Linear genetic programming for prediction of circular pile scour

被引：68

作者：

Guven, Aytac ^{[2
]}

Azamathulla, H. Md. ^{[1
]}

Zakaria, N. A. ^{[1
]}

机构：

[1] Univ Sains Malaysia, River Engn & Urban Drainage Res Ctr REDAC, George Town, Malaysia

[2] Gaziantep Univ, Dept Civil Engn, TR-27310 Gaziantep, Turkey

来源：

OCEAN ENGINEERING | 2009年 / 36卷 / 12-13期

关键词：

Scour; Genetic programming; Neuro-fuzzy; Circular pile; Regression; NEURO-FUZZY; WAVE SCOUR; DOWNSTREAM;

D O I：

10.1016/j.oceaneng.2009.05.010

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：

Genetic programming (GP) has nowadays attracted the attention of researchers in the prediction of hydraulic data. This study presents linear genetic programming (LGP), which is an extension to GP as an alternative tool in the prediction of scour depth around a circular pile due to waves in medium dense silt and sand bed. Field measurements were used to develop LGP models. The proposed LGP models were compared with adaptive neuro-fuzzy inference system (ANFIS) model results. The predictions of LGP models were observed to be in good agreement with measured data, and quite better than ANFIS and regression-based equation of scour depth at circular piles. The results were tabulated in terms of statistical error measures and illustrated via scatter plots. (C) 2009 Elsevier Ltd. All rights reserved.

引用

页码：985 / 991

页数：7

共 31 条

[1]

[Anonymous], 2004, THESIS U DORTMUND

[2]

[Anonymous], GENETIC PROGRAMMING

[3]

Azamathulla H, 2008, J HYDRODYN, V20, P477

[4] Alternative neural networks to estimate the scour below spillways [J].

Azamathulla, H. Md. ;

Deo, M. C. ;

Deolalikar, P. B. .

ADVANCES IN ENGINEERING SOFTWARE, 2008, 39 (08) :689-698

[5] Neural networks for estimation of scour downstream of a ski-jump bucket [J].

Azmathullah, HM ;

Deo, MC ;

Deolalikar, PB .

JOURNAL OF HYDRAULIC ENGINEERING, 2005, 131 (10) :898-908

[6] Estimation of pile group scour using adaptive neuro-fuzzy approach [J].

Bateni, S. M. ;

Jeng, D.-S. .

OCEAN ENGINEERING, 2007, 34 (8-9) :1344-1354

[7] Analysis of scour around a group of vertical piles in the field [J].

Bayram, A ;

Larson, M .

JOURNAL OF WATERWAY PORT COASTAL AND OCEAN ENGINEERING-ASCE, 2000, 126 (04) :215-220

[8]

Bhattacharya M., 2001, P HYBRID INFORM SYST, P379

[9] A comparison of linear genetic programming and neural networks in medical data mining [J].

Brameier, M ;

Banzhaf, W .

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2001, 5 (01) :17-26

[10] Adaptive neuro-fuzzy inference system for prediction of water level in reservoir [J].

Chang, FJ ;

Chang, YT .

ADVANCES IN WATER RESOURCES, 2006, 29 (01) :1-10

← 1 2 3 4 →