Application of Neural Network and Particle Swarm Optimization Algorithm in Slope Runoff and Sediment Yield Calculation

被引:1
作者
Huang Jun [1 ]
Wu Pute [1 ]
Zhao Xining [1 ]
Wang Juan [1 ]
机构
[1] NW A&F Univ, Coll Water Resources & Architecture Engn, Yangling 712100, Shaanxi, Peoples R China
来源
ADVANCED MANUFACTURING SYSTEMS, PTS 1-3 | 2011年 / 201-203卷
关键词
Artificial Simulated Rainfall; Runoff Amount; Sediment Amount; Neural Network; Particle Swarm Optimization Algorithm; Least Square Method;
D O I
10.4028/www.scientific.net/AMR.201-203.2496
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Neural network black box model for predicting the slope runoff and sediment yield and two empirical equations for calculating the slope runoff and sediment yield were established with the basis of practical field data of slope runoff and sediment amount by artificial simulated rainfall experiments. In additional, particle swarm optimization algorithm is used to inquire the empirical equation's unknown parameters based on least square method. And results show that, neural network model might represent the nonlinear relationship between runoff, sediment amount and each impact factor excellently. Furthermore, predicted results are satisfactory and its relative error mean is around 10%. Empirical equations are reasonably and reliable, its relative error mean is less than 20%. These two methods provide an operable means for such intricate research of slope runoff and sediment yield predication and calculation.
引用
收藏
页码:2496 / 2503
页数:8
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