 로고
    • Effects of Torul dam on water quality in the stream Harsit NE Turkey
    • doi:10.1007/s12665-011-1118-5
    • Bayram, A., Onsoy, H., Komurcu, M. I., & Bulut, V. N. (2011c). Effects of Torul dam on water quality in the stream Harsit NE Turkey. Environmental Earth Sciences. doi:10.1007/s12665-011-1118-5.
    • (2011) Environmental Earth Sciences
    • Bayram, A.1    Onsoy, H.2    Komurcu, M.I.3    Bulut, V.N.4
  • 11
    • 24344480934 scopus 로고    scopus 로고
    • High concentration suspended sediment measurements using a continuous fiber optic in-stream transmissometer
    • Campbell, C. G., Laycak, D. T., Hoppes, W., Tran, N. T., & Shi, F. G. (2005). High concentration suspended sediment measurements using a continuous fiber optic in-stream transmissometer. Journal of Hydrology, 311, 244-253.
    • (2005) Journal of Hydrology , vol.311 , pp. 244-253
    • Campbell, C.G.1    Laycak, D.T.2    Hoppes, W.3    Tran, N.T.4    Shi, F.G.5
  • 12
    • 1342310688 scopus 로고    scopus 로고
    • Estimation and forecasting of daily suspended sediment data by multi layer perceptron
    • Cigizoglu, H. K. (2004). Estimation and forecasting of daily suspended sediment data by multi layer perceptron. Advances in Water Resources, 27, 185-195.
    • (2004) Advances in Water Resources , vol.27 , pp. 185-195
    • Cigizoglu, H.K.1
  • 13
    • 34547663115 scopus 로고    scopus 로고
    • Estimation of total sediment load concentration obtained by experimental study using artificial neural networks
    • Dogan, E., Yuksel, I., & Kisi, O. (2007). Estimation of total sediment load concentration obtained by experimental study using artificial neural networks. Environmental Fluid Mechanics, 7, 271-288.
    • (2007) Environmental Fluid Mechanics , vol.7 , pp. 271-288
    • Dogan, E.1    Yuksel, I.2    Kisi, O.3
  • 14
    • 69249083949 scopus 로고    scopus 로고
    • EIE Ankara: General Directorate of Electrical Power Resources Survey and Development Administration
    • EIE. (2006). Suspended sediment data for surface waters in Turkey. Ankara: General Directorate of Electrical Power Resources Survey and Development Administration.
    • (2006) Suspended Sediment Data for Surface Waters in Turkey
  • 15
    • 70450273509 scopus 로고    scopus 로고
    • Estimation of suspended sediment concentration in rivers using acoustic methods
    • Elci, S., Aydin, R., & Work, P. A. (2009). Estimation of suspended sediment concentration in rivers using acoustic methods. Environmental Monitoring and Assessment, 159, 255-265.
    • (2009) Environmental Monitoring and Assessment , vol.159 , pp. 255-265
    • Elci, S.1    Aydin, R.2    Work, P.A.3
  • 17
    • 41749090048 scopus 로고    scopus 로고
    • Estimating suspended sediment concentration using turbidity in an irrigation-dominated Southeastern California watershed
    • Gao, P., Pasternack, G. B., Bali, K. M., & Wallender, W. W. (2008). Estimating suspended sediment concentration using turbidity in an irrigation-dominated Southeastern California watershed. Journal of Irrigation and Drainage Engineering-ASCE, 134, 250-259.
    • (2008) Journal of Irrigation and Drainage Engineering-ASCE , vol.134 , pp. 250-259
    • Gao, P.1    Pasternack, G.B.2    Bali, K.M.3    Wallender, W.W.4
  • 19
    • 62349106560 scopus 로고    scopus 로고
    • Estimation of the amount of suspended sediment in the Tigris River using artificial neural networks
    • Hamidi, N., & Kayaalp, N. (2008). Estimation of the amount of suspended sediment in the Tigris River using artificial neural networks. Clean-Soil Air Water, 36, 380-386.
    • (2008) Clean-Soil Air Water , vol.36 , pp. 380-386
    • Hamidi, N.1    Kayaalp, N.2
  • 21
    • 0031654502 scopus 로고    scopus 로고
    • Neural network applications in determining the fatigue crack opening load
    • Kang, J. Y., & Song, J. H. (1998). Neural network applications in determining the fatigue crack opening load. International Journal of Fatigue, 20, 57-69.
    • (1998) International Journal of Fatigue , vol.20 , pp. 57-69
    • Kang, J.Y.1    Song, J.H.2
  • 22
    • 79551528411 scopus 로고    scopus 로고
    • Modeling and forecasting of Turkey's energy consumption using socio-economic and demographic variables
    • Kankal, M., Akpinar, A., Komurcu, M. I., & Ozsahin, T. S. (2011). Modeling and forecasting of Turkey's energy consumption using socio-economic and demographic variables. Applied Energy, 88, 1927-1939.
    • (2011) Applied Energy , vol.88 , pp. 1927-1939
    • Kankal, M.1    Akpinar, A.2    Komurcu, M.I.3    Ozsahin, T.S.4
  • 23
    • 47249124477 scopus 로고    scopus 로고
    • Estimating suspended sediment concentrations from turbidity measurements and the calibration problem
    • Minella, J. P. G., Merten, G. H., Reichert, J. M., & Clarke, R. T. (2008). Estimating suspended sediment concentrations from turbidity measurements and the calibration problem. Hydrological Processes, 22, 1819-1830.
