discrete element method

离散元方法
  • 文章类型: Journal Article
    获得了与收获过程中玉米秸秆结构特征相匹配的最佳离散元模型和粘结参数。基于节间玉米茎中茎皮和茎髓的机械性能差异,使用压缩测量生物力学特定参数,剪力,和弯曲测试。茎皮和茎髓的结合颗粒模型是使用半径为1mm和1.47mm的分数颗粒构建的,进一步结合形成玉米杆的双层结合颗粒模型。Plackett-Burman,最陡峭的上升,并进行了响应面测试,以确定显着影响茎皮-茎皮的因素及其最佳值,茎髓-茎髓,和茎皮-茎髓结合参数。对玉米杆的剪切和弯曲力学性能进行了评估,以验证总体特征参数。研究结果表明,玉米茎模型创造了,和校准的粘合参数,具有很高的准确性,能够模拟真实玉米杆的剪切和弯曲行为。建立的节间玉米秸秆结合颗粒模型和确定的玉米秸秆结合参数可以为下一阶段的玉米秸秆节点建模和其他应用提供理论和研究基础。
    The optimal discrete element model and bonding parameters that match the structural features of cornstalks during harvest were obtained. Based on the differences in mechanical properties of the stem bark and stem pith in the inter-nodal cornstalk, the biomechanical-specific parameters were measured using the compression, shear, and bending tests. The bonded particle models of stem bark and stem pith were constructed using fraction particles with radii of 1 mm and 1.47 mm, which were further bound to form a bilayer-bonded particle model of the cornstalk. The Plackett-Burman, steepest ascent, and response surface tests were conducted to identify the factors and their optimal values that significantly impacted the stem bark-stem bark, stem pith-stem pith, and stem bark-stem pith bonding parameters. The cornstalk\'s shear and bending mechanical properties were assessed to verify the overall characteristic parameters. The findings revealed that the cornstalk model created, and the calibrated bonding parameters, were highly accurate and capable of simulating the shearing and bending behaviors of the real cornstalk. The inter-nodal cornstalk\'s bonded particle model created and the identified bonding parameters for the cornstalk could contribute to a theoretical and research basis for the next stage in cornstalk modeling with nodes and other applications.
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  • 文章类型: Journal Article
    干湿循环会导致压实黄土的严重恶化,从而影响填方边坡的安全性。离散元方法(DEM)可以考虑非均匀、不连续,和岩土介质的各向异性性质,更能够反映边坡稳定性分析中失稳的机理和过程。因此,本文提出利用DEM分析干湿循环条件下压实黄土边坡的稳定性。首先,为了解决DEM模型中宏观和介观参数之间复杂的校准问题,通过引入基于sigmoid加速系数的混沌粒子群算法(CPSOS),提出了一种高效的参数优化方法。其次,在参数校准期间,一个新的指标,粘结比(BR),提出了表征干湿循环过程中压实黄土中孔隙和裂缝的发展,以反映干湿作用对黄土骨料间粘结降解的影响。最后,根据参数校准的结果,建立了干湿循环作用下压实黄土边坡的稳定性分析模型。结果表明,所提出的优化标定方法能够准确反映干湿循环下实际试验结果的应力-应变曲线和强度的变化趋势,BR也反映了干湿循环对压实黄土的降解作用。边坡稳定性分析表明,DEM反映了干湿循环对压实黄土边坡安全系数的负面影响,以及干湿循环逐渐稳定的趋势。通过与有限元分析结果的对比,验证了离散元边坡稳定性分析的准确性。
    Dry-wet cycles can cause significant deterioration of compacted loess and thus affect the safety of fill slopes. The discrete element method (DEM) can take into account the non-homogeneous, discontinuous, and anisotropic nature of the geotechnical medium, which is more capable of reflecting the mechanism and process of instability in slope stability analysis. Therefore, this paper proposes to use the DEM to analyze the stability of compacted loess slopes under dry-wet cycles. Firstly, to solve the complex calibration problem between macro and mesoscopic parameters in DEM models, an efficient parameter optimization method was proposed by introducing the chaotic particle swarm optimization with sigmoid-based acceleration coefficients algorithm (CPSOS). Secondly, during the parameter calibration, a new indicator, the bonding ratio (BR), was proposed to characterize the development of pores and cracks in compacted loess during dry-wet cycles, to reflect the impact of dry-wet action on the degradation of bonding between loess aggregates. Finally, according to the results of parameter calibration, the stability analysis model of compacted loess slope under dry-wet cycling was established. The results show that the proposed optimization calibration method can accurately reflect the trend of the stress-strain curve and strength of the actual test results under dry-wet cycles, and the BR also reflects the degradation effect of dry-wet cycles on compacted loess. The slope stability analysis shows that the DEM reflects the negative effect of dry-wet cycles on the safety factor of compacted loess slopes, as well as the trend of gradual stabilization with dry-wet cycles. The comparison with the finite element analysis results verified the accuracy of the discrete element slope stability analysis.
