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基于多元自适应回归样条的青藏高原温泉区域的冻土分布制图
引用本文:张秀敏,南卓铜,吴吉春,杜二计,王通,游艳辉.基于多元自适应回归样条的青藏高原温泉区域的冻土分布制图[J].冰川冻土,2011,33(5):1088-1097.
作者姓名:张秀敏  南卓铜  吴吉春  杜二计  王通  游艳辉
作者单位:中国科学院寒区旱区环境与工程研究所冻土工程国家重点实验室,甘肃兰州,730000;中国科学院寒区旱区环境与工程研究所,甘肃兰州,730000
基金项目:科技部基础性工作专项(2008FY110200); 全球变化研究国家重大科学研究计划项目(2010CB951402)资助
摘    要:以探地雷达、电磁测深、钻探等技术方法获得野外数据及数字高程(DEM)遥感数据为基础,通过聚类分析和相关性分析对高程、坡度、坡向等因素对多年冻土分布的影响进行了定量化研究.利用非线性的多元自适应回归样条(MARS)方法建立了基于高程、太阳辐射的多年冻土分布模型,通过自身的交叉验证及对比年平均地温模型和逻辑回归模型的总体分...

关 键 词:冻土分布模拟  多元自适应回归样条  青藏高原  多年冻土

Modeling Permafrost Distribution in Wenquan Area over Qinghai-Tibet Plateau by Using Multivariate Adaptive Regression Splines
ZHANG Xiu-min,NAN Zhuo-tong,WU Ji-chun,DU Er-ji,WANG Tong,YOU Yan-hui.Modeling Permafrost Distribution in Wenquan Area over Qinghai-Tibet Plateau by Using Multivariate Adaptive Regression Splines[J].Journal of Glaciology and Geocryology,2011,33(5):1088-1097.
Authors:ZHANG Xiu-min  NAN Zhuo-tong  WU Ji-chun  DU Er-ji  WANG Tong  YOU Yan-hui
Affiliation:ZHANG Xiu-min1,NAN Zhuo-tong2,WU Ji-chun1,DU Er-ji2,WANG Tong1,YOU Yan-hui1(1.State Key Laboratory of Frozen Soil Engineerning,Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences,Lanzhou Gansu 730000,China,2.Cold and Arid Regions Environmental and Engineering Research Institute,China)
Abstract:In order to understand the distribution patterns of permafrost in the Wenquan area on the Qinghai-Tibet Plateau,the effects of altitude,slope and aspect and other topo-climatic factors on the distribution of permafrost were studied,using the correlation analysis with digital elevation(DEM) data,borehole observations and measures from ground penetrating radar(GPR) and the electromagnetic sounding method.A permafrost distribution model based on the nonlinear multiple adaptive regression splines(MARS) method w...
Keywords:permafrost distribution modeling  multivariate adaptive regression splines(MARS)  Qinghai-Tibet Plateau  permafrost  
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