Genetic Programming Approach for Estimating Energy Dissipation of Flow over Cascade Spillways

被引:0
作者
Farzin Salmasi
Mohammad Taghi Sattari
Morteza Nurcheshmeh
机构
[1] University of Tabriz,Department of Water Engineering, Faculty of Agriculture
[2] Western Kentucky University,School of Engineering and Applied Sciences
来源
Iranian Journal of Science and Technology, Transactions of Civil Engineering | 2021年 / 45卷
关键词
Cascade; Energy dissipation; Genetic programming; Spillway;
D O I
暂无
中图分类号
学科分类号
摘要
In this study, the hydraulics of cascade spillways were investigated by conducting a series of laboratory experiments; twenty different cascade spillways tested in a horizontal laboratory flume. A wide range of discharge values, three weir slope angles (15, 25 and 45 degrees), and different step numbers ranged from 3 to 50 on ogee surface were considered. Some data-based models were developed to explain the relationships between hydraulic parameters. Multiple regression equations were developed based on dimensional analysis theory to compute energy dissipation over cascade spillways. For testing the robustness of developed data-based models, genetic programming (GP) was used as a new computing technique. A GP approach was developed to relate the input and output (energy dissipation) variables. It was found that formulation based on the GP approach in solving energy dissipation problems over cascade spillways is more successful than the method based on the regression equation.
引用
收藏
页码:443 / 455
页数:12
相关论文
共 58 条
[1]  
Aytek A(2008)A genetic programming approach to suspended sediment modeling J Hydrol 351 288-298
[2]  
Kişi Ö(2012)Gene expression programming for prediction of scour depth downstream of sills J Hydrol 460–461C 169-172
[3]  
Azamathulla HMd(2013)Use of gene-expression programming to estimate manning’s roughness coefficient for high gradient streams Water Resour Manage 27 715-729
[4]  
Azamathulla HMd(2011)Gene-expression programming for the development of a stage-discharge curve of the Pahang River Water Resour Manage 25 2901-2916
[5]  
Jarrett RD(1999)Characteristics of skimming flow over stepped spillways J Hydra Eng 125 361-368
[6]  
Azamathulla HMd(2004)Hydraulics of stepped chutes: the transition flow J Hydra Res 42 43-54
[7]  
Ghani AA(2003)Prediction and modeling of the rainfall-runoff transformation of a typical urban basin using ANN and GP Appl Artif Intell 17 329-343
[8]  
Leow CS(2009)Energy dissipation down a stepped spillway with non-uniform step heights J Hydra Eng ASCE 137 1543-1548
[9]  
Chang CK(2011)Energy dissipation, flow resistance and gas-liquid interfacial area in skimming flows on moderate-slope stepped spillways Environ Fluid Mech 9 427-441
[10]  
Chamani MR(2010)Sea water level forecasting using genetic programming and comparing the performance with Artificial Neural Networks Comput Geosci 36 620-627