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  • 文章类型: Journal Article
    均匀和均匀层的粉末沉积是每个粉末床熔融过程的主要方面。通常在PBF机器外部对粉末批次进行粉末筛分,在零件制造阶段之前。在这项工作中,筛分是作为粉末沉积的方法而不是仅过滤掉团聚体和过大颗粒的方法进行检查的。最初,实现了一个经过实验验证的DEM粉末模型,并对筛分过程进行建模。筛选过程进行了优化,以最大限度地提高质量流量,其线性阶段的持续时间和线性期间筛分的总质量。为此,采用了Taguchi实验设计,随后进行了方差分析,证明筛子中装载的初始粉末越大,所需的筛子刺激越大,在振荡频率和振幅方面。筛子的孔径形状也被评估,证明规范多边形的边越多,对于相同的最大通过颗粒尺寸,每个孔的质量流量越小。然后,通过某些层质量标准检查通过受控筛分产生的层的质量,如表面粗糙度,层厚偏差,表面覆盖率和堆积密度。研究结果证明,受控筛分可以优于通过非振动刮刀重新涂布机进行的粉末沉积,在层表面质量和层沉积持续时间方面,如表面偏度和峰度评估所证明的。
    Powder deposition of even and homogeneous layers is a major aspect of every powder bed fusion process. Powder sieving is commonly performed to powder batches outside of the PBF machine, prior to the part manufacturing stage. In this work, sieving is examined as a method of powder deposition rather than a method to solely filter out agglomerates and oversized particles. Initially, a DEM powder model that has been validated experimentally is implemented, and the sieving process is modelled. The sieving process is optimized in order to maximize mass flow, duration of its linear stage and total mass sieved during linearity. For this, a Taguchi design of experiments with subsequent analysis of variance is deployed, proving that the larger the initial powder loaded in the sieve, the larger the sieve stimulation necessary, both in terms of oscillating frequency and amplitude. The sieve\'s aperture shape is also evaluated, proving that the more sides the canonical polygon has, the less the mass flow per aperture for the same maximum passing particle size. Then, the quality of the layer produced via controlled sieving is examined via certain layer quality criteria, such as the surface roughness, layer thickness deviation, surface coverage ratio and packing density. The findings prove that controlled sieving can outperform powder deposition via a non-vibrated doctor blade recoater, both in terms of layer surface quality and duration of layer deposition, as proven by surface skewness and kurtosis evaluation.
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  • 文章类型: Journal Article
    近年来,数值模拟在研发(R&D)以及新药制药过程中的应用已大大扩展。离散元方法(DEM),数值模拟方法中的一种重要方法,为非连续介质的模拟提供了有效的工具。参考近年来DEM的研究进展和固体中药制剂的配方,本文总结和分析了DEM在固体中药制剂制药过程中的应用,并讨论了其在这些过程中应用的挑战,以期为促进中药制剂的高质量生产提供新的方法和思路。
    In recent years, the application of numerical simulation in the research and development(R&D) as well as the pharmaceutical processes of new drugs has expanded considerably. The discrete element method(DEM), an important approach among numerical simulation methods, offers an effective tool for the simulation of discontinuous media. Referring to the research progress of DEM and the formulation of solid traditional Chinese medicine(TCM) preparations in recent years, this paper summarizes and analyzes the application of DEM in the pharmaceutical processes of solid TCM preparations, and discusses the challenges of its application in these processes, in order to provide new methods and ideas for promoting the high-quality production of TCM preparations.