    • (2008) Hydrological Processes , vol.22 , pp. 1819-1830
    • Minella, J.P.G.1    Merten, G.H.2    Reichert, J.M.3    Clarke, R.T.4
  • 24
    • 54149103306 scopus 로고    scopus 로고
    • Municipal solid waste characteristics and management in Gumushane, Turkey
    • Nas, S. S., & Bayram, A. (2008). Municipal solid waste characteristics and management in Gumushane, Turkey. Waste Management, 28, 2435-2442.
    • (2008) Waste Management , vol.28 , pp. 2435-2442
    • Nas, S.S.1    Bayram, A.2
  • 25
    • 4944253954 scopus 로고    scopus 로고
    • Prediction of contact lengths between an elastic layer and two elastic circular punches with neural networks
    • Ozsahin, T. S., Birinci, A., & Cakiroglu, A. O. (2004). Prediction of contact lengths between an elastic layer and two elastic circular punches with neural networks. Structural Engineering and Mechanics, 18, 441-459.
    • (2004) Structural Engineering and Mechanics , vol.18 , pp. 441-459
    • Ozsahin, T.S.1    Birinci, A.2    Cakiroglu, A.O.3
  • 27
    • 13444263844 scopus 로고    scopus 로고
    • Indirect methods to estimate suspended sediment concentration: Reliability and relationship of turbidity and settleable solids
    • Pavanelli, D., & Bigi, A. (2005a). Indirect methods to estimate suspended sediment concentration: Reliability and relationship of turbidity and settleable solids. Biosystems Engineering, 90, 75-83.
    • (2005) Biosystems Engineering , vol.90 , pp. 75-83
    • Pavanelli, D.1    Bigi, A.2
  • 28
    • 27744559492 scopus 로고    scopus 로고
    • A new indirect method to estimate suspended sediment concentration in a River Monitoring Programme
    • Pavanelli, D., & Bigi, A. (2005b). A new indirect method to estimate suspended sediment concentration in a River Monitoring Programme. Biosystems Engineering, 92, 513-520.
    • (2005) Biosystems Engineering , vol.92 , pp. 513-520
    • Pavanelli, D.1    Bigi, A.2
  • 29
    • 0036898333 scopus 로고    scopus 로고
    • Monitoring water flow, turbidity and suspended sediment load, from an Appen-nine Catchment Basin, Italy
    • Pavanelli, D., & Pagliarani, A. (2002). Monitoring water flow, turbidity and suspended sediment load, from an Appen-nine Catchment Basin, Italy. Biosystems Engineering, 83, 463-468.
    • (2002) Biosystems Engineering , vol.83 , pp. 463-468
    • Pavanelli, D.1    Pagliarani, A.2
  • 30
    • 0041627477 scopus 로고    scopus 로고
    • Determination of suspended particulate matter concentration from turbidity measurements: Particle size effects and calibration procedures
    • Pfannkuche, J., & Schmidt, A. (2003). Determination of suspended particulate matter concentration from turbidity measurements: Particle size effects and calibration procedures. Hydrological Processes, 17, 1951-1963.
    • (2003) Hydrological Processes , vol.17 , pp. 1951-1963
    • Pfannkuche, J.1    Schmidt, A.2
  • 31
    • 33846674253 scopus 로고    scopus 로고
    • Use of turbidometry to characterize suspended sediment and phosphorus fluxes in the Lake Tahoe basin, California, USA
    • Stubblefield, A. P., Reuter, J. E., Dahlgren, R. A., & Goldman, C. R. (2007). Use of turbidometry to characterize suspended sediment and phosphorus fluxes in the Lake Tahoe basin, California, USA. Hydrological Processes, 21, 281-291.
    • (2007) Hydrological Processes , vol.21 , pp. 281-291
    • Stubblefield, A.P.1    Reuter, J.E.2    Dahlgren, R.A.3    Goldman, C.R.4
  • 33
    • 84856284137 scopus 로고    scopus 로고
    • Accessed on 01 July 2011
    • Tasgetiren, M. F. (2010). Yapay sinir aglar: Çok katmanli. http://elektroteknoloji.com/Elektrik-Elektronik/PLC-Sistemleri/ Yapay-Sinir-Aglar-Cok-Katmanli.html. Accessed on 01 July 2011.
    • (2010) Yapay Sinir Aglar: Çok Katmanli
    • Tasgetiren, M.F.1
  • 34
    • 33644924333 scopus 로고    scopus 로고
    • Artificial neural networks for estimating daily total suspended sediment in natural streams
    • Tayfur, G., & Guldal, V. (2006). Artificial neural networks for estimating daily total suspended sediment in natural streams. Nordic Hydrology, 37, 69-79.
    • (2006) Nordic Hydrology , vol.37 , pp. 69-79
    • Tayfur, G.1    Guldal, V.2
  • 35
    • 84857207574 scopus 로고    scopus 로고
    • TSMS Accessed on 01 July 2011
    • TSMS (2011). Turkish State Meteorological Service, http://www. meteoroloji.gov.tr/veridegerlendirme/il-ve-ilcelerstatistik. aspx?m=GUMUSHANE. Accessed on 01 July 2011.
    • (2011) Turkish State Meteorological Service
  • 36
    • 69249148310 scopus 로고    scopus 로고
    • Predicting suspended sediment loads and missing data for Gediz River, Turkey
    • Ulke, A., Tayfur, G., & Ozkul, S. (2009). Predicting suspended sediment loads and missing data for Gediz River, Turkey. Journal of Hydrologic Engineering, 14, 954-965.
    • (2009) Journal of Hydrologic Engineering , vol.14 , pp. 954-965
    • Ulke, A.1    Tayfur, G.2    Ozkul, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.