文章摘要
刘雄峰, 李 博, 李 俊.基于遗传算法的Elman神经网络模型在大坝位移预测中的应用Journal of Water Resources and Water Engineering[J].,2014,25(3):152-156
基于遗传算法的Elman神经网络模型在大坝位移预测中的应用
Application of Elman neural network model in prediction of dam deformation based on genetic algorithms
  
DOI:10.11705/j.issn.1672-643X.2014.03.031
中文关键词: 大坝位移预测  Elman神经网络  遗传算法  GA-Elman模型
英文关键词: dam deformation prediction  Elman neural network  genetic algorithm  GA-Elman model
基金项目:国家自然科学基金项目(41201484); 精密工程与工业测量国家测绘地理信息局重点实验室开放基金项目(PF2011-21); 西北农林科技大学大学生创新性实验计划项目(2201310712072)
Author NameAffiliation
LIU Xiongfeng, LI Bo, LI Jun (西北农林科技大学 水利与建筑工程学院 陕西 杨凌 712100) 
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中文摘要:
      针对大坝位移预测问题的复杂性、时变性和传统预测模型的不足,结合遗传算法(GA)的全局随机搜索能力和Elman神经网络的非线性映射、动态反馈信息和记忆功能的特点,建立了GA-Elman神经网络模型。与Elman神经网络模型相比,GA-Elman神经网络模型在预测大坝变形时具有全局收敛的特点,可以克服Elman神经网络容易陷入局部极小的缺陷。将该模型用于预测某水电站大坝实测变形数据,表明GA-Elman神经网络模型的预测精度高,在大坝位移预测中具备实用性。
英文摘要:
      Aimed at the complexity and time variability of forecast of dam deformation,and the shortage of traditional prediction model,combined with the overall ability of random search of genetic algorithm and the charactertics of misalignment mapping,dynamic feedback and memory function of Elman neural network, the paper built the model of genetic algorithms(GA) and Elman neural network. Compared with the Elman neural network ,the GA-Elman model has the characteristics of global convergence and can overcome the fault that Elman neural network was susceptible to fail into local minimum. The model was used to forecast some measured data of a dam deformation in a hydropower station.The result showed that the forecast precision of GA-Elman model is high and has practicability in dam deformation prediction.
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