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Data-driven psychorheology: application to yogurt sensory texture analysis 数据驱动的心理流变学:在酸奶感官结构分析中的应用
IF 3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-04-23 DOI: 10.1007/s00397-025-01492-0
So Jeong Oh, Sung Ryul Kim, Jun Dong Park

Recent advancements in machine learning (ML) and artificial intelligence (AI) have profoundly influenced various scientific and engineering fields. In rheology, data-driven approaches offer innovative solutions to challenges that conventional methods struggle to address. We demonstrate an application of data-driven approaches to psychorheology, a field that significantly benefits from such methodologies, by analyzing yogurt texture through the integration of rheological analysis and machine learning techniques. A total of 105 yogurt samples were prepared by varying whey separation time and milk powder content. Their rheological behavior was analyzed using various measurements, including large-amplitude oscillatory shearing (LAOS), reflecting flow conditions during consumption. Sensory attributes—thickness, stickiness, swallowing, and preference—were evaluated via panel tests. A predictive machine learning model was developed using the rheology-sensory texture dataset, achieving root mean square error values below 6 on a 100-point scale. Feature importance and permutation importance analyses identified key rheological parameters influencing each sensory texture. These results were interpreted in relation to flow conditions during eating, categorized into scooping, first bite, repeated shear, and swallowing. This study enhances our understanding of sensory perception during food intake from a rheological perspective and offers insights into yogurt texture design and control.

Graphical Abstract

机器学习(ML)和人工智能(AI)的最新进展深刻地影响了各个科学和工程领域。在流变学中,数据驱动的方法为传统方法难以解决的挑战提供了创新的解决方案。我们展示了数据驱动方法在心理流变学中的应用,这是一个受益于这种方法的领域,通过流变分析和机器学习技术的集成来分析酸奶的质地。通过不同乳清分离时间和奶粉含量制备了105份酸奶样品。使用各种测量方法(包括大振幅振荡剪切(LAOS))分析了它们的流变行为,反映了消耗过程中的流动状况。感官属性-厚度,粘性,吞咽和偏好-通过面板测试进行评估。使用流变传感纹理数据集开发了预测机器学习模型,在100分制下实现了6以下的均方根误差值。特征重要度和排列重要度分析确定了影响每种感觉纹理的关键流变参数。这些结果被解释为与进食过程中的流动条件有关,分为舀,第一口,重复剪切和吞咽。本研究从流变学的角度增强了我们对食物摄入过程中感官知觉的理解,并为酸奶的质地设计和控制提供了见解。图形抽象
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引用次数: 0
Powders and cohesive granular media: a rheological perspective 粉末和粘性颗粒介质:流变学观点
IF 3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-04-09 DOI: 10.1007/s00397-025-01490-2
Olivier Pouliquen

This paper provides a rapid overview of the mechanics of cohesive granular materials and powders, with a particular focus on the development of constitutive equations for the steady flowing regime. We begin by reviewing the various sources of adhesion between particles, before exploring the onset of flow in cohesive materials. While yield conditions are central to many characterization methods, they provide limited insight into flow behavior. We then discuss recent studies on the flow of cohesive granular materials, emphasizing the development of constitutive equations. A direct comparison of results from DEM simulations across different studies highlights the importance of the interaction model details but reveals key insights into the relevance of different dimensionless numbers, paving the way for a more comprehensive rheological description of powders.

本文提供了粘性颗粒材料和粉末的力学快速概述,特别侧重于稳定流动状态的本构方程的发展。我们首先回顾了颗粒之间粘附的各种来源,然后探索粘性材料中流动的开始。虽然屈服条件是许多表征方法的核心,但它们对流动行为的了解有限。然后讨论了最近关于粘性颗粒材料流动的研究,强调了本构方程的发展。对不同研究中DEM模拟结果的直接比较突出了相互作用模型细节的重要性,但揭示了对不同无量纲数字相关性的关键见解,为更全面的粉末流变描述铺平了道路。
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引用次数: 0
Microstructure patterning induced by magnetic field in biopolymer composites: correlation between rheological properties and in situ optical observation 磁场在生物聚合物复合材料中诱导的微结构图案化:流变特性与原位光学观测之间的相关性
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-04-05 DOI: 10.1007/s00397-025-01487-x
Alberto Varela-Feijoo, Williams Brett, Souad Ammar-Merah, Alain Ponton

