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分析可变式混合器中高粘性聚合物悬浮液的均匀性。

Analyzing Homogeneity of Highly Viscous Polymer Suspensions in Change Can Mixers.

作者信息

Larsen Michael Roland, Holmen Olofsson Erik Tomas, Spangenberg Jon

机构信息

Department of Civil and Mechanical Engineering, Technical University of Denmark, 2800 Kongens Lyngby, Denmark.

Dansac A/S, 3480 Fredensborg, Denmark.

出版信息

Polymers (Basel). 2024 Sep 23;16(18):2675. doi: 10.3390/polym16182675.

Abstract

The mixing of highly viscous non-Newtonian suspensions is a critical process in various industrial applications. This computational fluid dynamics (CFD) study presents an in-depth analysis of non-isothermal mixing performance in change can mixers. The aim of the study was to identify parameters that significantly influence both distributive and dispersive mixing in these mixers, which are essential for optimizing industrial mixing processes. The study employed a numerical design of experiments (DOE) approach to identify the parameters that most significantly influence both distributive and dispersive mixing, as measured by the Kramer mixing index (MKramer) and the Ica Manas-Zloczower mixing index λMZ¯. The investigated parameters included mixing time, number of arms, arm size ratio, revolutions per minute (RPM), z-axis rotation, z-axis movement, and initial and mixing temperatures. The methodology involved employing the bootstrap forest algorithm for predicting the mixing indices, achieving an R2 of 0.949 for MKramer and an R2 of 0.836 for λMZ¯. The results indicate that the z-axis rotation has the greatest impact on both distributive and dispersive mixing. An increased number of arms negatively impacted λMZ, but had a small positive effect on MKramer. Surprisingly, in this study, neither the initial temperature of the material nor the mixing temperature significantly impacted the mixing performance. These findings highlight the relative importance of operational parameters over traditional temperature factors and provide a new perspective on mixing science.

摘要

高粘性非牛顿悬浮液的混合是各种工业应用中的关键过程。这项计算流体动力学(CFD)研究深入分析了变径混合器中的非等温混合性能。该研究的目的是确定对这些混合器中的分布混合和分散混合有显著影响的参数,这对于优化工业混合过程至关重要。该研究采用数值实验设计(DOE)方法来确定对分布混合和分散混合影响最显著的参数,通过克莱默混合指数(MKramer)和伊卡·马纳斯 - 兹洛乔弗混合指数λMZ¯来衡量。研究的参数包括混合时间、桨叶数量、桨叶尺寸比、每分钟转数(RPM)、z轴旋转、z轴移动以及初始温度和混合温度。该方法涉及使用自助森林算法预测混合指数,MKramer的R2为0.949,λMZ¯的R2为0.836。结果表明,z轴旋转对分布混合和分散混合的影响最大。桨叶数量增加对λMZ有负面影响,但对MKramer有小的正面影响。令人惊讶的是,在本研究中,材料的初始温度和混合温度均未对混合性能产生显著影响。这些发现突出了操作参数相对于传统温度因素的相对重要性,并为混合科学提供了新的视角。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d356/11436012/7188f53b5f65/polymers-16-02675-g001.jpg

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