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Study on the evolution law and numerical simulation of the mechanical properties of rockfill under dry–wet cycle conditions 干湿循环条件下堆石料力学特性演化规律及数值模拟研究
IF 2.9 3区 工程技术 Pub Date : 2026-01-29 DOI: 10.1007/s10035-025-01608-6
Rongxian Yang, Lingkai Zhang, Chong Shi, Runhan Zhang

The mechanical properties of rockfill materials degrade markedly under dry–wet cycles, leading to uneven settlement of rockfill dams over time. To elucidate the underlying mechanisms, this study utilizes the particle discrete element method (DEM) to conduct numerical simulations of triaxial compression on crushable rockfill samples under various dry–wet cycle scenarios. This computational approach facilitates a comprehensive analysis of the material's macroscopic mechanical behavior while simultaneously revealing its microscopic degradation processes. The research findings are presented in detail below: (1) Macroscopic law: The results indicate that an increase in the number of dry–wet cycles (N) corresponds with a decrease in peak stress and an increase in volume strain. However, these parameters tend to stabilize, showing minimal change once N exceeds a certain threshold. Furthermore, the analysis reveals an exponential relationship between N and the key shear strength parameters: the apparent cohesion (c) and the internal friction angle (φ). Concurrently, as the cycles progress, both the rate of particle breakage (Br) and the net increase in particle count progressively diminish. (2) Microscopic mechanism: An increase in N leads to the expansion of force chain networks, a wider distribution of particle fractures, and a more extensive displacement field within the sample, accompanied by a significant rise in the average coordination number. Mirroring the macroscopic behavior, these microscopic changes also become less pronounced after N surpasses the established threshold, suggesting the sample is approaching a state of mechanical stability. (3) Damage evolution: Analysis of the modified Duncan-Chang model reveals that its constitutive parameters (A, B, and C) demonstrate an exponential relationship with the number of dry–wet cycles (N). These parameters undergo a phase of rapid exponential growth during the initial cycles, which subsequently transitions to a stable state as the cycling progresses.

在干湿循环作用下,堆石坝的力学性能显著退化,导致堆石坝长期沉降不均匀。为了阐明其机理,本研究利用颗粒离散元法(DEM)对可破碎堆石料样在不同干湿循环工况下的三轴压缩进行数值模拟。这种计算方法有助于全面分析材料的宏观力学行为,同时揭示其微观降解过程。研究结果如下:(1)宏观规律:干湿循环次数(N)的增加对应峰值应力的减小和体积应变的增大。然而,这些参数趋于稳定,当N超过某个阈值时变化最小。此外,分析表明N与关键抗剪强度参数表观黏聚力(c)和内摩擦角(φ)之间呈指数关系。同时,随着循环的进行,颗粒破碎率(Br)和净颗粒数的增加都逐渐减小。(2)微观机制:随着N的增大,力链网络扩展,颗粒断裂分布更广,试样内位移场范围更广,平均配位数显著升高。与宏观行为相对应,这些微观变化在N超过既定阈值后也变得不那么明显,这表明样品正在接近机械稳定状态。(3)损伤演化:对改进的Duncan-Chang模型进行分析,发现其本构参数(A、B、C)与干湿循环次数(N)呈指数关系。这些参数在初始循环期间经历一个快速指数增长的阶段,随后随着循环的进行过渡到稳定状态。
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引用次数: 0
Macro–micro mechanical impacts of particle shape on the scale effect of rockfill materials 颗粒形状对堆石料尺度效应的宏微观力学影响
IF 2.9 3区 工程技术 Pub Date : 2026-01-28 DOI: 10.1007/s10035-025-01614-8
Xiao Wang, Donghai Liu, Hui Chen