This paper reports the development of innovative magnetic-sensitive biopolymer composites and the subsequent investigation of their rheological properties in relation to in situ optical studies of microstructures. Positively charged iron oxide magnetic nanoparticles (IONP) that had been chemically functionalised by grafting 3-Aminopropylphosphonic acid molecules onto their surfaces were mixed in an entangled aqueous solution of sodium alginate chains. Steady shear flow and viscoelastic measurements were then performed on the resulting nanocomposites using a home-made magneto-opto-rheological device. The increase of low shear viscosity and the linear viscoelastic moduli as the magnitude of the magnetic field increased was clearly demonstrated. This is explained by electrostatic interactions between -NH3+ and -COO groups at the surface of IONP and polymer chains, respectively. The resulting microstructure, which depends on both the shear rate and the magnetic field amplitude, was observed for the first time using in situ optical microscopy and deeply analysed.

Graphical Abstract

本文报道了新型磁敏生物聚合物复合材料的发展及其流变特性在微观结构原位光学研究中的后续研究。带正电的氧化铁磁性纳米颗粒(IONP)通过在其表面接枝3-氨基丙基膦酸分子进行化学功能化,将其混合在海藻酸钠链的纠缠水溶液中。然后使用自制的磁光流变装置对所得纳米复合材料进行稳态剪切流动和粘弹性测量。低剪切粘度和线性粘弹性模量随磁场强度的增大而增大。这可以用IONP和聚合物链表面的-NH3+和-COO -基团之间的静电相互作用来解释。由此产生的微观结构取决于剪切速率和磁场振幅,这是第一次使用原位光学显微镜观察并深入分析。图形抽象
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引用次数: 0
Fifty shades of yield stress fluids: rheological challenges and engineering perspectives 五十种屈服应力流体:流变学挑战和工程观点
IF 3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-04-01 DOI: 10.1007/s00397-025-01488-w
P. Coussot

While they were still marginal around 30 years ago and even the very existence of the yield stress was still under debate, research work involving yield stress fluids has exploded over the last 20 years in rheology and physics, even to the point of sometimes appearing hackneyed. Yield stress fluids are now fully recognized as a specific state of matter by physicists and widely studied for this reason. They are also used for their remarkable mechanical behavior in a rapidly growing range of applications, notably in additive manufacturing or 3D printing in bioengineering, civil engineering, food processing, etc. This review first discusses the areas in which a sufficient knowledge might be considered acquired to be used in yield stress fluid engineering. This in particular includes the characterization of materials, through practical tests or sophisticated approaches, the use of simplistic constitutive equations or more complex models including various subtleties of behavior in view of flow simulations, a basic rheophysical framework for predicting the behavior of yielding dispersions or aggregated systems, but also for the widespread practical case of suspensions in yield stress fluids. However, there also appear large areas of major impact for which a comprehensive knowledge seems still lacking. This is in particular the case of: a relevant 3D formulation of the constitutive equation to describe the complex flows encountered in numerous applications, the physical and mechanical characteristics of the solid–liquid transition, the characterization and description of thixotropy, the transition to pasty materials, at the very frontier of “pure” solids.

虽然在30年前它们还处于边缘地位,甚至屈服应力的存在仍然存在争议,但在过去的20年里,涉及屈服应力流体的研究工作在流变学和物理学领域出现了爆炸式增长,甚至到了有时显得陈腐的地步。屈服应力流体现在已被物理学家充分认识到是一种特殊的物质状态,并为此进行了广泛的研究。它们也因其卓越的机械性能而被用于快速增长的应用范围,特别是在生物工程、土木工程、食品加工等领域的增材制造或3D打印。这篇综述首先讨论了在屈服应力流体工程中可能被认为获得了足够知识的领域。这尤其包括通过实际测试或复杂方法对材料进行表征,使用简单的本构方程或更复杂的模型,包括流动模拟中各种细微的行为,预测屈服分散或聚集系统行为的基本流变物理框架,以及屈服应力流体中悬浮液的广泛实际情况。然而,似乎仍缺乏对具有重大影响的大领域的全面知识。这是特别的情况:一个相关的三维公式的本构方程来描述在许多应用中遇到的复杂流动,固体-液体转变的物理和机械特性,触变性的表征和描述,过渡到糊状材料,在“纯”固体的非常前沿。
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引用次数: 0
Phenomenological model for rheological characterization of magnetorheological fluids 磁流变流体流变特性的现象学模型
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-03-22 DOI: 10.1007/s00397-025-01486-y
Hiren Prajapati, Absar Lakdawala

