基于离散元的土壤模型参数标定方法
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国家重点研发计划项目(2016YFD0700301)


Calibration Method of Soil Contact Characteristic Parameters Based on DEM Theory
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    摘要:

    离散元法(EDEM)建立土壤模型过程中部分土壤颗粒参数直接测量难度较大,若基于间接测量的土壤参数值建立离散元土壤模型进行仿真,导致仿真结果误差较大。本文结合代理模型基本理论,提出一种离散元土壤模型的参数标定及优化方法,步骤如下:根据基本试验测定的参数建立离散元土壤模型;结合堆积角及剪切试验,利用模型仿真进行模型参数敏感性分析;以敏感性参数为变量,以真实试验测量值为目标值构造代理模型;通过高斯-牛顿迭代法进行参数优化。由敏感性分析结果知,代理模型自变量为土壤颗粒半径、颗粒间静摩擦因数及滚动摩擦因数,目标量为土壤堆积角、黏聚力、内摩擦角。以涿州保护性耕作试验站土壤(砂壤土)为原型,经优化建立的土壤模型变量参数值分别为:颗粒半径5.7mm,颗粒间静摩擦因数0.45,滚动摩擦因数0.21。将建立的离散元土壤模型进行轮胎-土壤相互作用仿真模拟,分析轮胎-土壤接触面最大应力、平均应力,并通过田间试验进行验证,将接触面最大应力值、平均应力的仿真值与实际测量值进行比较,结果表明:虚拟仿真与实测值之间数值差异在5.1%以内,标定优化后的土壤模型能够近似代替真实土壤进行仿真。

    Abstract:

    Discrete element modelling (DEM) is a numerical method for examining the dynamic behaviour of granular media. Soil is a nonuniform, discontinuity, elastic-plastic complicated medium. Although there are some advantages of using continuum numerical methods, the assumption of continuity is not always valid, as when there is a change in the soil structure and soil translocation. In order to overcome the shortcomings of the continuum numerical methods, discrete element modelling (DEM), which is a discontinuum numerical method for modelling the mechanical behaviour of granular materials, is a relevant approach for modelling soil as it can consider soil failure, deformation and translocation. In DEM simulation, soil is composed of individual particles which can be defined to be very small in size. And one of the key aspects for successful DEM simulation is to define and calibrate the model soil particles so that they reflect the behavior of real soil. This study presents a systematic method for calibrating a granular soil model, which is based on the surrogate model theory. This systematic method including four steps: (1) construct the soil contact model, the soil parameters were determined by two ways,measurement of three of the real-material properties through experiments and reference some soil parameters;(2) determination of the design variables defining the virtual soil, the design variables were selected by soil parameter sensitivity analysis;(3) construction of surrogate models for the virtual-material properties as a function of the design variables via simulated experiments;(4) optimization of the design-variable values to fit the virtual-soil properties to the real-soil values. The Edinburgh Elasto-Plastic Cohesion Model (ECM) was selected to fit the soil particle contact model, which was the elastic-plastic mechanics model. And the ECM contact parameters and it’s value were constant adhesive pull-off force f0:-0.001N, adhesive parameter stiffness kadh:45kN/m, tangential stiffness factor γt: 0.05,loading spring stiffness k1:100kN/m, unloading/reloading spring stiffness k2:613kN/m. The virtual soil model sensitivity analysis results showed that the particle radium, particle contact static friction and rolling friction should be calibrated and optimized. Finally, this paper constructed a soil model, the real soil sample experiment tested were taken from Zhuozhou city Hebei province, the soil texture is sandy loam soil. By this way, the optimized soil model parameters were particle radium 5.7mm,the static friction between two soil particles 0.45,the rolling friction between two soil particles 0.21, respectively. The soil penetration resistance tests simulation with optimized physical parameters were carried out. The real test about soil penetration resistance were carried out. Results showed that the difference values between virtual simulation and real test within 5.1%. And, it proved that the soil model after optimized could replace the real soil and take some simulation relate to soil-implement. This study provide the theory for soil model parameter calibration and optimization based on DEM method.

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王宪良,胡红,王庆杰,李洪文,何进,陈婉芝.基于离散元的土壤模型参数标定方法[J].农业机械学报,2017,48(12):78-85. WANG Xianliang, HU Hong, WANG Qingjie, LI Hongwen, HE Jin, CHEN Wanzhi. Calibration Method of Soil Contact Characteristic Parameters Based on DEM Theory[J]. Transactions of the Chinese Society for Agricultural Machinery,2017,48(12):78-85

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  • 收稿日期:2017-04-17
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  • 在线发布日期: 2017-12-10
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