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A comparison of stitching techniques to reconstruct large volume x-ray tomography of batteries 重建电池大体积 X 射线断层成像的拼接技术比较
Pub Date : 2024-04-03 DOI: 10.1016/j.tmater.2024.100029
Matilda Fransson , Benoit Cordonnier , Ramon Zimmermanns , Paul R. Shearing , Alexander Rack , Ludovic Broche

Synchrotron-based X-ray microtomography (μCT) is a valuable technique to study the internal structure of heterogeneous samples with high spatial and temporal resolution. However, synchrotron X-ray imaging, such as many microscopy methods, is solidly limited by its Field of View (FOV): a challenge when approaching large and/or highly detailed volumes at high spatial imaging resolution. In this study, we consider two techniques used to increase the FOV in µCT for studying Li-ion batteries, Local Tomography Stitching (LTS) and Sinogram Oriented Stitching (SOS), and compare in terms of scan time, processing efficiency and computing storage. We complement our study by estimating the impact of different battery geometries on the stitching performance for similar scanning parameters. Evaluation of the two presented techniques reveals that both provide equally satisfyingly stitched volumes. Nevertheless, it is demonstrated that SOS is predominantly more efficient for the considered battery geometries, requires fewer scans in total, and hence has a lower time and storage demand in comparison to LTS. However, technical constraints make the SOS technique more difficult to implement. Further discussed are differences in acquisition and reconstruction for the two techniques, addressing the processing efficiency for both SOS and LTS techniques and we shall provide indicators for selecting the most suitable stitching technique.

同步辐射 X 射线显微层析成像(μCT)是一项宝贵的技术,可用于研究高空间和时间分辨率的异质样品内部结构。然而,同步辐射 X 射线成像和许多显微镜方法一样,都受到视场(FOV)的严重限制:这是以高空间成像分辨率处理大体积和/或高细节体积时所面临的挑战。在本研究中,我们考虑了用于提高μCT视场(FOV)以研究锂离子电池的两种技术,即局部断层扫描拼接(LTS)和面向中图的拼接(SOS),并在扫描时间、处理效率和计算存储方面进行了比较。我们通过估算不同电池几何形状对类似扫描参数下拼接性能的影响来补充我们的研究。对这两种技术的评估表明,它们都能提供同样令人满意的拼接体积。然而,研究表明,对于所考虑的电池几何形状,SOS 的效率更高,所需的扫描次数更少,因此与 LTS 相比,对时间和存储的需求更低。然而,技术上的限制使得 SOS 技术更难实施。我们将进一步讨论两种技术在采集和重建方面的差异,解决 SOS 和 LTS 技术的处理效率问题,并为选择最合适的拼接技术提供指标。
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引用次数: 0
The role of networks to overcome large-scale challenges in tomography: The non-clinical tomography users research network 网络在克服断层摄影大规模挑战中的作用:非临床断层用户研究网络
Pub Date : 2024-04-03 DOI: 10.1016/j.tmater.2024.100031
Paul M. Gignac , Valeria Aceves , Stephanie Baker , Jessica J. Barnes , Joshua Bell , Doug Boyer , Deborah Cunningham , Francesco De Carlo , Morgan H. Chase , Karly E. Cohen , Matthew Colbert , Theresa De Cree , Juan Daza , Edwin Dickinson , Valerie DeLeon , Lindsay Dougan , Franklin Duffy , ChristiAna Dunham , Catherine M. Early , Dave R. Edey , Christopher M. Zobek

