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Classification of battery slurry by flow signal processing via echo state network model 基于回波状态网络模型的流量信号处理对电池浆料的分类
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-07-03 DOI: 10.1007/s00397-023-01404-0
Seunghoon Kang, Howon Jin, Chan Hyeok Ahn, Jaewook Nam, Kyung Hyun Ahn

In this paper, we propose a novel method to classify battery slurries using echo state network (ESN) model with real-time pressure and flow rate signals during circulating channel flows. To collect the signal, a closed circuit flow system with a pump, pressure sensors, and flow rate sensors is installed. The slurries with different states are prepared by two methods: long-term circulation and dispersant content control. Sensor signals are collected while the slurries are flowing through the pipe system. The collected signals show distinctive chaotic fluctuating patterns for different slurries, which are assumed to reflect the states of the slurries. The hidden state of the ESN is generated from these collected data, which are then split into training and test data. Consequently, the ESN can effectively distinguish the slurries by the output (label). We also analyze the accuracy of the network, based on training time and output averaging time. This study demonstrates that the states of the slurries can be detected from the fluctuating flow signals. We argue that the manufacturing process of any complex fluid can be optimized with this approach.

本文提出了一种基于回声状态网络(ESN)模型的电池浆液分类新方法,该模型具有循环通道流动过程中的实时压力和流量信号。为了收集信号,安装了一个带有泵、压力传感器和流量传感器的闭环流量系统。采用长期循环和分散剂含量控制两种方法制备不同状态的浆料。当浆料流经管道系统时,采集传感器信号。收集到的信号在不同的浆料中表现出不同的混沌波动模式,这可以反映浆料的状态。从这些收集的数据中生成ESN的隐藏状态,然后将其分为训练数据和测试数据。因此,ESN可以通过输出(标签)有效地区分浆料。我们还分析了基于训练时间和输出平均时间的网络的准确性。研究表明,可以从波动流信号中检测浆料的状态。我们认为,任何复杂流体的制造过程都可以通过这种方法进行优化。
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引用次数: 1
Physiology-based parameterization of human blood steady shear rheology via machine learning: a hemostatistics contribution 基于生理的人类血液稳态剪切流变参数化的机器学习:血液统计学的贡献
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-06-27 DOI: 10.1007/s00397-023-01402-2
Sean Farrington, Soham Jariwala, Matt Armstrong, Ethan Nigro, Norman J. Wagner, Antony N. Beris

Hemorheology is the study of blood flow and the mechanical stresses and kinematics involved. The Casson constitutive equation is a popular and simple model used to describe the steady shear rheology of blood, with only two parameters that specify an infinite shear viscosity and a yield stress that depend on blood physiology. Previous literature has identified hematocrit and fibrinogen concentration as the two most important physiological factors that affect blood flow, but previous parameterizations of the Casson model may not be reliable due to the use of non-standardized data sets. This study uses machine learning and the largest standardized dataset to improve the parameterization of the Casson model with respect to hematocrit and fibrinogen concentration for healthy individuals. The study also employs machine learning to identify a potential additional factor, the mean corpuscular hemoglobin (MCH), that may affect blood rheology. The proposed approach demonstrates the potential for machine learning to improve the connection between physiology and blood rheology with possible implications in cardiovascular diagnostics.

血液流变学是研究血液流动及其所涉及的机械应力和运动学。Casson本构方程是一种流行而简单的模型,用于描述血液的稳定剪切流变,只有两个参数指定无限剪切粘度和屈服应力取决于血液生理学。先前的文献已经确定红细胞压积和纤维蛋白原浓度是影响血流的两个最重要的生理因素,但由于使用非标准化的数据集,Casson模型的先前参数化可能不可靠。本研究使用机器学习和最大的标准化数据集来改进健康个体关于红细胞压积和纤维蛋白原浓度的Casson模型的参数化。该研究还使用机器学习来识别可能影响血液流变学的潜在附加因素,即平均红细胞血红蛋白(MCH)。提出的方法证明了机器学习在改善生理学和血液流变学之间的联系方面的潜力,并可能对心血管诊断产生影响。
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引用次数: 2
Influence of carboxymethyl cellulose solutions on rheological properties of Laponite dispersions 羧甲基纤维素溶液对拉脱石分散体流变性能的影响
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-06-15 DOI: 10.1007/s00397-023-01401-3
Ingri Julieth Mancilla Corzo, Jéssica Heline Lopes da Fonsêca, Marcos Akira d’Ávila

