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面向MATLAB转换GPS高程的神经网络方法
引用本文:蔡昌盛,高井祥.面向MATLAB转换GPS高程的神经网络方法[J].四川测绘,2007,30(2):67-70.
作者姓名:蔡昌盛  高井祥
作者单位:中国矿业大学环境与测绘学院,中国矿业大学环境与测绘学院 江苏徐州221008,辽宁工程技术大学地理空间信息技术与应用实验室,辽宁阜新,123000,江苏徐州221008
摘    要:GPS高程转换是GPS应用的关键问题之一。本文介绍了MATLAB中的BP神经网络工具箱常用函数以及实现步骤,设计了转换GPS高程的三种方案,利用MATLAB开发工具实现了BP神经网络转换GPS高程的方法。实例计算表明,采用合适的训练函数,选用好的网络结构,利用BP神经网络方法可以取得比二次多项式曲面拟合法更高的转换精度。

关 键 词:GPS高程  BP神经网络  多项式曲面拟合
文章编号:1001-8379(2007)02-0067-04
修稿时间:2006-06-27

Conversion of GPS Height by Neural Network Method Based on MATLAB
CAI Chang-sheng,GAO Jing-xiang.Conversion of GPS Height by Neural Network Method Based on MATLAB[J].Surveying and Mapping of Sichuan,2007,30(2):67-70.
Authors:CAI Chang-sheng  GAO Jing-xiang
Institution:1. School of Environment and Spatial Informatics, China University of Mining and Technology, Xuzhou 221008, China; 2. Geomatics and Applications Laboratory, Liaoning Technical University, Fuxin 123000, China
Abstract:The conversion of GPS height is the key in GPS applications.The functions of BP neural network in toolbox of MATLAB and the applying steps were introduced.Three schemes were designed to convert GPS height.The MATLAB program based on BP neural network method was provided.Through calculating the true measuring data,the result shows that neural network method can obtain higher accuracy than quadric polynomial fitting method if adopting appropriate training function and fine network structure.
Keywords:MATLAB
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