Our ability to visualize and quantify the internal structures of objects via computed tomography (CT) has fundamentally transformed science. As tomographic tools have become more broadly accessible, researchers across diverse disciplines have embraced the ability to investigate the 3D structure-function relationships of an enormous array of items. Whether studying organismal biology, animal models for human health, iterative manufacturing techniques, experimental medical devices, engineering structures, geological and planetary samples, prehistoric artifacts, or fossilized organisms, computed tomography has led to extensive methodological and basic sciences advances and is now a core element in science, technology, engineering, and mathematics (STEM) research and outreach toolkits. Tomorrow's scientific progress is built upon today's innovations. In our data-rich world, this requires access not only to publications but also to supporting data. Reliance on proprietary technologies, combined with the varied objectives of diverse research groups, has resulted in a fragmented tomography-imaging landscape, one that is functional at the individual lab level yet lacks the standardization needed to support efficient and equitable exchange and reuse of data. Developing standards and pipelines for the creation of new and future data, which can also be applied to existing datasets is a challenge that becomes increasingly difficult as the amount and diversity of legacy data grows. Global networks of CT users have proved an effective approach to addressing this kind of multifaceted challenge across a range of fields. Here we describe ongoing efforts to address barriers to recently proposed FAIR (Findability, Accessibility, Interoperability, Reuse) and open science principles by assembling interested parties from research and education communities, industry, publishers, and data repositories to approach these issues jointly in a focused, efficient, and practical way. By outlining the benefits of networks, generally, and drawing on examples from efforts by the Non-Clinical Tomography Users Research Network (NoCTURN), specifically, we illustrate how standardization of data and metadata for reuse can foster interdisciplinary collaborations and create new opportunities for future-looking, large-scale data initiatives.

我们通过计算机断层扫描(CT)对物体内部结构进行可视化和量化的能力从根本上改变了科学。随着断层扫描工具的普及,不同学科的研究人员已经能够研究大量物品的三维结构-功能关系。无论是研究生物体生物学、人类健康动物模型、迭代制造技术、实验性医疗设备、工程结构、地质和行星样本、史前文物还是生物化石,计算机断层扫描技术都带来了广泛的方法学和基础科学进步,现已成为科学、技术、工程和数学(STEM)研究和推广工具包的核心要素。明天的科学进步建立在今天的创新之上。在我们这个数据丰富的世界,这不仅需要获取出版物,还需要获取支持数据。对专有技术的依赖,再加上不同研究小组的目标各异,导致断层成像技术的格局支离破碎,虽然在单个实验室层面可以发挥作用,但却缺乏支持高效、公平地交换和重用数据所需的标准化。为创建新数据和未来数据制定标准和管道,并将其应用于现有数据集是一项挑战,随着遗留数据的数量和多样性不断增加,这项工作也变得越来越困难。全球计算机断层扫描用户网络已被证明是应对此类跨领域多方面挑战的有效方法。在此,我们介绍了为解决最近提出的 FAIR(可查找性、可访问性、互操作性、再利用)和开放科学原则所面临的障碍而正在进行的努力,方法是召集来自研究和教育界、工业界、出版商和数据存储库的有关各方,以集中、高效和实用的方式共同解决这些问题。通过概述网络的一般益处,并具体借鉴非临床断层用户研究网络(NoCTURN)的工作实例,我们说明了数据和元数据的标准化如何促进跨学科合作,并为面向未来的大规模数据计划创造新机遇。
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引用次数: 0
Semantic segmentation of progressive micro-cracking in polymer composites using Attention U-Net architecture 利用注意力 U-Net 架构对聚合物复合材料中的渐进式微裂纹进行语义分割
Pub Date : 2024-03-21 DOI: 10.1016/j.tmater.2024.100028
Valeri Ivanov Petkov, Vivek Richards Pakkam Gabriel, Patrik Fernberg

The present study delivers a methodology for investigating the gradual damage development in a carbon fibre-reinforced cross-ply polymer composite during a sequence of thermo-mechanical loadings with the help of X-ray computed tomography. The procedure allows an in-depth analysis of the occurrence and nature of the multiple cracks that form within layers oriented perpendicular, or transverse, to the loading direction. This is achieved by using Attention U-Net architecture for semantic segmentation of the transverse cracks. The model shows promising results, through an ability to identify all the transverse cracks and reflect the damage progression. The described method provides a robust routine for analysing challenging polymer composite tomographic datasets.