Rheological analysis is an important tool to investigate the structural characteristics of materials widely used in the biomedical field, such as polymer solutions, colloids, and hydrogels. In this work, we studied the rheological properties of a colloidal system composed of carboxymethyl cellulose (CMC) and Laponite, both biocompatible materials. Rheological properties of CMC/Laponite aqueous dispersions are influenced by electrostatic interactions and hydrogen bonds between the silanol (Si–O) groups of Laponite and hydroxyl (-OH) of CMC. It was found that the effect of Laponite rheological behavior is strongly affected by CMC concentration, resulting in weak or strong gels. Adding CMC reinforces the blended network, increasing the storage (left({G}^{^{prime}}right)) and loss (left(G''right)) moduli, as well as viscosity. CMC/Laponite gels presented strong shear-thinning and thixotropy due to structural rearrangements when subjected to shear stresses. Moreover, time sweep tests revealed that adding CMC inhibited Laponite aging.

Graphical Abstract

流变分析是研究高分子溶液、胶体和水凝胶等广泛应用于生物医学领域的材料结构特性的重要工具。在这项工作中,我们研究了由羧甲基纤维素(CMC)和拉脱石组成的胶体体系的流变性能,这两种材料都是生物相容性材料。静电相互作用和拉脱石硅醇(Si-O)基团与CMC羟基(-OH)之间的氢键影响了CMC/拉脱石水性分散体的流变性能。研究发现,CMC浓度对拉脱石流变行为的影响很大,形成了弱凝胶或强凝胶。加入CMC增强了混合网络,增加了储存(left({G}^{^{prime}}right))和损失(left(G''right))模量,以及粘度。在剪切应力作用下,CMC/拉脱土凝胶由于结构重排而表现出强烈的剪切变薄和触变性。此外,时间扫描试验表明,加入CMC可以抑制拉脱石的老化。图形摘要
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引用次数: 1
Role of shear thinning in the flow of polymer solutions around a sharp bend 剪切变薄在聚合物溶液绕急弯流动中的作用
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-06-12 DOI: 10.1007/s00397-023-01399-8
Kimberlee S. M. Keithley, Jacob Palmerio, Hector A. Escobedo IV, Jordyn Bartlett, Henry Huang, Larry A. Villasmil, Michael Cromer

In flows with re-entrant corners, polymeric fluids can exhibit a recirculation region along the wall upstream from the corner. In general, the formation of these vortices is controlled by both the extensional and shear rheology of the material. More importantly, these regions can only form for sufficiently elastic fluids and are often called “lip vortices”. These elastic lip vortices have been observed in the flows of complex fluids in geometries with sharp bends. In this work, we characterize the roles played by elasticity and shear thinning in the formation of the lip vortices. Simulations of the Newtonian, Bird-Carreau, and Oldroyd-B models reveal that elasticity is a necessary element. A systematic study of the White-Metzner, finitely extensible non-linear elastic (FENE-P), Giesekus and Rolie-Poly models shows that the onset and size of the elastic lip vortex is governed by a combination of both the degree of shear thinning and the critical shear rate at which the thinning begins.

(left) Contour plots of velocity magnitude for the FENE-P model showing the decrease in size of the elastic lip vortex as maximum extensibility decreases. (right) Length of the elastic vortex as a function of a modified Carreau number showing a modelindependent effect of the degree and onset of shear thinning.

