Determination of Semi-Empirical Models for Mean Wave Overtopping Using an Evolutionary Polynomial Paradigm

被引:13
作者
Altomare, Corrado [1 ,2 ]
Laucelli, Daniele B. [3 ]
Mase, Hajime [4 ,5 ]
Gironella, Xavi [1 ]
机构
[1] Univ Politecn Cataluna, Lab Engn Maritima, BarcelonaTech, Calle Jordi Girona 1-3, Barcelona 08034, Spain
[2] Univ Ghent, Dept Civil Engn, Technol Pk 60, B-9052 Ghent, Belgium
[3] Tech Univ Bari, Dept Civil Engn & Architecture, Via Amendola,126-B, I-70125 Bari, Italy
[4] Kyoto Univ, Disaster Prevent Res Inst, Uji, Kyoto 6110011, Japan
[5] Hydro Technol Inst Co Ltd, Nakanoshima Daibiru 26F, Osaka 5306126, Japan
基金
欧盟地平线“2020”;
关键词
Evolutionary Polynomial Regression; wave overtopping; sea dikes; PREDICTION; VELOCITIES; FLOW;
D O I
10.3390/jmse8080570
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
The present work employs the so-called Evolutionary Polynomial Regression (EPR) algorithm to build up a formula for the assessment of mean wave overtopping discharge for smooth sea dikes and vertical walls. EPR is a data-mining tool that combines and integrates numerical regression and genetic programming. This technique is here employed to dig into the relationship between the mean discharge and main hydraulic and structural parameters that characterize the problem under study. The parameters are chosen based on the existing and most used semi-empirical formulas for wave overtopping assessment. Besides the structural freeboard or local wave height, the unified models highlight the importance of local water depth and wave period in combination with foreshore slope and dike slope on the overtopping phenomena, which are combined in a unique parameter that is defined either as equivalent or imaginary slope. The obtained models aim to represent a trade-off between accuracy and parsimony. The final formula is simple but can be employed for a preliminary assessment of overtopping rates, covering the full range of dike slopes, from mild to vertical walls, and of water depths from the shoreline to deep water, including structures with emergent toes.
引用
收藏
页数:23
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