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  • 文章类型: Journal Article
    这项研究深入研究了受强迫振动时离散质量中能量的传递和损失。使用离散元方法(DEM),我们分析了规则球形颗粒组件在不同激励频率和减小加速度下的动力学行为和能量分布特性。此外,用实验方法研究了颗粒组件在不同振动状态下的能量传递和耗散过程。结果表明,颗粒组件会产生碰撞能量耗散,热能耗散,声能耗散和其他形式的能量耗散在受迫振动状态下以及不同激励下不同能量耗散的比例。颗粒组件的碰撞和摩擦是影响其他形式能量耗散的关键。当激励增加时,能量耗散形式在颗粒组件内部产生,颗粒组件的碰撞能量耗散比例增加。高于20kHz的声能占据声能耗散的主要部分。热能消耗始终存在,这需要很长时间才能发挥作用。颗粒也有其他形式的能量损失,这很难衡量,包括颗粒碰撞产生的瑞利波。在这项研究中,建立了颗粒组件受迫振动状态与能量损失分布的关系。讨论了各种能量传递和转换分布的类型,进一步丰富了颗粒组件离散单元的能量耗散计算,为颗粒组件的能量损失分析提供了参考。
    This research delves into the transfer and loss of energy in a discrete mass when subjected to forced vibration. Using discrete element method (DEM), we analyzed the dynamic behavior of regular spherical granular assemblies and the energy distribution characteristics under different excitation frequencies and reduced accelerations. Moreover, the energy transfer and dissipation process of granular assemblies under different vibration states are studied using an experimental method. The results show that the granular assemblies will produce collision energy dissipation, thermal energy dissipation, acoustic energy dissipation and other forms of energy dissipation in the forced vibration state and the proportion of different energy dissipation under different excitation is given. The collision and friction of granular assemblies are the key to affecting other forms of energy dissipation. When the excitation increases, the energy dissipation forms are generated inside the granular assemblies, and the proportion of collision energy dissipation of the granular assemblies increases. The acoustic energy above 20 kHz occupies the main part of the acoustic energy dissipation. Thermal energy consumption always exists, which takes a long time to play a role. The granular also have other forms of energy loss, which is hard to be measured, including Rayleigh waves generated by granular collision. In this study, the relationship between the forced vibration state of the granular assemblies and the energy loss distribution is established. Various types of energy transfer and conversion distribution which further enriches the energy dissipation of discrete element calculation of the granular assemblies is discussed and provides a reference for the energy loss analysis of the granular assemblies.
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  • 文章类型: Journal Article
    作为一种非常规储层沉积岩,页岩包含一系列层和各种微观结构,导致复杂的机械性能,如刚度和强度的各向异性。这项研究是针对由页岩的微观结构引起的各向异性,采用二维粒子流代码(PFC2D)来探索刚度,力量,故障模式,和微裂纹演化。通过计算机断层扫描(CT)图像和矿物分析,合理地考虑了更现实的微观结构和页岩微观参数的校准。将相应的数值模拟结果与实验结果进行了充分的对比。在接下来的事情中,对具有层状特征的数值样品的关键微观参数和微观结构特征进行了敏感性分析。结果表明,平行粘结模型微观参数对宏观参数的影响与分层角度和面型有关,数值样品的微观结构和初始裂纹会极大地影响层压样品的宏观力学行为。接下来,根据数值结果讨论了围压对层状页岩力学性质的影响。这些发现强调了这种方法在微尺度模型和微观参数校准中的应用潜力,以探测层状岩石的力学行为。
    As an unconventional reservoir sedimentary rock, shale contains a series of layers and various microstructures that lead to complex mechanical properties, such as the anisotropy of stiffness and strength. This study is directed towards the anisotropy caused by the microstructures of the shale, employing the 2D particle flow code (PFC2D) to explore stiffness, strength, failure mode, and micro-crack evolution. More realistic microstructures and the calibration of microscopic parameters of the shale are reasonably considered through the computed tomography (CT) images and mineral analysis. The corresponding numerical simulation results are fully compared with the experimental results. In what follows, the sensitivity analysis is conducted on the key microscopic parameters and microstructure characteristics in numerical samples with laminated characteristics. The results show that the influence of microscopic parameters of the parallel bonding model on macroscopic parameters is related to the layering angle and the face type, and the microstructures and initial cracks of numerical samples can considerably affect the macroscopic mechanical behaviors of the laminated samples. Next, the effect of confining pressure on the mechanical properties of layered shale is also discussed based on the numerical results. These findings highlight the potential of this approach for applications in micro-scaled models and calibration of microscopic parameters to probe mechanical behaviors of the laminated rock.
