Competition analysis of grain flow versus clogging by means of information theory

IF 2.4 3区 工程技术 Granular Matter Pub Date : 2024-07-24 DOI:10.1007/s10035-024-01448-w
R. Caitano, A. J. Ramirez-Pastor, E. E. Vogel, G. Saravia
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Abstract

The different flow regimes in a two-dimensional silo with a vibrated base are studied in terms of the usual statistical techniques and information theory. The passage of granular material through the mouth of the silo is analyzed by real-time analysis of images captured by a standard video camera. The brightness of these images is measured and recorded at very small time intervals (100 frames per second). The experiment is repeated for different values of the vibration intensity. Data recognizer wlzip directly treats the resulting b(t) files (brightness time series) based on data compressor techniques, yielding the information content measured by the mutability \(\mu\) function.\(\mu\) has not previously been considered as part of the conventional treatment of flow in granular media. The results obtained here clearly demonstrate the usefulness of mutability as a tool for distinguishing between different flowing regimes directly from the brightness sequence, with no manipulation of the series. This shows that information theory techniques can provide a complementary description of the discharge of granular materials and its control through data compression algorithms.

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利用信息论分析谷物流动与堵塞的竞争关系
摘要 通过常用的统计技术和信息论研究了带有振动底座的二维筒仓中的不同流动状态。通过对标准摄像机捕获的图像进行实时分析,对颗粒物料通过筒仓口的情况进行了分析。这些图像的亮度以很小的时间间隔(每秒 100 帧)进行测量和记录。针对不同的振动强度值重复进行实验。数据识别器 wlzip 基于数据压缩技术直接处理生成的 b(t) 文件(亮度时间序列),生成由突变函数 \(\mu\) 度量的信息内容。这里得到的结果清楚地证明了可变性作为一种工具的有用性,它可以直接从亮度序列中区分不同的流动状态,而无需对序列进行处理。这表明,信息论技术可以通过数据压缩算法对颗粒材料的放电及其控制提供补充描述。
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来源期刊
Granular Matter
Granular Matter MATERIALS SCIENCE, MULTIDISCIPLINARY-MECHANICS
CiteScore
4.30
自引率
8.30%
发文量
95
期刊介绍: Although many phenomena observed in granular materials are still not yet fully understood, important contributions have been made to further our understanding using modern tools from statistical mechanics, micro-mechanics, and computational science. These modern tools apply to disordered systems, phase transitions, instabilities or intermittent behavior and the performance of discrete particle simulations. >> Until now, however, many of these results were only to be found scattered throughout the literature. Physicists are often unaware of the theories and results published by engineers or other fields - and vice versa. The journal Granular Matter thus serves as an interdisciplinary platform of communication among researchers of various disciplines who are involved in the basic research on granular media. It helps to establish a common language and gather articles under one single roof that up to now have been spread over many journals in a variety of fields. Notwithstanding, highly applied or technical work is beyond the scope of this journal.
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