Magnetorheological fluid converts into semisolid under the action of the magnetic field. Yield stress is the minimum external stress required to initiate the flow in the presence of a magnetic field. Predicting yield stress is vital for analyzing the performance of any MR application. Various yield stress models are available in the literature. However, they are valid for a particular composition of MRF or magnetic field strength range. Here, the yield stress model is derived using magnetostatics principles. Further, the characteristic magnetic field strength is used to introduce the non-linear magnetization of MRF. The Herschel-Bulkley model is used to present the post-yield nature of MRF flow. The constants of the proposed model are determined using the gradual reduced gradient method. They can predict shear stress with ± 10% accuracy irrespective of magnetic field strength zone.

磁流变流体在磁场作用下转化为半固体。屈服应力是在磁场作用下启动流体所需的最小外部应力。预测屈服应力对于分析任何MR应用的性能都是至关重要的。文献中有各种屈服应力模型。然而,它们对特定的磁流变函数组成或磁场强度范围有效。在这里,屈服应力模型是利用静磁原理推导出来的。进一步,利用特征磁场强度引入磁流变液的非线性磁化特性。采用Herschel-Bulkley模型来描述磁流变液的屈服后特性。采用渐降梯度法确定了模型的常数。无论磁场强度区如何,它们都能以±10%的精度预测剪切应力。
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引用次数: 0
Does the nonuniqueness of the discrete relaxation spectrum really matter? 离散松弛谱的非唯一性真的重要吗?
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-02-27 DOI: 10.1007/s00397-025-01485-z
Sachin Shanbhag

Unlike the continuous relaxation spectrum (CRS), discrete relaxation spectra (DRS) are nonunique. This means that the linear viscoelastic response of a material can be described by two or more distinct DRS. Constraints like parsimony and consistency help us to infer meaningful DRS, but are not sufficient to induce uniqueness as it is an inherent property of discretization. Using parsimonious DRS from two different programs (DISCRETE and pyReSpect) on data drawn from experiments, simulations, and theory, we demonstrate that nonuniqueness does not hinder the two most common applications of relaxation spectra, viz. characterization and interconversion. Furthermore, information for reconstructing the CRS underlying the data is embedded in the DRS. Therefore, for most practical considerations, we find that the nonuniqueness of the DRS does not matter.

与连续弛豫谱(CRS)不同,离散弛豫谱(DRS)是非唯一的。这意味着材料的线性粘弹性响应可以用两个或多个不同的DRS来描述。像简约性和一致性这样的约束帮助我们推断出有意义的DRS,但并不足以诱导出唯一性,因为它是离散化的固有属性。利用两个不同程序(DISCRETE和pyReSpect)对实验、模拟和理论数据的简化DRS,我们证明了非唯一性并不妨碍弛豫谱的两种最常见的应用,即表征和相互转换。此外,在DRS中嵌入了用于重建数据底层CRS的信息。因此,对于大多数实际考虑,我们发现DRS的非唯一性并不重要。
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引用次数: 0
Numerical modeling of fluid displacement in Hele-Shaw cells: a gap-averaged approach for power-law and Newtonian fluids Hele-Shaw细胞中流体位移的数值模拟:幂律和牛顿流体的间隙平均方法
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-02-18 DOI: 10.1007/s00397-025-01484-0
Yao Zhang, Knut Erik Teigen Giljarhus, Hans Joakim Skadsem, Benjamin Barrouillet

This work presents a physics-based two-dimensional model for simulating displacement flows of power-law fluids in Hele-Shaw cells. The model is derived by approximating fully developed velocity profiles across the gap-wise direction and averaging the mass and momentum conservation equations, resulting in a two-dimensional formulation that efficiently captures complex fluid dynamics. Implemented in OpenFOAM, this approach achieves computational speeds over 200 times faster than comparable 3D simulations, while preserving the accuracy of displacement dynamics. Validated against 3D DNS results and experimental data, this 2D model accurately replicates observed flow phenomena. Simulations of over 70 cases examined the effect of the ratio of friction pressure gradients (RFG) between fluid pairs on interface stability. Results show that RFGs below unity maintain a flat interface, while higher values induce viscous fingering. In cases with RFG closer to unity, a longer duct or extended displacement time is required for significant finger growth.