在具有可重新进入弯道的流体中,聚合物流体可以在弯道上游沿壁面出现再循环区域。一般来说,这些涡旋的形成是由材料的拉伸和剪切流变控制的。更重要的是,这些区域只能在足够弹性的流体中形成,通常被称为“唇涡”。这些弹性唇涡已在具有急转弯几何形状的复杂流体流动中观察到。在这项工作中,我们描述了弹性和剪切变薄在唇涡形成中的作用。对牛顿、伯德-卡罗和奥尔德罗伊德- b模型的模拟表明,弹性是一个必要的因素。对White-Metzner、有限可扩展非线性弹性(FENE-P)、Giesekus和Rolie-Poly模型的系统研究表明,弹性唇涡的开始和大小是由剪切变薄程度和变薄开始时的临界剪切速率共同决定的。(左)FENE-P模型的速度大小等高线图显示,弹性唇涡的大小随着最大可扩展性的减小而减小。(右)弹性涡的长度作为一个修正的carcarau数的函数,显示剪切变薄的程度和开始与模型无关的影响。
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引用次数: 0
SLE3S-water system: a linear rheological characterisation sle3s -水体系:线性流变学表征
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-06-08 DOI: 10.1007/s00397-023-01398-9
Rosalia Ferraro, Sergio Caserta

Surfactant-water mixtures display a complex rheological behaviour, with changes in parameters such as viscosity and moduli of several orders of magnitude as a consequence of phase changes, depending on their concentration and temperature: this criticism heavily affects different industrial processes. In our work, linear rheological behaviour of aqueous mixtures of a commercial anionic surfactant, sodium lauryl ether sulphate, is investigated in a range of temperature (30–60 °C) and surfactant concentration (20–72%wt) of technological relevance. Four phases with different texture are identified by polarised light microscopy: micellar, hexagonal, cubic and lamellar, all showing a shear-thinning behaviour. Rheological parameters of cubic phase show a net jump in a relatively narrow temperature range, suggesting a temperature-induced phase change. The systematic analysis of the rheological behaviour of this widely used surfactant system, reported here for the first time, can be of fundamental support for many industrial applications.

Graphical Abstract

表面活性剂-水混合物表现出复杂的流变行为,根据它们的浓度和温度,随着相的变化,粘度和模量等参数会发生几个数量级的变化:这一批评严重影响了不同的工业过程。在我们的工作中,研究了商业阴离子表面活性剂十二烷基醚硫酸钠的水混合物在温度(30-60°C)和表面活性剂浓度(20-72%wt)的技术相关范围内的线性流变行为。偏振光显微镜鉴定出胶束、六边形、立方和片层四种不同结构的相,均表现出剪切减薄行为。在相对较窄的温度范围内,立方相流变参数呈现净跳变,表明相变是由温度引起的。本文首次报道了对这种广泛使用的表面活性剂体系流变行为的系统分析,可以为许多工业应用提供基础支持。图形抽象
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引用次数: 0
Fracture in elongational flow of two low-density polyethylene melts 两种低密度聚乙烯熔体的拉伸断裂
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-06-06 DOI: 10.1007/s00397-023-01392-1
Leslie Poh, Qi Wu, Zhengbin Pan, Manfred H. Wagner, Esmaeil Narimissa

Samples of two commercial low-density polyethylene melts were investigated with respect to their fracture behavior in controlled uniaxial extensional flow at constant strain rate in a filament stretching rheometer. In order to assess the possible influence of grain boundaries on fracture, the samples were prepared by three different types of pre-treatment: by compression molding of (1) virgin pellets used as received, (2) pellets homogenized in a twin-screw extruder, and (3) pellets that were milled into powder by cryogenic grinding under liquid nitrogen. The elongational stress growth data were analyzed by the Extended Hierarchical Multi-mode Molecular Stress Function (EHMMSF) model developed by Wagner et al. (Rheol. Acta 61, 281-298 (2022)) for long-chain branched (LCB) polymer melts. The EHMMSF model quantifies the elongational stress growth including the maximum in the elongational viscosity of LDPE melts based solely on the linear-viscoelastic relaxation spectrum and two nonlinear material parameters, the dilution modulus GD and a characteristic stretch parameter ({overline{lambda}}_m). Within experimental accuracy, model predictions are in excellent agreement with the elongational stress growth data of the two LDPE melts, independent of the preparation method used. At sufficiently high strain rates, the fracture of the polymer filaments was observed and is in general accordance with the entropic fracture criterion implemented in the EHMMSF model. High-speed videography reveals that fracture is preceded by parabolic crack opening, which is characteristic for elastic fracture and which has been observed earlier in filament stretching of monodisperse polystyrene solutions. Here, for the first time, we demonstrate the appearance of a parabolic crack opening in the fracture process of polydisperse long-chain branched polyethylene melts.