To systematically investigate the mechanical behaviors of rockfill materials under the combined influence of particle shape and sample size, a stochastic algorithm that incorporates three-dimensional shape parameters such as elongation, flatness, sphericity, and convexity, was employed to generate irregularly shaped rockfill particles. A triaxial numerical simulation method was proposed for rockfill materials, which comprehensively accounts for both particle shape and sample size. Discrete element numerical simulations of rockfill materials with varying particle shapes and sample sizes were conducted to investigate the effects of these two factors on the mechanical properties and nonlinear constitutive models from both macroscopic and microscopic perspectives. The evolution of microscopic characteristics including coordination number, Euler angles, and fabric anisotropy of rockfill bodies were examined, and the stress–strain and volumetric strain responses of various particle samples were analyzed, revealing the correlation mechanisms of particle shape and sample size on their macro- micro properties of rockfill materials. Based on these findings, a novel constitutive model that integrates both particle shape and sample size was presented, aiming to offer a more accurate and comprehensive theoretical framework for understanding the mechanical behavior of rockfill materials.

Graphical Abstract

为了系统研究颗粒形状和样本大小共同影响下堆石料的力学行为,采用一种结合伸长率、平面度、球度和凹凸度等三维形状参数的随机算法,生成不规则形状的堆石料颗粒。提出了一种综合考虑颗粒形状和试样尺寸的堆石料三轴数值模拟方法。采用离散元数值模拟方法对不同颗粒形状和试样尺寸的堆石料进行了数值模拟,从宏观和微观两个角度研究了这两个因素对堆石料力学性能和非线性本构模型的影响。研究了堆石体配位数、欧拉角、组构各向异性等细观特征的演化,分析了不同颗粒试样的应力-应变和体应变响应,揭示了颗粒形状和试样尺寸对堆石材料宏细观特性的相关机制。在此基础上,提出了一种结合颗粒形状和样品尺寸的新型本构模型,旨在为理解堆石料的力学行为提供更准确、更全面的理论框架。图形抽象
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引用次数: 0
Analysis of the impact of discrete support on the phase blocking characteristics throughout the granular landslide process 离散支护对颗粒状滑坡过程中相阻特性的影响分析
IF 2.9 3区 工程技术 Pub Date : 2026-01-22 DOI: 10.1007/s10035-026-01617-z
Wentao Hu, Xuanwen Ren, Junhui Zhao, Shenghong Zhang, Yuxuan Wen

This study examines the interaction between granular flows and barrier systems in landslides, employing both a landslide model test and PFC3D discrete element simulations. The investigation focuses on the temporal evolution of the granular flow front velocity and changes in flow states, with an emphasis on slope angles and lateral blockage ratios. The results demonstrate that the front velocity of granular flows exhibits a generally increasing trend. More pronounced acceleration occurs on steeper slopes with moderate blockage ratios, while lower slopes or higher blockage ratios lead to slower acceleration. Despite this, an overall increase in velocity is consistently observed across all scenarios. A critical transition is identified at the 0.2-s mark, where slope angle plays a pivotal role, and interactions with barriers cause the flow to split and deflect, resulting in energy dissipation. Furthermore, under controlled single-variable conditions, the study reveals that the average flow velocity is inversely proportional to the lateral blockage ratio and directly proportional to the slope angle. The barrier system significantly influences the flow velocity: for the first row of barriers, the total average velocity attenuation increases with steeper slopes and higher blockage ratios, while for the second row, the attenuation shows a proportional relationship with the lateral blockage ratio. These findings contribute to the understanding of granular flow dynamics in landslides, providing valuable insights for debris flow mitigation, landslide risk management, and engineering applications involving barrier systems.

