Hurst analysis via multi-scale resolution to diagnose flow regimes in gas–solid micro-fluidized beds

IF 4.2 2区 工程技术 Q2 ENGINEERING, CHEMICAL Advanced Powder Technology Pub Date : 2025-03-01 Epub Date: 2025-01-31 DOI:10.1016/j.apt.2025.104805
Yanjun Li , Xue Li , Yupeng Du , Likun Ma
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Abstract

Micro-fluidized beds (MFBs) with an ultra-fast energy transmission rate and high wall flux have recently attracted considerable interest. The hydrodynamic behavior in the MFBs has been demonstrated to deviate from the ones in the laboratory-scale fluidized beds (LFBs) because of the prominent wall effect. In order to understand the influence of the wall effect on flow regime transformation, a comprehensive experimental analysis, considering the effects of bed diameter, static bed height, and the properties of particles, was conducted using pressure drop data and visualization images. A new Hurst analysis, combined with a multi-scale resolution methodology, has been established to diagnose flow regimes, which successfully reflected the bubble characteristics of the fluidization system on the meso-scale. A generalized flow regime diagram was proposed based on the analysis of experimental data, and the influence of key factors on the velocity of flow pattern transformation was further investigated. On this basis, in the absence of preset function forms, the data-driven symbolic regression method was used to simultaneously search for the equation form and various parameters of the prediction correlation, and an empirical correlation formula for predicting the transformation of each flow pattern was automatically generated with excellent predictability. It is believed that this work is helpful for selecting desired fluidization conditions in practical applications, and this methodology can be expanded to the analysis of other complex systems with multi-scale characteristics.

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基于多尺度分辨率的赫斯特分析诊断气固微流化床流态
微流化床以其超快的能量传输速率和高的壁面通量近年来引起了人们的广泛关注。由于明显的壁面效应,流化床的流体力学行为与实验室规模的流化床(lfb)有所不同。为了了解壁面效应对流型转变的影响,利用压降数据和可视化图像,综合考虑床层直径、静态床层高度和颗粒性质的影响,进行了实验分析。建立了一种新的Hurst分析方法,结合多尺度分辨率方法来诊断流态,成功地反映了中尺度流化系统的气泡特征。在分析实验数据的基础上,提出了一种广义流型图,并进一步研究了关键因素对流型转换速度的影响。在此基础上,在没有预设函数形式的情况下,采用数据驱动的符号回归方法,同时搜索预测关联的方程形式和各参数,自动生成预测各流型转换的经验关联公式,具有良好的可预测性。本文的工作有助于在实际应用中选择理想的流化条件,并可推广到其他具有多尺度特征的复杂系统的分析中。
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来源期刊
Advanced Powder Technology
Advanced Powder Technology 工程技术-工程:化工
CiteScore
9.50
自引率
7.70%
发文量
424
审稿时长
55 days
期刊介绍: The aim of Advanced Powder Technology is to meet the demand for an international journal that integrates all aspects of science and technology research on powder and particulate materials. The journal fulfills this purpose by publishing original research papers, rapid communications, reviews, and translated articles by prominent researchers worldwide. The editorial work of Advanced Powder Technology, which was founded as the International Journal of the Society of Powder Technology, Japan, is now shared by distinguished board members, who operate in a unique framework designed to respond to the increasing global demand for articles on not only powder and particles, but also on various materials produced from them. Advanced Powder Technology covers various areas, but a discussion of powder and particles is required in articles. Topics include: Production of powder and particulate materials in gases and liquids(nanoparticles, fine ceramics, pharmaceuticals, novel functional materials, etc.); Aerosol and colloidal processing; Powder and particle characterization; Dynamics and phenomena; Calculation and simulation (CFD, DEM, Monte Carlo method, population balance, etc.); Measurement and control of powder processes; Particle modification; Comminution; Powder handling and operations (storage, transport, granulation, separation, fluidization, etc.)
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