在长丝拉伸流变仪中研究了两种商用低密度聚乙烯熔体在恒定应变速率下受控单轴拉伸流中的断裂行为。为了评估晶界对断裂的可能影响,样品的制备采用了三种不同的预处理方式:将(1)未加工的球团作为接收物,(2)在双螺杆挤出机中均质,(3)球团在液氮下低温研磨成粉末。利用Wagner等人(Rheol.)开发的扩展分层多模分子应力函数(EHMMSF)模型分析拉伸应力增长数据。长链支链(LCB)聚合物熔体的研究[j] .高分子学报,61,281-298(2022)。EHMMSF模型仅基于线性粘弹性松弛谱和两个非线性材料参数(稀释模量GD和特征拉伸参数({overline{lambda}}_m))来量化LDPE熔体的伸长应力增长,包括伸长粘度的最大值。在实验精度范围内,模型预测与两种LDPE熔体的伸长应力增长数据非常吻合,与所使用的制备方法无关。在足够高的应变速率下,观察到聚合物细丝的断裂,并且通常符合EHMMSF模型中实现的熵断裂准则。高速摄像显示,断裂前出现抛物线状裂缝,这是弹性断裂的特征,在单分散聚苯乙烯溶液的长丝拉伸中已经观察到。本文首次证明了多分散长链支化聚乙烯熔体在断裂过程中出现抛物线状裂纹。
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引用次数: 2
Rheology of non-Brownian suspensions: a rough contact story 非布朗悬浮液的流变学:一个粗糙的接触故事
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-06-02 DOI: 10.1007/s00397-023-01394-z
Elisabeth Lemaire, Frédéric Blanc, Cyrille Claudet, Stany Gallier, Laurent Lobry, François Peters

This paper presents a compilation of experimental and numerical results that both show that particles in a suspension under shear flow come into contact through surface roughness. Accounting for those frictional contacts captures well the measured viscosity values as well as the shear-thinning observed in many concentrated non-Brownian suspensions. More specifically, the precise analysis of the asymmetric microstructure of the suspension clearly shows the role played by surface asperities in the interparticle contact. Numerical simulation results are then recalled and show the major impact of solid friction between particles on the viscosity. It is then pointed out that shear reversal experiments are a good way to assess this impact and to deduce useful information on the frictional properties of contacts. Finally, when considering together contacts via asperities and the close link between friction and rheology, a natural explanation for the shear-thinning observed in most suspensions can be proposed. According to it, as the shear stress increases, the friction coefficient decreases which leads to a viscosity decrease. This scenario first implemented in numerical simulations is verified experimentally through coupled AFM and rheometry measurements.

The asymmetry of the shear-induced microstructure of non-Brownian and non-colloidal suspensions reflects the presence of solid contacts between particles, enabled by the surface asperities of the particles. The peculiar characteristics of these asperity contacts open the way to explain the shear-thinning observed for many suspensions by a decrease in the friction coefficient with increasing shear stress.

本文介绍了实验和数值结果的汇编,两者都表明,颗粒在剪切流下的悬浮液是通过表面粗糙度接触的。考虑到这些摩擦接触,可以很好地捕捉到测量的粘度值,以及在许多浓缩的非布朗悬浮液中观察到的剪切变薄。更具体地说,对悬浮液不对称微观结构的精确分析清楚地表明,表面凹凸不平在颗粒间接触中所起的作用。然后回顾了数值模拟结果,并显示了颗粒之间的固体摩擦对粘度的主要影响。然后指出,剪切反转实验是评估这种影响和推断有关接触摩擦特性的有用信息的好方法。最后,当考虑到通过粗糙度的接触以及摩擦和流变学之间的密切联系时,可以提出在大多数悬浮液中观察到的剪切变薄的自然解释。根据该公式,随着剪切应力的增大,摩擦系数减小,导致黏度减小。这种情况首先在数值模拟中实现,并通过耦合AFM和流变测量进行了实验验证。非布朗和非胶体悬浮液的剪切诱导微观结构的不对称性反映了颗粒之间存在固体接触,这是由颗粒表面的凹凸不平造成的。这些粗糙接触的特殊特性为解释在许多悬浮液中观察到的剪切变薄现象开辟了道路,这种现象是由于剪切应力增加而摩擦系数降低。
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引用次数: 2
Large amplitude oscillatory shear of doughs, based on different flours, modeled using the fractional K-BKZ framework 基于不同面粉的面团的大振幅振荡剪切,使用分数K-BKZ框架建模
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-05-15 DOI: 10.1007/s00397-023-01395-y
Abdulwahab S. Almusallam, Isameldeen E. Daffallah, Jiwan S. Sidhu