Graphical Abstract

本研究采用滑坡模型试验和PFC3D离散单元模拟,研究了滑坡中颗粒流和屏障系统之间的相互作用。研究重点是颗粒流锋面速度的时间演化和流动状态的变化,重点是斜坡角和侧向堵塞比。结果表明:颗粒流锋面速度总体上呈增大趋势;更明显的加速度发生在较陡的斜坡和中等堵塞比,而较低的斜坡或较高的堵塞比导致较慢的加速度。尽管如此,在所有情况下都可以观察到速度的总体增加。在0.2 s处存在一个临界过渡,此时坡角起关键作用,与障碍物的相互作用导致气流分裂和偏转,从而导致能量耗散。在可控单变量条件下,平均流速与侧堵比成反比,与坡角成正比。障壁系统对流速的影响显著,第一排障壁的总平均流速衰减随坡度的增大和堵塞比的增大而增大,第二排障壁的衰减随侧向堵塞比的增大而增大。这些发现有助于理解滑坡中的颗粒流动动力学,为泥石流缓解、滑坡风险管理和涉及屏障系统的工程应用提供有价值的见解。图形抽象
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引用次数: 0
Experimental study on shock wave interference in gravity-driven particle flow around parallel cylinders 平行圆柱重力驱动粒子流激波干涉实验研究
IF 2.9 3区 工程技术 Pub Date : 2026-01-20 DOI: 10.1007/s10035-025-01613-9
Wenrong Cui, Xiaoyan Zhao, Gang Luo, Jiangang Chen, Wanyu Zhao, Ziqin Tao

Granular flows are widely present in engineering and natural phenomena, and their interactions with obstacles represent a critical research direction in flow dynamics, with significant implications for disaster prediction and engineering optimization. This study focuses on the shock wave interference phenomenon in gravity-driven granular flows interacting with parallel cylindrical obstacles, aiming to explore its physical mechanisms and influencing factors. The experimental design incorporates varying obstacle spacings and slope angles to systematically investigate the impact of shock wave interference on flow structure, geometric characteristics, and velocity field distribution. The results indicate that decreasing obstacle spacing significantly enhances shock wave interactions, leading to an increase in the standoff distance (Dstandoff) of the shock wave front and greater upstream flow obstruction. Conversely, increasing slope angle accelerates the free-stream velocity, further intensifying the shock wave strength. Analysis using a convection–diffusion model reveals that diffusion intensity has a critical influence on the curvature radius of the shock wave, with larger spacings reducing convective effects and thereby increasing the shock wave curvature. Additionally, velocity field profile analysis highlights a dual mechanism of particle velocity reduction and deflection, where the number of deflection peaks and total deflection area increase with obstacle spacing. These findings provide new insights into the dynamic mechanisms underlying granular flow-obstacle interactions and offer theoretical support for controlling granular flows in related engineering applications.

Graphical Abstract

颗粒流广泛存在于工程和自然现象中,其与障碍物的相互作用是流动动力学的一个重要研究方向,对灾害预测和工程优化具有重要意义。本文主要研究重力驱动颗粒流与平行圆柱形障碍物相互作用中的激波干涉现象,探讨其物理机制和影响因素。实验设计采用不同的障碍物间距和坡角,系统研究激波干涉对流动结构、几何特性和速度场分布的影响。结果表明,障碍物间距的减小显著增强了激波的相互作用,导致激波锋面的间隔距离增大,上游流动阻力增大。相反,坡角的增加加速了自由流速度,进一步增强了激波强度。对流-扩散模型分析表明,扩散强度对激波曲率半径有重要影响,较大的间距减小了对流效应,从而增大了激波曲率。速度场剖面分析强调了粒子速度降低和偏转的双重机制,偏转峰数和总偏转面积随着障碍物间距的增加而增加。这些发现为颗粒流-障碍相互作用的动力学机制提供了新的见解,并为颗粒流在相关工程应用中的控制提供了理论支持。图形抽象
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引用次数: 0
Coarse-graining particulate two-phase flow 粗粒颗粒两相流
IF 2.9 3区 工程技术 Pub Date : 2026-01-20 DOI: 10.1007/s10035-025-01609-5
Thomas Pähtz, Yulan Chen, Rui Zhu, Katharina Tholen, Zhiguo He

