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基于BP神经网络自动提取沟谷研究
引用本文:陈楠,王钦敏,汤国安,赵元伟.基于BP神经网络自动提取沟谷研究[J].中国水土保持科学,2006,4(5):30-34.
作者姓名:陈楠  王钦敏  汤国安  赵元伟
作者单位:1. 福州大学,福建省空间信息工程研究中心,数据挖掘与信息共享教育部重点实验室,350002,福州
2. 南京师范大学,地理信息科学江苏省重点实验室,210097,南京
3. 西安市环境保护局灞桥分局,710038,西安
基金项目:国家自然科学基金;教育部高等学校博士学科点专项科研基金;福建省科技攻关项目
摘    要: 提出将提取沟谷的过程转化为根据地形因子综合判定地貌类型的思路。以陕西绥德黄土丘陵沟壑区域1∶1万地形图制作的分辨率为5 m的DEM为研究对象,运用BP神经网络分析6种地形因子与沟谷地形的相互关联关系,认为降水累积量是判定沟谷地形的最重要因子。在试验样区建立BP神经网络,利用4种地形因子自动提取沟谷,并在检验样区通过了检验。

关 键 词:数字高程模型  BP神经网络  地形因子  沟谷
收稿时间:2005-12-10
修稿时间:2006-08-12

Automatic extraction of channels and valleys based on BP neural network
Chen Nan,Wang Qinmin,Tang Guoan,Zhao Yuanwei.Automatic extraction of channels and valleys based on BP neural network[J].Science of Soil and Water Conservation,2006,4(5):30-34.
Authors:Chen Nan  Wang Qinmin  Tang Guoan  Zhao Yuanwei
Institution:1.Key Lab for Data Mining and Information sharing of Ministry,Spatial Information Research Center,Fuzhou University,350002,Fuzhou;2.Jiangsu Provincial Key Laboratory of Geoinformatics,Nanjing Normal University,210097,Nanjing; 3.Baqiao Branch of Xi'an Environment Protection Bureau,710038,Xi'an: China
Abstract:The process of extracting channels and valleys is transfered to the process of determining the physiognomy type according to terrain factors.In Loess hill and gully area of Suide,Shannxi Province,DEM with spatial resolution at 5m according to the map scaled at 1∶10?000 is taken as the research object,and BP neural network is used to analyze the interrelationship between six kinds of terrain factors and the terrain of channels and valleys.The study indicated that precipitation accumulation is the most important terrain factor in determining the terrain of channels and valleys.The sample testing areas are established in which four kinds of terrain factors are made use of and BP neural network and employed to extract channels and valleys automatically.This method has passed the test in sample areas.
Keywords:digital elevation model  BP neural network  terrain factors  channels
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