In this work, we investigate the large amplitude oscillatory shear (LAOS) behavior of white-wheat, wholegrain-wheat and chickpea flour doughs experimentally and theoretically. In order to accurately model the LAOS behavior of those doughs, it was important to study their linear viscoelastic as well as stress relaxation behaviors. We analyzed the linear viscoelastic behavior theoretically through the single spring-pot model, the fractional Maxwell model (FMM) and the fractional Kelvin-Voigt model. We found that the FMM is best suited to describe the LVE of the doughs we investigated. The damping function form was chosen based on stress relaxation and strain sweep experiments. We found that the Soskey-Winter (SW) equation is suitable for accurately describing the damping behavior of doughs. The LAOS experimental results were obtained at a set of strain amplitude and frequency values to build the Lissajous-Bowditch curves in Pipkin space. We modeled the LAOS stress response using the Kay-Bernstein Kearsley and Zapas (K-BKZ) model coupled with the FMM and SW models. The SW parameters were optimized for each dough by fitting the LAOS Lissajous-Bowditch curves in Pipkin space. The obtained fits to LAOS stress response were very good and illustrate that the FMM-SW-K-BKZ model provides an excellent description of the LAOS behavior of the different variety of doughs examined in this work. Moreover, the study shows that LAOS Lissajous-Bowditch curves provide characteristically different shapes for wheat and chickpea flour doughs.

在这项工作中,我们研究了白小麦,全麦小麦和鹰嘴豆面粉面团的大振幅振荡剪切(老挝)行为的实验和理论。为了准确地模拟这些面团的老挝行为,研究它们的线性粘弹性和应力松弛行为是很重要的。通过单弹簧罐模型、分数阶Maxwell模型(FMM)和分数阶Kelvin-Voigt模型对其线性粘弹性行为进行了理论分析。我们发现FMM最适合描述我们所研究的面团的生命周期。通过应力松弛和应变扫描实验,选择了阻尼函数形式。我们发现Soskey-Winter (SW)方程适合于准确描述面团的阻尼行为。在Pipkin空间建立Lissajous-Bowditch曲线时,在一组应变幅值和频率值下得到LAOS实验结果。我们使用Kay-Bernstein Kearsley和Zapas (K-BKZ)模型结合FMM和SW模型对老挝应力响应进行建模。通过在Pipkin空间拟合老挝Lissajous-Bowditch曲线,对每个面团的SW参数进行优化。结果表明,FMM-SW-K-BKZ模型能很好地描述本研究中不同品种面团的受力特性。此外,研究表明,老挝Lissajous-Bowditch曲线为小麦和鹰嘴豆面粉面团提供了特征不同的形状。
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引用次数: 1
Thixotropic yielding behavior of MLPS colloidal suspension MLPS胶体悬浮液的触变屈服行为
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-05-08 DOI: 10.1007/s00397-023-01396-x
Yixuan Hou, Zhao Jin, Xinzhe Que, Dongdong Yuan, Yonggang Lin, Mingquan Yu, Yongchao Zhou, Yiping Zhang

The colloidal suspension of magnesium lithium phyllosilicate (MLPS), a synthetic clay that shows complex rheological behaviors, is a promising analogue for natural soft clay. The significant thixotropy of MLPS colloidal suspension controls the solid-liquid transition and affects the application of the material. In this work, the thixotropic yielding behaviors of MLPS with concentrations of 3, 4, 5, and 6 wt% were investigated utilizing rheological testing methods. The static and dynamic yield stresses measured by different methods were analyzed and compared. The flow curves of shear rate ramp tests show inapplicability in determining yield stresses due to shear banding, while the yield stresses obtained by shear stress ramp and oscillatory shear tests exhibit satisfactory consistency. Coupled with a structural kinetics equation, a thixotropic visco-plastic model incorporating static and dynamic yield stress was established to describe the thixotropic yielding behavior of MLPS suspension. The model parameters were conveniently determined via shear ramp tests and step change in shear rate tests with good fitting performance, and the concentration-dependent characteristics of the parameters were also discussed. Based on model prediction and experimental results, the interactions between shear stress, shear rate, and microstructure were analyzed in steady and transient states.

