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格陵兰岛冰盖质量变化趋势最优非线性模型的建立

Establishment of optimal nonlinear model on mass-change trends over Greenland ice sheets

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【作者】 超能芳王正涛晁定波金涛勇

【Author】 CHAO Neng-fang;WANG Zheng-tao;CHAO Ding-bo;JIN Tao-yong;School of geodesy and Geomatics,Wuhan University;Key Laboratory of Geospace Environment and Geodesy,Ministry of Education;

【机构】 武汉大学测绘学院武汉大学地球空间环境与大地测量教育部重点实验室

【摘要】 文章基于线性回归和高阶多项式模型研究了格陵兰岛冰盖质量变化趋势,并利用多项式系数假设检验、R2调整、信息准则、交叉验证多种准则进行比较分析。对比多个周期线性拟合和非线性回归模型得到的趋势值,结果表明,二阶多项式模型得到的格陵兰岛冰盖质量变化趋势值最优,并且利用GRACE获取的冰盖质量变化趋势与研究周期和趋势模型具有很大的关系。

【Abstract】 In this study,the mass variations trends over Greenland by means of linear regression and high-order polynomial regression model were investigated,and the comparative analysis was carried out by various model selection criteria including polynomial hypotheses testing,R-squared adjusted,information criterion and cross-validation.Trough contrasting the trends by linear fitting taken over different analysis periods and non-linear regression model,it showed that the mass variations trends over Greenland by the second order polynomial were best represented,moreover,both the period of investigation and the adopted trend model had a strong impact on the quantification of mass variation trends from the Gravity Recovery and Climate Experiment(GRACE).

【关键词】 GRACE格陵兰岛趋势估计统计准则
【Key words】 GRACEGreenlandtrend estimationstatistical criteria
【基金】 国家自然科学基金资助项目(41074014,41274032);973项目(2013CB733301)
  • 【文献出处】 测绘科学 ,Science of Surveying and Mapping , 编辑部邮箱 ,2014年08期
  • 【分类号】P223;P343.6
  • 【被引频次】1
  • 【下载频次】181
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