A new hybrid decision tree method based on two artificial neural networks for predicting sediment transport in clean pipes

[1]  O. Kisi.  The potential of different ANN techniques in evapotranspiration modelling , 2008 .

[2]  Hossein Bonakdari,et al.  Design criteria for sediment transport in sewers based on self-cleansing concept , 2014 .

[3]  Mukand S. Babel,et al.  Non-deposition design criteria for sewers with part-full flow , 2010 .

[4]  David Butler,et al.  SEDIMENT MANAGEMENT IN URBAN DRAINAGE CATCHMENTS , 1995 .

[5]  Jaber Almedeij,et al.  Remarks on Camp's Criterion for Self-Cleansing Storm Sewers , 2010 .

[6]  P. Novak,et al.  Sediment transport in rigid bed conveyances , 1991 .

[7]  Robert Banasiak.  Hydraulic performance of sewer pipes with deposited sediments. , 2008, Water science and technology : a journal of the International Association on Water Pollution Research.

[8]  Ali Jamali,et al.  Evolutionary Pareto optimization of an ANFIS network for modeling scour at pile groups in clear water condition , 2017, Fuzzy Sets Syst..

[9]  Martin D. Buhmann,et al.  Radial Basis Functions: Theory and Implementations: Preface , 2003 .

[10]  Hossein Bonakdari,et al.  Assessment of evolutionary algorithms in predicting non-deposition sediment transport , 2015 .

[11]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[12]  Hossein Bonakdari,et al.  Verification of equation for non-deposition sediment transport in flood water canals , 2014 .

[13]  T Poggio,et al.  Regularization Algorithms for Learning That Are Equivalent to Multilayer Networks , 1990, Science.

[14]  Chandramouli Nalluri,et al.  Suspended sediment transport in rigid boundary channels at limit deposition , 1998 .

[15]  Hossein Bonakdari,et al.  Comparison of genetic algorithm and imperialist competitive algorithms in predicting bed load transport in clean pipe. , 2014, Water science and technology : a journal of the International Association on Water Pollution Research.

[16]  M. H. Kazeminezhad,et al.  Prediction of pile group scour in waves using support vector machines and ANN , 2011 .

[17]  Ozgur Kisi,et al.  Comparison of different ANN techniques in river flow prediction , 2007 .

[18]  Richard May,et al.  Development of design methodology for self-cleansing sewers , 1996 .

[19]  Mohammad Najafzadeh,et al.  Estimation of Pipeline Scour due to Waves by GMDH , 2014 .

[20]  Simon Haykin,et al.  Neural Networks: A Comprehensive Foundation , 1998 .

[21]  Orazio Giustolisi,et al.  Comparison of three data-driven techniques in modelling the evapotranspiration process. , 2010 .

[22]  Jaber Almedeij.  Rectangular Storm Sewer Design Under Equal Sediment Mobility , 2012 .

[23]  Amir Hossein Zaji,et al.  Application of artificial neural network and genetic programming models for estimating the longitudinal velocity field in open channel junctions , 2015 .

[24]  Hossein Bonakdari,et al.  Bed load sediment transport estimation in a clean pipe using multilayer perceptron with different training algorithms , 2016 .

[25]  Prabhata K. Swamee,et al.  Modeling of Suspended Sediment Concentration at Kasol in India Using ANN, Fuzzy Logic, and Decision Tree Algorithms , 2012 .

[26]  Roland K. Price,et al.  Machine Learning Approach to Modeling Sediment Transport , 2007 .

[27]  Hossein Bonakdari,et al.  Sensitivity analysis of the factors affecting the discharge capacity of side weirs in trapezoidal channels using extreme learning machines , 2017 .

[28]  Daniela Pessani,et al.  Use of decision tree and artificial neural network approaches to model presence/absence of Telestes muticellus in piedmont (North‐Western Italy) , 2009 .

[29]  Liu Tong-huan,et al.  Experimental study on flow behavior at open channel confluences , 2007 .

[30]  Kenneth Levenberg.  A METHOD FOR THE SOLUTION OF CERTAIN NON – LINEAR PROBLEMS IN LEAST SQUARES , 1944 .

[31]  Richard May.  Preventing Sediment Deposition in Inverted Sewer Siphons , 2003 .

[32]  H. Md. Azamathulla,et al.  ANFIS-based approach for predicting sediment transport in clean sewer , 2012, Appl. Soft Comput..

[33]  Aminuddin Ab. Ghani.  Sediment transport in sewers , 1993 .

[34]  Dawei Han,et al.  Flood forecasting using support vector machines , 2007 .

[35]  Aminuddin Ab. Ghani,et al.  Design options for self-cleansing storm sewers , 1996 .

[36]  D. Broomhead,et al.  Radial Basis Functions, Multi-Variable Functional Interpolation and Adaptive Networks , 1988 .

[37]  Weizhen Lu,et al.  Experimental study on flow behavior at open channel confluences , 2007 .

[38]  Amir Hossein Zaji,et al.  Design of a support vector machine with different kernel functions to predict scour depth around bridge piers , 2016, Natural Hazards.

[39]  Murray Smith,et al.  Neural Networks for Statistical Modeling , 1993 .

[40]  Özgür Kisi,et al.  Application of two different neural network techniques to lateral outflow over rectangular side weirs located on a straight channel , 2010, Adv. Eng. Softw..