层状硅酸镁锂(MLPS)胶体悬浮液是一种具有复杂流变行为的合成粘土,是一种很有前途的天然软粘土类似物。MLPS胶体悬浮液明显的触变性控制了材料的固液转变,影响了材料的应用。在这项工作中,利用流变学测试方法研究了浓度为3,4,5,6 wt%的MLPS的触变屈服行为。对不同方法测得的静态屈服应力和动态屈服应力进行了分析比较。由于剪切带的存在,剪切速率斜坡试验的流变曲线在确定屈服应力时不适用,而剪切速率斜坡试验和振荡剪切试验得到的屈服应力具有较好的一致性。结合结构动力学方程,建立了包含静态和动态屈服应力的触变粘塑性模型,描述了MLPS悬浮液的触变屈服行为。通过剪切斜坡试验和剪切速率阶跃试验方便地确定模型参数,具有良好的拟合性能,并讨论了参数的浓度依赖性。基于模型预测和实验结果,分析了稳态和瞬态剪切应力、剪切速率和微观结构之间的相互作用。
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引用次数: 0
Modeling elongational viscosity and brittle fracture of 10 polystyrene Pom-Poms by the hierarchical molecular stress function model 用层次分子应力函数模型模拟10种聚苯乙烯绒球的伸长黏度和脆性断裂
IF 2.3 3区 工程技术 Q2 Engineering Pub Date : 2023-04-05 DOI: 10.1007/s00397-023-01393-0
Valerian Hirschberg, Max G. Schußmann, Marie-Christin Röpert, Manfred Wilhelm, Manfred H. Wagner

A Pom-Pom polymer with qa side chains of molecular weight Mw,a at both ends of a backbone chain of molecular weight Mw,b is the simplest branched polymer topology. Ten nearly monodisperse polystyrene Pom-Pom systems synthesized via an optimized anionic polymerization and a grafting-onto method with Mw,b of 100 to 400 kg/mol, Mw,a of 9 to 50 kg/mol, and qa between 9 and 22 are considered. We analyze the elongational rheology of the Pom-Poms by use of the hierarchical multi-mode molecular stress function (HMMSF) model, which has been shown to predict the elongational viscosity of linear and long-chain branched (LCB) polymer melts based exclusively on the linear-viscoelastic characterization and a single material parameter, the so-called dilution modulus GD. For the Pom-Poms considered here, we show that GD can be identified with the plateau modulus ({G}_{N}^{0}={G}_{D}), and the modeling of the elongational viscosity of the Pom-Poms does therefore not require any fitting parameter but is fully determined by the linear-viscoelastic characterization of the melts. Due to the high strain hardening of the Pom-Poms, brittle fracture is observed at higher strains and strain rates, which is well described by the entropic fracture criterion.

Graphical abstract

具有qa个分子量为Mw的侧链,A个分子量为Mw的主链两端,b个分子量为Mw的支链聚合物是最简单的支链聚合物拓扑结构。采用优化的阴离子聚合和接枝法制备了10个接近单分散的聚苯乙烯Pom-Pom体系,其分子量为100 ~ 400 kg/mol,分子量为9 ~ 50 kg/mol,分子量为9 ~ 22。我们使用分层多模分子应力函数(HMMSF)模型分析了pomm - poms的伸长流变学,该模型已被证明可以预测线性和长链支化(LCB)聚合物熔体的伸长粘度,该模型完全基于线性粘弹性表征和单一材料参数,即所谓的稀释模量GD。对于这里考虑的Pom-Poms,我们表明GD可以用平台模量({G}_{N}^{0}={G}_{D})来识别,因此Pom-Poms的伸长粘度建模不需要任何拟合参数,而是完全由熔体的线性粘弹性特性决定。由于pomo - pom的高应变硬化性,在较高应变和应变速率下发生脆性断裂,这可以用熵断裂准则很好地描述。图形摘要
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引用次数: 2
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Rheologica Acta
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