Mechanical blending and microscopic image processing for evaluating homogeneity in nano- and micron-sized powder mixtures

IF 4.5 2区 工程技术 Q2 ENGINEERING, CHEMICAL
Ella L. Dzidziguri , Andrey A. Vasilev , Roman A. Vakhrushev , Konstantin N. Krestnikov , Evgeny A. Kolesnikov , Sergey A. Eremin , Leonid V. Fedorenko
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引用次数: 0

Abstract

This paper presents the results of mechanically blending AlSi10Mg micropowder with Co3O4 nanoparticles, resulting in the formation of a nanoparticle coating on the surface of the coarse particles. An automated computer program was developed using Python's OpenCV library to process EDX elemental mapping images and evaluate the homogeneity of a mixture of nano- and micron-sized powders through surface analysis of sample images. The proposed methodology employs Otsu's thresholding technique to segment images into regions of interest and calculates quantitative data on the areas occupied by micron- and nanoscale components, which are key indicators for assessing powder mixture homogeneity. The developed technique is cost-effective and demonstrated its efficacy in measuring the homogeneity distribution of nanoparticles within a micropowder using a set of microscopy images. The only requirement for the method's applicability is a difference in the elemental composition of the powders. In this work, the homogeneity of micron-sized AlSi10Mg powder mixed with varying concentrations of cobalt oxide nanoparticles was analyzed using the processing of elemental mapping images. The results showed that 8 h of blending in a planetary ball mill with grinding balls was sufficient to achieve a homogeneous powder mixture.

Abstract Image

用于评价纳米和微米级粉末混合物均匀性的机械混合和显微图像处理
本文介绍了AlSi10Mg微粉与Co3O4纳米颗粒机械混合的结果,结果在粗颗粒表面形成纳米颗粒涂层。使用Python的OpenCV库开发了一个自动计算机程序来处理EDX元素映射图像,并通过对样品图像的表面分析来评估纳米和微米尺寸粉末混合物的均匀性。该方法采用Otsu的阈值分割技术将图像分割成感兴趣的区域,并计算微米和纳米级成分所占区域的定量数据,这是评估粉末混合物均匀性的关键指标。所开发的技术具有成本效益,并且在使用一组显微镜图像测量微粉内纳米颗粒均匀分布方面证明了其有效性。对该方法适用性的唯一要求是粉末元素组成的不同。在这项工作中,利用元素映射图像的处理,分析了混合不同浓度氧化钴纳米颗粒的微米级AlSi10Mg粉末的均匀性。结果表明,在行星球磨机中与磨球共混8h即可得到均匀的粉末混合物。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Powder Technology
Powder Technology 工程技术-工程:化工
CiteScore
9.90
自引率
15.40%
发文量
1047
审稿时长
46 days
期刊介绍: Powder Technology is an International Journal on the Science and Technology of Wet and Dry Particulate Systems. Powder Technology publishes papers on all aspects of the formation of particles and their characterisation and on the study of systems containing particulate solids. No limitation is imposed on the size of the particles, which may range from nanometre scale, as in pigments or aerosols, to that of mined or quarried materials. The following list of topics is not intended to be comprehensive, but rather to indicate typical subjects which fall within the scope of the journal's interests: Formation and synthesis of particles by precipitation and other methods. Modification of particles by agglomeration, coating, comminution and attrition. Characterisation of the size, shape, surface area, pore structure and strength of particles and agglomerates (including the origins and effects of inter particle forces). Packing, failure, flow and permeability of assemblies of particles. Particle-particle interactions and suspension rheology. Handling and processing operations such as slurry flow, fluidization, pneumatic conveying. Interactions between particles and their environment, including delivery of particulate products to the body. Applications of particle technology in production of pharmaceuticals, chemicals, foods, pigments, structural, and functional materials and in environmental and energy related matters. For materials-oriented contributions we are looking for articles revealing the effect of particle/powder characteristics (size, morphology and composition, in that order) on material performance or functionality and, ideally, comparison to any industrial standard.
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