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基于响应面法优化的羊草种子离散元模拟参数标定

Parameter calibration for discrete element simulation of Leymus chinensis seeds based on RSM optimization.

作者信息

Yang Luoyi, Chen Wenhui, Kan Za, Meng Hewei, Qi Jiangtao

机构信息

College of Mechanical and Electrical Engineering, Shihezi University, Shihezi, 832000, China.

Laboratory of Northwest Agricultural Machinery, Ministry of Education, Shihezi, 832000, China.

出版信息

Sci Rep. 2025 Mar 7;15(1):7947. doi: 10.1038/s41598-025-89181-z.

DOI:10.1038/s41598-025-89181-z
PMID:40055397
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11889122/
Abstract

Focus on the shortage of Leymus chinensis seeds' discrete element parameters in the research of the seeds in production equipment, the study carried out parameter calibration and verification. The focus of this study is on the shortage of discrete element parameters for Leymus chinensis seeds in research related to seed production equipment. The study involved parameter calibration and verification. First, the physical property parameters of the seeds were measured through physical experiments to determine the range of the simulation parameters. Using Response Surface Methodology, a simulation accumulation test was conducted. Subsequently, the simulation parameters were calibrated and optimized. Specifically, significant parameters affecting the repose angle were identified using the Plackett-Burman Design test. The optimal value range of these parameters was then determined through a steepest slope climbing test. A second-order regression model between the significant parameters and the simulated stacking angle was established through the Box-Behnken Design experiment. The regression model was optimized by using the repose angle from the physical test as the target value. The obtained optimal parameter combination was then used to conduct a simulation test. The results showed that the relative error between the simulation and physical test was only 0.94%. This proves the accuracy, reliability, and authenticity of the simulated contact parameters. The study provides a theoretical basis for the optimization design and simulation research of Leymus chinensis seeds harvesting technology and equipment.

摘要

针对羊草种子在生产设备研究中离散元参数的缺失问题,开展了参数标定与验证研究。本研究的重点在于羊草种子在种子生产设备相关研究中离散元参数的缺失。该研究包括参数标定与验证。首先,通过物理实验测量种子的物理特性参数,以确定模拟参数的范围。采用响应面法进行模拟堆积试验。随后,对模拟参数进行标定和优化。具体而言,使用Plackett-Burman设计试验确定影响休止角的显著参数。然后通过最速上升试验确定这些参数的最佳取值范围。通过Box-Behnken设计试验建立显著参数与模拟堆积角之间的二阶回归模型。以物理试验中的休止角为目标值对回归模型进行优化。将得到的最优参数组合用于进行模拟试验。结果表明,模拟与物理试验之间的相对误差仅为0.94%。这证明了模拟接触参数的准确性、可靠性和真实性。该研究为羊草种子收获技术与设备的优化设计和模拟研究提供了理论依据。

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