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基于信息扩散的海洋稀疏观测资料插值算法-椭圆模型
引用本文:刘巍,张韧,徐志升,安玉柱,金炜东.基于信息扩散的海洋稀疏观测资料插值算法-椭圆模型[J].计算力学学报,2012,29(6):879-884.
作者姓名:刘巍  张韧  徐志升  安玉柱  金炜东
作者单位:1. 西南交通大学信息科学与技术学院,成都,610031
2. 解放军理工大学气象学院军事海洋环境军队重点实验室,南京,211101
基金项目:国家自然科学基金(41276088)资助项目.
摘    要:针对海洋科学研究中ARGO等观测资料零散、稀少等问题,提出了一种基于信息扩散思想的插值方法一信息扩散插值算法。该方法基于模糊映射思想,通过对稀少数据点信息进行模糊扩散和插值映射,进而实现有限数据点信息向其邻近区域点的概率插值;针对正态扩散函数在表现非对称结构的数据资料时存在的局限性,发展了一类非均匀信息扩散函数,建立了相应的非均匀信息扩散插值算法一椭圆模型,进行了试验对比和实际ARGO资料的插值应用。

关 键 词:信息扩散  插值算法  稀疏数据  椭圆模型
收稿时间:2011/8/16 0:00:00
修稿时间:2012/3/10 0:00:00

Ellipse model,an algorithm for sparse data interpolation based on information diffusion
LIU Wei,ZHANG Ren,XU Zhi-sheng,AN Yu-zhu and JIN Wei-dong.Ellipse model,an algorithm for sparse data interpolation based on information diffusion[J].Chinese Journal of Computational Mechanics,2012,29(6):879-884.
Authors:LIU Wei  ZHANG Ren  XU Zhi-sheng  AN Yu-zhu and JIN Wei-dong
Institution:School of Information Science and Technology,Southwest Jiaotong University,Chengdu 610031,China;Institute of Meteorology,PLA University of Science and Technology,Nanjing 211101,China;Institute of Meteorology,PLA University of Science and Technology,Nanjing 211101,China;Institute of Meteorology,PLA University of Science and Technology,Nanjing 211101,China;School of Information Science and Technology,Southwest Jiaotong University,Chengdu 610031,China
Abstract:Aiming at the difficulties of scattered and sparse observational data in ocean science,a new interpolation algorithm based on information diffusion idea was presented in this paper.By fuzzy mapping route,the sparse data samples was diffused and mapped into corresponding fuzzy sets in the form of probability in the interpolation ellipse model.For avoiding the shortcoming of data asymmetrical structure in normal diffusion function,a kind of unsymmetrical information diffusion function was developed,and the corresponding unsymmetrical information diffusion algorithm-ellipse model was established.By making the interpolation experiments and contrast for ARGO sea surface temperature data,the rationality and validity of the ellipse-model were validated.
Keywords:information diffusion  interpolation algorithm  sparse data  ellipse model
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