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  • 文章类型: Journal Article
    双螺杆造粒已成为粉末加工行业和制药行业生产具有受控性质的颗粒的关键过程。这篇全面的综述概述了双螺杆造粒过程研究中采用的模拟技术和方法。这篇综述讨论了双螺杆造粒过程的主要方面,包括双螺杆造粒的基本原理,设备设计,工艺参数,和模拟方法。它强调了粉末流动动力学中操作条件和配方设计的重要性,混合行为,和双螺杆造粒机内的颗粒相互作用,以提高产品质量和加工效率。模拟技术,如人口平衡模型(PBM),计算流体力学(CFD),离散元方法(DEM),过程建模软件(PMS),和其他耦合技术进行了严格的讨论,重点是模拟双螺杆造粒过程。本文研究了与每种模拟方法相关的挑战和局限性,并提供了对未来研究方向的见解。总的来说,这篇文章为研究人员提供了宝贵的资源,他们打算发展他们对双螺杆造粒的理解,并提供了对模拟双螺杆造粒过程的各种技术和方法的见解。
    Twin-screw granulation has emerged as a key process in powder processing industries and in the pharmaceutical sector to produce granules with controlled properties. This comprehensive review provides an overview of the simulation techniques and approaches that have been employed in the study of twin-screw granulation processes. This review discusses the major aspects of the twin-screw granulation process which include the fundamental principles of twin-screw granulation, equipment design, process parameters, and simulation methodologies. It highlights the importance of operating conditions and formulation designs in powder flow dynamics, mixing behaviour, and particle interactions within the twin-screw granulator for enhancing product quality and process efficiency. Simulation techniques such as the population balance model (PBM), computational fluid dynamics (CFD), the discrete element method (DEM), process modelling software (PMS), and other coupled techniques are critically discussed with a focus on simulating twin-screw granulation processes. This paper examines the challenges and limitations associated with each simulation approach and provides insights into future research directions. Overall, this article serves as a valuable resource for researchers who intend to develop their understanding of twin-screw granulation and provides insights into the various techniques and approaches available for simulating the twin-screw granulation process.
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  • 文章类型: Journal Article
    沥青路面的压实是保证其使用寿命的关键步骤。虽然智能压实技术可以实时监测压实质量,它在个别沥青面层中的应用仍然面临局限性。因此,有必要从颗粒层面研究沥青路面的压实机理,以优化智能压实技术。本研究使用离散元法(DEM)构建了沥青路面压实模型。首先,分析了压实过程中路面平整度的变化。第二,混合料的角速度和砂浆的三轴角速度(TAV)的变化,骨料,和振动压实过程中的混合物进行了检查。最后,研究了TAV振幅和协调数(CN)振幅与混合物压实度的相关性。这项研究发现,振动压实可以显着减少不对称波变形,改善路面平整度。在振动压实的前六次过程中,混合物主要在竖直平面中旋转,而在第七次过程中,混合物在水平面内旋转。此外,TAV揭示了粒子的三维动态旋转特性,其振幅与路面压实度之间的线性关系有助于控制沥青路面的压实质量。最后,CN振幅与路面压实度之间的线性关系可以预测骨料结构的稳定性。这项研究大大提高了路面压实的质量控制,并促进了智能压实技术的发展。
    The compaction of asphalt pavement is a crucial step to ensure its service life. Although intelligent compaction technology can monitor compaction quality in real time, its application to individual asphalt surface courses still faces limitations. Therefore, it is necessary to study the compaction mechanism of asphalt pavements from the particle level to optimize intelligent compaction technology. This study constructed an asphalt pavement compaction model using the Discrete Element Method (DEM). First, the changes in pavement smoothness during the compaction process were analyzed. Second, the changes in the angular velocity of the mixture and the triaxial angular velocity (TAV) of the mortar, aggregates, and mixture during vibratory compaction were examined. Finally, the correlations between the TAV amplitude and the coordination number (CN) amplitude with the compaction degree of the mixture were investigated. This study found that vibratory compaction can significantly reduce asymmetric wave deformation, improving pavement smoothness. The mixture primarily rotates in the vertical plane during the first six passes of vibratory compaction and within the horizontal plane during the seventh pass. Additionally, TAV reveals the three-dimensional dynamic rotation characteristics of the particles, and the linear relationship between its amplitude and the pavement compaction degree aids in controlling the compaction quality of asphalt pavements. Finally, the linear relationship between CN amplitude and pavement compaction degree can predict the stability of the aggregate structure. This study significantly enhances quality control in pavement compaction and advances intelligent compaction technology development.