这项工作提出了一个基于物理的二维模型,用于模拟幂律流体在Hele-Shaw细胞中的位移流动。该模型是通过在间隙方向上近似完全开发的速度剖面,并平均质量和动量守恒方程推导出来的,从而得到一个有效捕获复杂流体动力学的二维公式。在OpenFOAM中实现,这种方法的计算速度比类似的3D模拟快200倍,同时保持位移动力学的准确性。通过对3D DNS结果和实验数据的验证,该2D模型准确地复制了观察到的流动现象。模拟了70多个案例,研究了流体对之间的摩擦压力梯度比(RFG)对界面稳定性的影响。结果表明,当数值小于1时,界面保持平坦,而数值大于1时,则会产生粘性指动。在RFG接近统一的情况下,需要更长的导管或延长位移时间才能使手指明显生长。
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引用次数: 0
Nonlinear shear and extensional rheology of entangled polystyrene solutions with linear and star styrene oligomeric solvents 带有线性和星形苯乙烯低聚物溶剂的缠结聚苯乙烯溶液的非线性剪切和拉伸流变学
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-02-07 DOI: 10.1007/s00397-025-01483-1
Teng Cui, Shuang Liu, Qian Huang

It has been reported that the length (molecular weight) of oligomeric solvents has a significant influence on nonlinear rheology of the corresponding polymer solutions. While different explanations, such as flow-induced reduction of monomeric friction or flow-induced phase separation, have been proposed, we show that the influence of oligomeric solvents on nonlinear shear and extensional rheology can be ignored when the length of the oligomers is long enough. We compared three polystyrene (PS) solutions, 600 k-4 k-50%, 600 k-10 k-50%, and 600 k-8a4k-50%, all containing the same weight fraction of the same long PS chains but different styrene oligomeric solvents. The first two contain linear oligomers with different length, while the last two contain oligomers with a similar span length but different molecular architectures (linear and star, respectively). All the solutions show identical nonlinear rheological behavior in startup shear and extensional flows until steady state, and also the same stress relaxation behavior after step shear strain.

据报道,低聚溶剂的长度(分子量)对相应聚合物溶液的非线性流变性有显著影响。虽然提出了不同的解释,如流动引起的单体摩擦减少或流动引起的相分离,但我们表明,当低聚物的长度足够长时,低聚溶剂对非线性剪切和拉伸流变的影响可以忽略。我们比较了600 k- 4k-50%、600 k- 10k -50%和600 k-8a4k-50%三种聚苯乙烯(PS)溶液,它们都含有相同长PS链的质量分数,但不同的苯乙烯低聚溶剂。前两种包含长度不同的线性低聚物,后两种包含跨度长度相似但分子结构不同的低聚物(分别为线性和星形)。所有解在启动剪切流和伸展流直至稳态时均表现出相同的非线性流变行为,且在阶跃剪切应变后均表现出相同的应力松弛行为。
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引用次数: 0
Nonlinear shear and elongational rheology study of MWCNTs enclosed multilayer systems 多层纳米碳纳米管封闭体系的非线性剪切和伸长流变学研究
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-02-01 DOI: 10.1007/s00397-025-01482-2
Jixiang Li, Abderrahim Maazouz, Khalid Lamnawar

The linear and nonlinear rheological behavior of filled polymers has been a research focus for decades. In this study, multi-walled carbon nanotubes (MWCNTs) were incorporated into a linear polypropylene (PPC) and co-extruded with a long-chain branched polypropylene (PPH) to form a multilayer system with a layered distribution of MWCNTs. The nonlinear shear and extensional rheological behaviors of the product films were then characterized in both machine direction (MD) and transverse direction (TD). Interestingly, the number of layers and layer thickness had a significant impact on rheological behavior. When fewer layers with thicker dimensions were present, strain hardening during extension was decreased in the filled system compared with the neat polymer multilayer system. Conversely, when the number of layers increased and the layer thickness decreased, strain hardening in the filled system was notably enhanced, particularly in the transverse direction (TD) during extensional rheology tests. This behavior is attributed to the PPC/MWCNTs layers were confined by the PPH layers effectively as the number of layers increased and layer thickness decreased close to or below the average length of the MWCNTs. In the multipliers, this confinement synergized with the extrusion flow, enhancing the orientation of MWCNTs in the machine direction (MD). In comparison with the multilayer systems composed of only LLDPE and MWCNTs, the neat LLDPE layer showed less impacts to the LLDPE/MWCNTs layer and the MWCNTs orientation. In addition, MWCNTs orientation effects to the elongational viscosities were more significant at lower Hencky strain rates. The enhancement of the MWCNTs orientation was further confirmed and studied by morphology analysis.