To acquire the ability to numerically study the rheology of particulate two-phase flows that lack scale separation, we present a general method to average or coarse-grain the equations of motion of a mixture of a continuous fluid of arbitrary rheology and non-Brownian particles, interacting via contacts, of arbitrary shapes and compositions. It universally covers ensemble and typical spatio-temporal averaging procedures and overcomes two shortcomings of existing methods. First, the derived micromechanical expressions for the coarse-grained fields are mathematically exact and formulated in a manner that allows a computationally cheap extraction from Direct Numerical Simulation–Discrete Element Method (DNS–DEM) simulations, avoiding the unlimited-order derivatives appearing in previous exact formulations. Second, the microscopic volume fraction of each particle is its corresponding indicator function, rather than the traditional volume-weighted delta distribution at its center of mass, to ensure that the resulting macroscopic fluid and solid volume fractions add precisely to unity. This leads to an additional contact stress contribution not seen in standard coarse-grained expressions for granular matter, and, for non-spherical particles, to particle-rotational contributions to translational solid phase balance equations. Many implementations of DNS–DEM simulations are based on Immersed Boundary Methods (IBMs), for which modifications of the coarse-graining method are necessary due to certain peculiarities of IBMs, such as the replacement of the particles’ interiors by pseudo-fluid. We therefore derive mathematically exact adaptations of the coarse-graining method for two distinct common IBM versions, implement one version to obtain coarse-grained fields from sediment transport simulations based on this version, and validate the implementation.

为了获得数值研究缺乏尺度分离的颗粒两相流流变学的能力,我们提出了一种平均或粗粒化任意形状和组成的具有任意流变学的连续流体和通过接触相互作用的非布朗颗粒混合物的运动方程的一般方法。它广泛地涵盖了集合和典型的时空平均方法,克服了现有方法的两个缺点。首先,粗粒度场的导出微力学表达式在数学上是精确的,并且以一种允许从直接数值模拟-离散元法(DNS-DEM)模拟中提取计算成本低廉的方式制定,避免了以前精确公式中出现的无限阶导数。其次,每个颗粒的微观体积分数是其对应的指示函数,而不是传统的体积加权δ分布在其质心,以确保所得的宏观流体和固体体积分数精确地增加到统一。这导致了在颗粒物质的标准粗粒度表达式中没有看到的额外接触应力贡献,并且对于非球形颗粒,对于平移固相平衡方程的颗粒旋转贡献。许多DNS-DEM模拟的实现都是基于浸入边界方法(IBMs),由于IBMs的某些特性,例如用伪流体代替颗粒内部,因此需要对粗粒化方法进行修改。因此,我们为两个不同的通用IBM版本导出了粗粒度方法的精确数学适应性,实现了一个版本,以基于该版本从沉积物传输模拟中获得粗粒度字段,并验证了实现。
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引用次数: 0
Mobile screening unit: capacity and optimum design 移动筛分机:容量和优化设计
IF 2.9 3区 工程技术 Pub Date : 2026-01-13 DOI: 10.1007/s10035-025-01611-x
Mehmet Umut Kaya, Ramazan Karakuzu, Emre Ceylan

Screening units, which are essential machines across industries where improvement studies are needed today, have gained importance efficiency and energy saving. In this study, the screening process of the copper ore pile was analysed using the discrete element method (DEM) employing the geometry and feeding conditions of the mobile screening unit. Using initialanalyses, the effects of screen rotation speed and pile volume for different mass distributions are evaluated to identify the most effective configuration. The effect of hole geometry and mass distribution was examined by modifying the size distribution of the pile. Efficiency and capacity calculations were performed by increasing the pile’s feeding volume with equal mass distribution. In this study, which aims to identify the conditions under which the most efficient and highest-capacity screening operation occurs, improvements were made to the screen design. In addition, the wear analysis was simulated, and the effect of changes in feeding conditions on the screen life was investigated. The results highlighted that the screen design to be used in the screening operation is directly affected by the pile characteristics, demonstrating the significance of DEM-based modelling in industrial screening optimization.