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  • 文章类型: Journal Article
    在颗粒聚合物的鼓式混合中,可能会发生隔离。通过实时测量混合状态,有可能实施纠正措施以防止分离并提高过程的效率。本研究旨在开发和验证一种实时视觉系统,该系统旨在监控旋转滚筒搅拌机中聚合物颗粒的混合过程,采用新颖的基于质心的模型来确定混合指数。所提出的基于质心的模型能够解决径向颗粒偏析问题,而无需额外的图像处理程序,例如图像细分或像素随机化。这种创新的方法通过每秒处理超过68个图像帧,大大提高了计算效率。新的处理方法比灰度共生矩阵方法快2.8倍,比莱西指数方法快21.6倍。这显著提高了实时监控能力,并仅使用经济实惠的单板计算机和网络摄像头即可实现实时图像处理。所提出的基于视觉的旋转鼓混合监测系统已经通过使用离散元素方法模拟的交叉验证进行了验证,确保其准确性和可靠性。
    In the drum mixing of particulate polymers, segregation may occur. By measuring the mixing status in real time, it is possible to implement corrective measures to prevent separation and improve the efficiency of the process. This study aims to develop and validate a real-time vision system designed to monitor the mixing process of polymeric particles in a rotary drum mixer, employing a novel centroid-based model for determining the mixing index. The proposed centroid-based model is capable of addressing the radial particle segregation issue without the need for extra image-processing procedures like image subdivision or pixel randomization. This innovative approach greatly improves computational efficiency by processing over 68 image frames per second. The new processing method is 2.8 times faster than the gray-level co-occurrence matrix method and 21.6 times faster than the Lacey index approach. This significantly improves real-time monitoring capabilities and enables real-time image processing using only affordable single-board computers and webcams. The proposed vision-based system for monitoring rotary drum mixing has undergone validation via cross-validation using discrete element method simulations, ensuring its accuracy and reliability.
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  • 文章类型: Journal Article
    推拉式渗透泵片是一种很有前途的给药方式,在实现一致和可预测的药物释放速率方面提供优于传统剂型的优势。在目前的研究中,推拉式渗透泵片剂的药物释放过程首次使用结合了微观扩散诱导的溶胀模型的离散元素方法(DEM)进行建模。剂量和配方设计的影响,如输送孔口尺寸,药物与聚合物的比例,平板表面曲率,颗粒之间的摩擦和聚合物颗粒的内聚力,对药物的释放性能进行了系统分析。数值结果表明,扩大的输送孔口显着增加了总药物释放和药物释放速率。此外,片剂中的可溶胀颗粒成分越大,药物释放率越高。此外,发现片剂表面曲率影响药物释放曲线,即最终药物释放百分比随着片剂表面曲率的增加而增加。还发现药物释放速率可以通过调节制剂中的颗粒间摩擦和聚合物颗粒的内聚力来控制。这项DEM研究为推拉式渗透泵片剂中药物释放的控制机制提供了有价值的见解。
    The push-pull osmotic pump tablet is a promising drug delivery approach, offering advantages over traditional dosage forms in achieving consistent and predictable drug release rates. In the current study, the drug release process of push-pull osmotic pump tablets is modelled for the first time using the discrete element method (DEM) incorporated with a microscopic diffusion-induced swelling model. The effects of dosage and formulation design, such as delivery orifice size, drug-to-polymer ratio, tablet surface curvature, friction between particles and cohesion of polymer particles, on the drug release performance are systematically analysed. Numerical results reveal that an enlarged delivery orifice significantly increases both the total drug release and the drug release rate. Moreover, the larger the swellable particle component in the tablet, the higher the drug release rate. Furthermore, the tablet surface curvature is found to affect the drug release profile, i.e. the final drug release percentage increases with the increasing tablet surface curvature. It is also found that the drug release rate could be controlled by adjusting the inter-particle friction and the cohesion of polymer particles in the formulation. This DEM study offers valuable insights into the mechanisms governing drug release in push-pull osmotic pump tablets.
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