首页|基于最优回归子集的土壤解冻期降雨侵蚀模拟试验分析

基于最优回归子集的土壤解冻期降雨侵蚀模拟试验分析

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春季解冻期是土壤侵蚀发生的主要阶段,表层土壤含水率高和未完全解冻层的存在是其侵蚀加剧的主要原因,遇到降雨等外力的影响极易发生土壤侵蚀.为揭示春季解冻期土壤侵蚀机理,采用室外冷冻室内解冻及人工模拟降雨方法,研究春季解冻期土壤初始解冻深度(5,10,15mm)、初始土壤含水率(20%,30%,40%)和降雨强度(0.8,1.0,1.2mm· min-1)3个因子对土壤侵蚀的影响.采用三因素正交试验设计方法进行试验,并应用最优回归子集技术分别建立土壤侵蚀量和产流时间的非线性回归方程.研究结果表明:在土壤侵蚀量的回归方程中除土壤含水率没有达到极显著外,初始解冻深度及其平方、初始土壤含水率平方及3个因素的两两交互作用极显著;在产流时间的回归方程中除初始土壤含水率极显著外,降雨强度、解冻深度及其平方、含水率平方、解冻深度与含水率及降雨强度的交互作用显著,建立的回归方程极显著.说明最优回归子集技术可以应用于春季解冻期土壤侵蚀的研究,可为春季解冻期土壤侵蚀机理及该时期土壤侵蚀量预测提供理论支持.
Simulation Soil Erosion During the Period of Thawing Based on Optimal Regression Subsets
Soil erosion mainly occurs during the period of thawing in spring because of high soil moisture and incomplete thaw.The effects of soil depth of thawing,soil moisture content and rainfall intensity on soil erosion amount were studied during the period of thawing in spring with methods of outdoor freezing,indoor thawing and simulated rainfall.The levels of soil moisture content were set as 20%,30% and 40%,the levels of rainfall intensity were 0.8,1.0,1.2mm·min-1,and the depths of initial soil thawing were 5,10,15mm,respectively.Orthogonal experiment was carried out with 3 levels for 3 factors,meanwhile highly significant nonlinear regression equations of soil erosion amount and the time producing runoff were established respectively with optimal regression subsets,and both of the regression equations were very significant.The results showed that in the regression equations of soil erosion,the initial thawing depth and its square,the square of initial soil moisture content,as well as the interaction between any two factors among them were highly significant except soil moisture content.The regression equations of time producing runoff,the initial soil moisture content was highly significant,while the depth of thawing and its square,rainfall intensity,the square of soil moisture content,as well as the interaction between the depth of thawing,soil moisture content and rainfall intensity were significant.The findings would provide a theoretical foundation for the revelation of soil erosion mechanism during the period of thawing in spring,as well as the prediction of soil erosion amount at the same period.The method of optimal regression subsets can be applied to the soil erosion research.

orthogonal experimentamount of erosionrunoff timeoptimal regression subsetsnonlinear regression equation

冯大光、范昊明、王铁良

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沈阳农业大学理学院,沈阳110161

沈阳农业大学水利学院,沈阳110161

正交试验 土壤侵蚀量 产流时间 最优回归子集 非线性回归方程

国家自然科学基金

41371272

2016

沈阳农业大学学报
沈阳农业大学

沈阳农业大学学报

CSTPCDCSCD北大核心
影响因子:0.667
ISSN:1000-1700
年,卷(期):2016.47(1)
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