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Analytical study of the accuracy of discrete element simulations

机译:离散元模拟精度的分析研究

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摘要

The numerical errors in idealised discrete element method (DEM) simulations are investigated analytically by comparing energy balances applied at the beginning and end of one time-step. This study focuses on the second-order velocity-Verlet integration scheme due to its widespread implementation in DEM codes. The commercial DEM software PFC2D was used to verify the correctness of key results. The truncation errors, which are larger than the round-off errors by orders of magnitude, have a superlinear relationship with both the simulation time-step and the interparticle collision speed. This remains the case regardless of simulation details including the chosen contact model, particle size distribution, particle density or stiffness. Hence, the total errors can usually be reduced by choosing a smaller time-step. Increasing the polydispersity in a simulation by including smaller particles necessitates choosing a smaller time-step to maintain simulation stability and reduces the truncation errors in most cases. The truncation errors are increased by the dissipation of energy by frictional sliding or by the inclusion of damping in the system. The number of contacts affects the accuracy and one can deduce that because 2D simulations contain fewer interparticle contacts than the equivalent 3D simulations, they therefore have lower accrued simulation errors.
机译:通过比较在一个时间步的开始和结束时应用的能量平衡,来分析地研究理想化离散元方法(DEM)仿真中的数值误差。由于二阶速度-Verlet积分方案在DEM代码中得到广泛实施,因此本研究着重于二阶速度-Verlet积分方案。商业DEM软件PFC2D用于验证关键结果的正确性。截断误差比舍入误差大几个数量级,与模拟时间步长和粒子间碰撞速度都具有超线性关系。无论模拟细节如何,包括所选的接触模型,粒度分布,颗粒密度或刚度,情况依然如此。因此,通常可以通过选择较小的时间步来减少总误差。通过包含较小的粒子来增加仿真中的多分散性,必须选择较小的时间步长来保持仿真稳定性并在大多数情况下减小截断误差。截断误差会因摩擦滑动而耗散能量或系统中包含阻尼而增加。接触的数量会影响精度,并且可以推断出,由于2D模拟包含的粒子间接触比等效的3D模拟要少,因此它们具有较低的应计模拟误差。

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    Hanley, KJ; O'Sullivan, C;

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  • 年度 2016
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