Graphical Abstract

筛选装置是当今需要改进研究的行业中必不可少的机器,具有重要的效率和节能作用。本文利用移动筛分装置的几何形状和进料条件,采用离散元法(DEM)对铜矿石堆的筛分过程进行了分析。通过初步分析,评估了筛速和桩体积对不同质量分布的影响,以确定最有效的配置。通过改变桩的尺寸分布,考察了孔几何形状和质量分布的影响。在质量分布相等的情况下,增加桩的进料体积,进行效率和容量计算。在本研究中,旨在确定最有效和最高容量筛选操作发生的条件,对筛选设计进行了改进。此外,还模拟了磨损分析,研究了进料条件的变化对筛网寿命的影响。结果表明,筛分作业中采用的筛分设计直接受到桩身特性的影响,说明了基于dem的建模在工业筛分优化中的重要意义。图形抽象
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引用次数: 0
Coupled fluid–solid simulation of matric suction and resilient modulus in subgrade soils under moisture variation 水分变化下路基土基质吸力与弹性模量的流固耦合模拟
IF 2.9 3区 工程技术 Pub Date : 2026-01-13 DOI: 10.1007/s10035-025-01594-9
Xue Luo, Zesong Zeng

Moisture content critically influences the matric suction and stress distribution within subgrade soils, directly affecting their load-bearing capacity. Understanding the internal mechanisms by which moisture variations degrade subgrade performance is essential. This study proposes a novel coupled simulation method based on the Volume of Fluid (VOF) theory to fully resolve the relationship between matric suction and stress conditions among the air–water–solid phases in unsaturated subgrades. By coupling Computational Fluid Dynamics (CFD) with the Discrete Element Method (DEM), the proposed approach incorporates phase fraction modeling to capture particle interactions and quantify the drag forces between phases. The results demonstrate that using phase fractions enables effective modeling of matric suction variations at the pore scale. The proposed method accurately captures the intermediate suction range (104–106 kPa), with errors below 2% in low suction scenarios. It provides detailed insights into particle-scale stress redistribution under varying moisture conditions. Furthermore, the numerical simulations of resilient modulus of subgrade soils matches well laboratory measurements, with deviations within 3–5%, confirming the reliability and predictive capability of the proposed numerical approach.

Graphical Abstract

含水率对路基土的吸力和应力分布有重要影响,直接影响路基土的承载能力。了解湿度变化降低路基性能的内部机制是必不可少的。本文提出了一种基于流体体积(VOF)理论的新型耦合模拟方法,以充分解决非饱和路基中空气-水-固相之间的基质吸力与应力条件的关系。该方法将计算流体力学(CFD)与离散元法(DEM)相结合,结合相分数建模来捕获颗粒相互作用并量化相间阻力。结果表明,使用相分数可以有效地模拟孔隙尺度上的基质吸力变化。该方法准确捕获了中间吸力范围(104-106 kPa),在低吸力情况下误差低于2%。它提供了在不同湿度条件下颗粒尺度应力再分配的详细见解。此外,路基土弹性模量的数值模拟与实验室测量结果吻合较好,偏差在3-5%以内,证实了所提数值方法的可靠性和预测能力。图形抽象
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引用次数: 0
Strength and deformation of unsaturated recompacted loess: a multi-scale study via experiments and DEM simulations 非饱和再压实黄土的强度与变形:基于试验和DEM模拟的多尺度研究
IF 2.9 3区 工程技术 Pub Date : 2026-01-13 DOI: 10.1007/s10035-025-01604-w
Yingpeng Fu, Linfei Wu, Hongjian Liao, Yao Li, Longlong Lv

Understanding the strength and deformation behavior of recompacted loess is essential for the stability assessment of man-made geotechnical structures in loess regions. While numerous studies have examined the macroscopic mechanical properties of unsaturated recompacted loess, the underlying particle-scale micromechanical deformation mechanisms remain inadequately explored. In this study, a series of drained triaxial tests were conducted on unsaturated recompacted loess under varying matric suctions and mean net stresses to investigate their effects on strength and deformation behavior. The experimental results indicate that higher matric suction increases deviatoric stress due to suction-induced apparent cohesion, whose influence weakens with increasing mean net stress. Moreover, all specimens exhibit continuous volumetric contraction during shearing, consistent with the strain-hardening behavior observed in the stress–strain curves. To interpret these observations from a micromechanical perspective, the original Hill contact model within the discrete element method (DEM) framework was modified by incorporating suction-dependent micromechanical parameters. The modified model was calibrated and validated against laboratory data, showing good agreement in reproducing both stress–strain and volumetric deformation behaviors. Further micromechanical analysis reveals that suction enhances capillary bonding at low net stress, but its influence diminishes as the mean net stress increases. Specifically, at low net stress, higher suction results in a greater proportion of tensile (i.e., capillary) contacts and slightly reduced particle displacements, indicating stronger interparticle bonding. As the mean net stress increases, particle displacements become slightly larger and contact stability is primarily governed by vertical contact forces rather than suction effects. These micromechanical insights are consistent with the experimental observations, thereby establishing a clear link between particle-scale interactions and macroscopic mechanical responses.

