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2022 | OriginalPaper | Buchkapitel

Establishing Sediment Rating Curves Using Optimization Technique

verfasst von : Mohammad Zakwan, Zeenat Ara

Erschienen in: River and Coastal Engineering

Verlag: Springer International Publishing

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Abstract

Water resource projects are affected by the amount and concentration of sediment transported by a river. In this regard, quantification of sediment volume is of paramount importance in river engineering practices. Spreadsheet embedded GRG (Generalized Reduced Gradient) technique has been used in the present paper to estimate Suspended Sediment Load (SSL). The sediment rating curves were also established using conventional method of linear regression. Sediment rating curves were developed for two sites i.e. Hermann site on Missouri river and Grafton site on Mississippi river. Comparative analysis of the GRG and linear regression method reveals that sediment loads estimated by GRG technique are more accurate than method of linear regression analysis in either case of calibration or validation. GRG technique is not only a simple optimization but has been found to converge to optimal solution quickly. Moreover, it provides explicit expression for development of sediment record.

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Fußnoten
1
(cida.usgs.gov/sediment)
 
Literatur
Zurück zum Zitat Abadie J, Carpentier J (1969) Generalization of the Wolfe reduced gradient method to the case of nonlinear constraints. Optimization. Academic Press, New York, p 37–47 Abadie J, Carpentier J (1969) Generalization of the Wolfe reduced gradient method to the case of nonlinear constraints. Optimization. Academic Press, New York, p 37–47
Zurück zum Zitat Ara Z, Zakwan M (2018) Reservoir sedimentation analysis: a case study. In: Proceedings national conference on water, environment & society (NCWES-2018). Hyderabad, India p 286–292 Ara Z, Zakwan M (2018) Reservoir sedimentation analysis: a case study. In: Proceedings national conference on water, environment & society (NCWES-2018). Hyderabad, India p 286–292
Zurück zum Zitat Asselman NEM (2000) Fitting and interpretation of sediment rating curves. J Hydrol 234:228–248CrossRef Asselman NEM (2000) Fitting and interpretation of sediment rating curves. J Hydrol 234:228–248CrossRef
Zurück zum Zitat Aytek A, Kisi O (2008) A genetic programming approach to suspended sediment modelling. J Hydrol 351:288–298CrossRef Aytek A, Kisi O (2008) A genetic programming approach to suspended sediment modelling. J Hydrol 351:288–298CrossRef
Zurück zum Zitat Barati R (2013) Application of excel solver for parameter estimation of the nonlinear Muskingum models. KSCE J Civ Engg 17(5):1139–1148CrossRef Barati R (2013) Application of excel solver for parameter estimation of the nonlinear Muskingum models. KSCE J Civ Engg 17(5):1139–1148CrossRef
Zurück zum Zitat Cobaner M, Unal B, Kisi O (2009) Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data. J Hydrol 367(1–2):52–61CrossRef Cobaner M, Unal B, Kisi O (2009) Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data. J Hydrol 367(1–2):52–61CrossRef
Zurück zum Zitat Demissie M, Xia R, Keefer L, Bhowmik N (2004) The sediment budget of the Illinois river. Illinois State Water Survey, Contract Report 2004–13. Champaign, IL Demissie M, Xia R, Keefer L, Bhowmik N (2004) The sediment budget of the Illinois river. Illinois State Water Survey, Contract Report 2004–13. Champaign, IL
Zurück zum Zitat Ferguson RI (1986) River loads underestimated by rating curves. Water Resour Res 22(1):74–76ADSCrossRef Ferguson RI (1986) River loads underestimated by rating curves. Water Resour Res 22(1):74–76ADSCrossRef
Zurück zum Zitat Ghimire BNS, Reddy MJ (2010) Development of stage-discharge rating curve in river using genetic algorithms and model tree. Int Workshop Adv Stat Hydrol. Taormina, Italy Ghimire BNS, Reddy MJ (2010) Development of stage-discharge rating curve in river using genetic algorithms and model tree. Int Workshop Adv Stat Hydrol. Taormina, Italy
Zurück zum Zitat Jain SK (2001) Development of integrated sediment rating curves using ANNs. J Hydrol Engg 13(3):124–213CrossRef Jain SK (2001) Development of integrated sediment rating curves using ANNs. J Hydrol Engg 13(3):124–213CrossRef
Zurück zum Zitat Jain SK (2008) Development of integrated discharge and sediment rating relation using a compound neural network. J Hydrol Eng 13(3):124–131CrossRef Jain SK (2008) Development of integrated discharge and sediment rating relation using a compound neural network. J Hydrol Eng 13(3):124–131CrossRef
Zurück zum Zitat Jewell TK (2001) Teaching hydraulic design using equation solvers. J Hydrol Engg 0733–9429/127(12):1013–1021 Jewell TK (2001) Teaching hydraulic design using equation solvers. J Hydrol Engg 0733–9429/127(12):1013–1021
Zurück zum Zitat Karahan H (2009) Predicting Muskingum flood routing parameters using spreadsheet. Wiley Periodicals Inc., p 280–286 Karahan H (2009) Predicting Muskingum flood routing parameters using spreadsheet. Wiley Periodicals Inc., p 280–286
