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基于BP神经网络与GIS可视化的作物需水量预测
引用本文:尹京川,马孝义,孙永胜,胡杰华,王峥.基于BP神经网络与GIS可视化的作物需水量预测[J].中国农村水利水电,2012,0(2):13-15.
作者姓名:尹京川  马孝义  孙永胜  胡杰华  王峥
作者单位:西北农林科技大学旱区农业水土工程教育部重点实验室,陕西杨凌,712100
基金项目:国家自然科学基金项目(基于空间信息格网和BP神经网络的洪灾损失评估模型研究);国家科技支撑计划;国家“863”计划课题;西北农林科技大学人才专项基金
摘    要:作物需水量是农田水利工程规划、设计与灌溉用水管理的重要参数。基于BP神经网络与GIS可视化作物需水量预测,以河南省冬小麦的作物需水量为例,利用实测站点的地理坐标以及高程,通过BP神经网络对分析数据进行加密插值,并采用GIS里的协克里金法结合高程作为一个协变量进行作物需水量的空间插值,实现GIS可视化,从而得到准确度较高的作物需水量空间分布图。结果表明,该方法对于河南省冬小麦作物需水量预测具有较好的预测精度,方法有一定的参考价值。

关 键 词:作物需水量  BP神经网络  GIS可视化  地统计学  空间插值
收稿时间:2011-08-23
修稿时间:2011-09-19

Prediction of Crop Water Requirement Based on BP Neural Network and GIS Visualization
YIN Jing-chuan,MA Xiao-yi,SUN Yong-sheng,HU Jie-hua,WANG Zheng.Prediction of Crop Water Requirement Based on BP Neural Network and GIS Visualization[J].China Rural Water and Hydropower,2012,0(2):13-15.
Authors:YIN Jing-chuan  MA Xiao-yi  SUN Yong-sheng  HU Jie-hua  WANG Zheng
Institution:(Key Laboratory for Agricultural Soil and Water Engineering in Arid Areas,Ministry of Education, Northwest Agicultural and Forestry University,Yangling 712100,Shaanxi Province,China)
Abstract:Crop water requirement is an important parameter of farmland water conservancy project planning,design and irrigation water management.Prediction of crop water requirement based on BP neural network and GIS visualization to predict crop water requirement.By using geographic coordinates and elevation,encryption interpolation of winter wheat crop water requirement in Henan Province,through BP neural network,and spatial interpolation by the method of cokriging combined with the association elevation,higher accuracy spatial distribution is obtained.The results show that the method for winter wheat in Henan Province predicting crop water requirement of the space has a great degree of accuracy in prediction,the method has some reference value.
Keywords:crop water requirement  BP neural network  GIS visualization  geostatistics  spatial interpolation
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