Graphical Abstract

了解复压黄土的强度和变形特性对黄土地区人工土工结构的稳定性评价至关重要。虽然已有大量研究考察了非饱和再压实黄土的宏观力学特性,但其潜在的颗粒尺度微观力学变形机制仍未得到充分探讨。在不同的基质吸力和平均净应力条件下,对非饱和再压黄土进行了一系列排水三轴试验,研究了它们对强度和变形行为的影响。实验结果表明,较高的基质吸力会增加因吸力引起的表观黏聚而产生的偏应力,其影响随平均净应力的增加而减弱。此外,所有试件在剪切过程中均表现出连续的体积收缩,这与应力-应变曲线中观察到的应变硬化行为一致。为了从微观力学的角度解释这些观察结果,在离散元法(DEM)框架内修改了原始的Hill接触模型,加入了与吸力相关的微观力学参数。修正后的模型与实验室数据进行了校准和验证,在再现应力-应变和体积变形行为方面表现出良好的一致性。进一步的微观力学分析表明,在低净应力下,吸力增强了毛细键合,但随着平均净应力的增加,吸力的影响减弱。具体来说,在低净应力下,较高的吸力会导致更大比例的拉伸(即毛细)接触,颗粒位移略有减少,表明颗粒间的结合更强。随着平均净应力的增加,颗粒位移变大,接触稳定性主要受垂直接触力而不是吸力的影响。这些微观力学见解与实验观察一致,从而在粒子尺度相互作用和宏观力学响应之间建立了明确的联系。图形抽象
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引用次数: 0
A two-stage modification of the Dodds model for partial coordination number and contact proportion in dense 2D bidisperse granular packings with large size ratios 大尺寸比致密二维双分散颗粒填料部分配位数和接触比例的Dodds模型的两阶段修正
IF 2.9 3区 工程技术 Pub Date : 2026-01-13 DOI: 10.1007/s10035-025-01610-y
Jing Wang, Changyu Shi, Daosheng Ling

Predicting partial coordination numbers and contact proportions among different contact types is essential for developing theoretical models that link local contact characteristics to the macroscopic mechanical behavior of disordered multicomponent packings. The original Dodds model performs well for binary mixtures with small size ratios but has limited applicability to systems with large size ratios (α > 6.46). This study systematically analyzes the range of small-particle area fractions (f_{s}) over which the two-dimensional (2D) Dodds model remains valid for binary mixtures with α > 6.46 under gravity-free packing conditions. The results indicate the model provides reliable predictions when (f_{s}) exceeds the optimal value (f_{s}^{{{text{opt}}}}), which corresponds to the maximum packing density, but exhibits large errors when (f_{s} < f_{s}^{{{text{opt}}}}), where the discrepancies between the theoretical configuration and the actual packing structure become non-negligible. To address this limitation, a two-stage modification of the Dodds model is introduced. First, a portion of non-rattler small particles is distributed, followed by the redistribution of the remaining ones around the initially placed particles to approximate realistic local configurations. The modified contact statistics are then derived under simplified assumptions. Predictions from both the original and modified models are validated against discrete element method simulations for 2D dense binary assemblies with α = 7, 9, 12, and 16, and experimental data for α = 7, 9. The modified model improves predictions for α > 6.46 and (f_{s} < f_{s}^{{{text{opt}}}}), providing a framework for extending structural modeling approaches to multicomponent mixtures with large size ratios and to more complex three-dimensional systems.