Zurück zum Zitat Kisi O (2004) Multi-Layer perceptrons with Levenberg-Marquardt training algorithm for suspended sediment concentration prediction and estimation. Hydrol Sci J 49(6):1025–1040CrossRef Kisi O (2004) Multi-Layer perceptrons with Levenberg-Marquardt training algorithm for suspended sediment concentration prediction and estimation. Hydrol Sci J 49(6):1025–1040CrossRef
Zurück zum Zitat Lasdon LS, Waren AD, Jain A, Ratner M (1978) Design and testing of a generalized reduced gradient code for nonlinear programming. ACM Trans Math Softw 4(1):34–50CrossRef Lasdon LS, Waren AD, Jain A, Ratner M (1978) Design and testing of a generalized reduced gradient code for nonlinear programming. ACM Trans Math Softw 4(1):34–50CrossRef
Zurück zum Zitat Lohani AK, Goel NK, Bhatia KKS (2007) Deriving stage discharge-sediment concentration relationships using Fuzzy logic. Hydrol Sci J 52(4):793–807CrossRef Lohani AK, Goel NK, Bhatia KKS (2007) Deriving stage discharge-sediment concentration relationships using Fuzzy logic. Hydrol Sci J 52(4):793–807CrossRef
Zurück zum Zitat Muzzammil M, Alam J, Zakwan M (2015) An optimization technique for estimation of rating curve parameters. Nat Symp Hydrol 234–240 Muzzammil M, Alam J, Zakwan M (2015) An optimization technique for estimation of rating curve parameters. Nat Symp Hydrol 234–240
Zurück zum Zitat Muzzammil M, Alam J, Zakwan M (2018) A spreadsheet approach for prediction of rating curve parameters. In: Singh V, Yadav S, Yadava R (eds) Hydrologic modeling. water science and technology library, vol 81. Springer, Singapore Muzzammil M, Alam J, Zakwan M (2018) A spreadsheet approach for prediction of rating curve parameters. In: Singh V, Yadav S, Yadava R (eds) Hydrologic modeling. water science and technology library, vol 81. Springer, Singapore
Zurück zum Zitat Pandey M, Zakwan M, Khan MA, Bhave S (2020) Development of scour around a circular pier and its modelling using genetic algorithm. Water Supply 20(8):3358–3367CrossRef Pandey M, Zakwan M, Khan MA, Bhave S (2020) Development of scour around a circular pier and its modelling using genetic algorithm. Water Supply 20(8):3358–3367CrossRef
Zurück zum Zitat Nagy HM, Watanabe K, Hirano M (2002) Prediction of sediment load concentration in rivers using artificial neural networks. J Hydrol Eng 128(6):588–595CrossRef Nagy HM, Watanabe K, Hirano M (2002) Prediction of sediment load concentration in rivers using artificial neural networks. J Hydrol Eng 128(6):588–595CrossRef
Zurück zum Zitat Reddy MJ, Ghimire BNS (2009) Use of Model tree and Gene expression programming to predict the suspended sediment load in rivers. J Intell Syst 18(3):211–227 Reddy MJ, Ghimire BNS (2009) Use of Model tree and Gene expression programming to predict the suspended sediment load in rivers. J Intell Syst 18(3):211–227
Zurück zum Zitat Sakai K, Osawa K, Yoshinaga A (2005) Development of suspended sediment concentration (SSC) analysis model and its application with multi-objective optimization. Paddy Water Environ 3:201–209CrossRef Sakai K, Osawa K, Yoshinaga A (2005) Development of suspended sediment concentration (SSC) analysis model and its application with multi-objective optimization. Paddy Water Environ 3:201–209CrossRef
Zurück zum Zitat Zakwan M, Muzzammil M (2016) Optimization approach for hydrologic channel routing. Water Energ Int 59(3):66–69 Zakwan M, Muzzammil M (2016) Optimization approach for hydrologic channel routing. Water Energ Int 59(3):66–69
Zurück zum Zitat Zakwan M, Muzzammil M, Alam J (2016) Application of spreadsheet to estimate infiltration parameters. Perspect Sci 8:702–704CrossRef Zakwan M, Muzzammil M, Alam J (2016) Application of spreadsheet to estimate infiltration parameters. Perspect Sci 8:702–704CrossRef
Zurück zum Zitat Zakwan M (2017) Assessment of dimensionless form of Kostiakov model. Aquademia Water Environ Technol 1(1):01 Zakwan M (2017) Assessment of dimensionless form of Kostiakov model. Aquademia Water Environ Technol 1(1):01
Zurück zum Zitat Zakwan M, Muzzammil M, Alam J (2017a) Application of data driven techniques in discharge rating curve-an overview. Aquademia 1(1):02 Zakwan M, Muzzammil M, Alam J (2017a) Application of data driven techniques in discharge rating curve-an overview. Aquademia 1(1):02
Zurück zum Zitat Zakwan M, Muzzammil M, Alam J (2017b) Developing stage-discharge relations using optimization techniques. Aquademia Water Environ Technol 1(2):05 Zakwan M, Muzzammil M, Alam J (2017b) Developing stage-discharge relations using optimization techniques. Aquademia Water Environ Technol 1(2):05
Zurück zum Zitat Zakwan M, Pham QB, Zhu S (2021) Effective discharge computation in the lower Drava River. Hydrol Sci J:1–12 Zakwan M, Pham QB, Zhu S (2021) Effective discharge computation in the lower Drava River. Hydrol Sci J:1–12
Metadaten
Titel
Establishing Sediment Rating Curves Using Optimization Technique
verfasst von
Mohammad Zakwan
Zeenat Ara
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-031-05057-2_1