Graphical abstract

几十年来,填充聚合物的线性和非线性流变行为一直是研究的热点。本研究将多壁碳纳米管(MWCNTs)掺入线性聚丙烯(PPC)中,并与长链支化聚丙烯(PPH)共挤出,形成多层MWCNTs分层分布的体系。然后在机械方向(MD)和横向(TD)上表征了产品薄膜的非线性剪切和拉伸流变行为。有趣的是,层数和层厚对流变行为有显著影响。当填充体系的层数较少且尺寸较厚时,与整齐聚合物多层体系相比,填充体系在拉伸过程中的应变硬化程度有所降低。相反,随着层数的增加和层厚的减小,填充体系的应变硬化明显增强,特别是在拉伸流变试验中横向(TD)。这种行为归因于PPC/MWCNTs层被PPH层有效地约束,随着层数的增加和层厚的减小,PPC/MWCNTs层的平均长度接近或低于MWCNTs。在乘法器中,这种约束与挤压流协同作用,增强了MWCNTs在机械方向(MD)上的取向。与仅由LLDPE和MWCNTs组成的多层体系相比,整齐的LLDPE层对LLDPE/MWCNTs层和MWCNTs取向的影响较小。此外,在较低的Hencky应变速率下,MWCNTs取向对拉伸粘度的影响更为显著。通过形貌分析进一步证实和研究了MWCNTs取向的增强。图形抽象
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引用次数: 0
Instrument stiffness artifacts: avoiding bad data with operational limit lines of (G_{max }) and (E_{max }) 仪器刚度伪影:避免不良数据与(G_{max })和操作极限线 (E_{max })
IF 2.3 3区 工程技术 Q2 MECHANICS Pub Date : 2025-01-20 DOI: 10.1007/s00397-024-01481-9
Mohammad Tanver Hossain, Christopher W. Macosko, Gareth H. McKinley, Randy H. Ewoldt

We derive an operating limit line for the non-ideal artifacts caused by machine stiffness (instrument compliance) which causes measured apparent viscoelastic moduli to be systematically lower than the true values. The limit is represented as a maximum measurable apparent shear modulus (G_{max }), or tensile modulus (E_{max }), which can be shown explicitly on plots of viscoelastic moduli independent of the applied displacement, load, or frequency. Uncorrected data should be much lower than these limits. Corrected data can be above these limits and credible. These interpretations are supported by studying how correction equations can be re-written in terms of (G_{max }) or (E_{max }) and how error propagates in the corrections. We also show how the dynamic compliance representation leads to simpler corrections and how machine stiffness can be calibrated from apparent dynamic compliance measurements of a single sample at two different geometry conditions. Equations are provided for rotational rheometers as well as linear displacement dynamic mechanical analyzers. Used as an operational limit line, (G_{max }) or (E_{max }), the method can assess the credibility of data from others—even without access to their primary data of displacement, force, torque, or amount of correction, which are rarely reported. The method can also anticipate future issues before data are taken, e.g., to understand operational limits when selecting instruments and test geometries.

我们推导了由机器刚度(仪器顺应性)引起的非理想伪影的操作极限线,这种伪影导致测量的表观粘弹性模量系统性地低于真实值。极限表示为可测量的最大表观剪切模量(G_{max })或拉伸模量(E_{max }),它可以在与施加的位移、载荷或频率无关的粘弹性模量图上明确显示。未经校正的数据应远低于这些限值。修正后的数据可以高于这些限制,并且可信。通过研究如何用(G_{max })或(E_{max })重新编写修正方程以及误差如何在修正中传播,可以支持这些解释。我们还展示了动态柔度表示如何导致更简单的修正,以及如何从两种不同几何条件下单个样品的表观动态柔度测量来校准机器刚度。给出了旋转流变仪和线性位移动态力学分析仪的方程。作为操作限制线(G_{max })或(E_{max }),该方法可以评估其他人数据的可信度,即使没有获得他们的位移、力、扭矩或校正量的原始数据,这些数据很少被报道。该方法还可以在获取数据之前预测未来的问题,例如,在选择仪器和测试几何形状时了解操作限制。
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引用次数: 0
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Rheologica Acta
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