Graphical Abstract

预测不同接触类型之间的部分配位数和接触比例对于建立将局部接触特性与无序多组分填料的宏观力学行为联系起来的理论模型至关重要。原始的Dodds模型对小尺寸比的二元混合物表现良好,但对大尺寸比的系统适用性有限(α &gt; 6.46)。本研究系统地分析了在无重力填料条件下,二维(2D) Dodds模型对含α &gt; 6.46的二元混合物有效的小颗粒面积分数(f_{s})范围。结果表明,当(f_{s})超过最优值(f_{s}^{{{text{opt}}}})(对应最大填料密度)时,模型提供了可靠的预测,但当(f_{s} < f_{s}^{{{text{opt}}}})时,模型误差较大,理论配置与实际填料结构之间的差异变得不可忽略。为了解决这一限制,引入了对Dodds模型的两阶段修改。首先,分配一部分非响尾蛇小颗粒,然后在初始放置的颗粒周围重新分配剩余的颗粒,以近似实际的局部配置。然后在简化的假设下推导出修正后的接触统计量。通过离散元法模拟α = 7,9,12,16的二维致密二元组合,以及α = 7,9的实验数据,验证了原始模型和修正模型的预测结果。修正后的模型改进了对α &gt; 6.46和(f_{s} < f_{s}^{{{text{opt}}}})的预测,为将结构建模方法扩展到具有大尺寸比的多组分混合物和更复杂的三维系统提供了框架。图形摘要
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引用次数: 0
Characterization of dispersion behavior of granular particles using laser diffraction and principal component analysis 用激光衍射和主成分分析表征颗粒的色散行为
IF 2.9 3区 工程技术 Pub Date : 2026-01-13 DOI: 10.1007/s10035-025-01612-w
Daisuke Sasakura, Sho Kimura

The dispersion of granulated particles in a liquid is an important process that significantly affects the quality, stability, and functionality of industrial products. It is also a phenomenon of interest in fundamental science. Changes in the particle size distribution (PSD) in a suspension of granules are widely used as indicators of the progression of various dispersion behaviors. In this study, we used the time-domain laser diffraction method to observe dispersion in a granular suspension. We then applied principal component analysis (PCA) to analyze the measurement data, which were obtained as a time series, and extract the characteristic changes in particle size during the dispersion. By extracting the principal components from multidimensional data using PCA, we could characterize the dispersion-phase behavior and separate the peak components, which could not be captured by conventional analyses using representative values such as percentiles. In particular, by applying the PCA method—commonly used in spectroscopy—to PSD data, we obtained new insights suggesting the presence of complex dispersion pathways and intermediates. The findings of this study advance our understanding of granule dispersion dynamics and help establish a new framework for analyzing particle dispersion processes, which can assist in particle design, formulation optimization, and extending scientific knowledge in this area.

颗粒在液体中的分散是一个重要的过程,它显著影响工业产品的质量、稳定性和功能。这也是一种对基础科学感兴趣的现象。颗粒悬浮液中粒径分布(PSD)的变化被广泛用作各种分散行为进展的指标。在本研究中,我们使用时域激光衍射方法来观察颗粒状悬浮液中的分散。然后,利用主成分分析(PCA)对作为时间序列的测量数据进行分析,提取颗粒粒径在分散过程中的特征变化。通过使用主成分分析从多维数据中提取主成分,我们可以表征色散相行为并分离出峰值成分,这是使用百分位数等代表性值的传统分析无法捕获的。特别是,通过将光谱中常用的PCA方法应用于PSD数据,我们获得了新的见解,表明存在复杂的色散途径和中间体。本研究的发现促进了我们对颗粒分散动力学的理解,并有助于建立一个分析颗粒分散过程的新框架,有助于颗粒设计,配方优化和扩展该领域的科学知识。
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引用次数: 0
期刊
Granular Matter
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