本研究提供了一种方法,利用 X 射线计算机断层扫描技术研究碳纤维增强交叉层聚合物复合材料在一系列热机械加载过程中的渐进损伤发展。该程序可以深入分析垂直于或横向于加载方向的层内形成的多裂纹的发生和性质。这是通过使用 Attention U-Net 架构对横向裂缝进行语义分割来实现的。该模型能够识别所有横向裂缝,并反映出损坏的发展过程,显示出良好的效果。所描述的方法为分析具有挑战性的聚合物复合层析成像数据集提供了一种可靠的方法。
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引用次数: 0
Connectivity in binary mixtures of spherical particles 球形颗粒二元混合物的连通性
Pub Date : 2024-03-04 DOI: 10.1016/j.tmater.2024.100026
Aurélien Sibellas , James Drummond , D. Mark Martinez , André B. Phillion

Mono- and poly-disperse assemblies of spherical particles are investigated in terms of their average and partial coordination numbers by means of X-ray microtomography using a novel morphology-based image processing method to statistically distinguish true contacting particles from very close ones having apparent contacts arising from image artefacts. This technique is shown to reduce overestimations given by the laborious liquid-bridge method while corroborating theoretical predictions such as Z¯6 for random beds of mono-sized spheres and trends of the partial coordination numbers in binary mixtures of spheres. This method also provides a detailed and unbiased visualization of the long-range connectivity between similar particles which suggests that for partial coordination numbers Z¯ii>3, chains of particular contact-category are formed throughout the assembly.

通过 X 射线显微层析成像技术研究了球形颗粒的单分散和多分散集合体的平均配位数和部分配位数,该技术采用了一种新颖的基于形态学的图像处理方法,可从统计学角度区分真正接触的颗粒和因图像伪影而产生明显接触的非常接近的颗粒。结果表明,这种技术可以减少费力的液桥法给出的过高估计,同时证实了理论预测,如单尺寸球体随机床的 Z¯≤6 以及二元球体混合物中部分配位数的趋势。该方法还提供了类似颗粒之间长程连接的详细而无偏见的可视化,表明对于部分配位数 Z¯ii>3,在整个组装过程中会形成特定接触类别的链。
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引用次数: 0
Protocols for preparation of biomineralized samples for computed tomography 计算机断层扫描生物矿化样本制备规程
Pub Date : 2024-03-04 DOI: 10.1016/j.tmater.2024.100027
Nina Kølln Wittig , Carsten Pedersen , Jonas Palle , Maja Østergaard , Thorbjørn Erik Køppen Christensen , Maik Kahnt , Anastasiia Sadetskaia , Jesper Skovhus Thomsen , Annemarie Brüel , Henrik Birkedal

Computed tomography spans a versatile set of techniques that range several length scales and modalities. It is common to them all that the sample must be prepared in a way which allows for addressing the scientific question(s) posed as well as being suitable for the specific setup of the experiment. We present two lathe-based sample preparation workflows developed to prepare biomineralized samples (here bone) for two very different experiments in terms of setup, types of questions asked, and sample requirements. The first experiment, involving the measurement of high throughput (synchrotron) micro-computed tomography, required the preparation of many samples with homogeneity in size, shape, and bone site. This was achieved through a particular sequence of cutting and embedding steps finalized by lathe milling. The resulting samples were cylindrical in shape with diameters close to the field of view of the ensuing tomography experiment, which allowed maximizing the investigated sample volumes. The second experiment was a combined ptychography and X-ray fluorescence nano-computed tomography experiment, which required preparation of a few-micrometer-sized sample. Moreover, the scientific interest was in a specific, localized feature in bone. Thus, the sample had to be extracted from a precise location from within the whole bone. Again, the developed workflow comprised many steps, including both lathe milling and focused ion beam milling. Importantly, localized preparation was enabled by measuring in-house X-ray micro-computed tomography at crucial points in the workflow. The presented workflows provide examples of preparation pathways that can be standardized and strongly increase the throughput, quality, and success rate of tomography experiments.

计算机断层扫描技术涉及多种技术,包括多种长度尺度和模式。所有这些技术的共同点是,样本的制备方式必须能够解决提出的科学问题,并适合实验的具体设置。我们介绍了两个基于车床的样品制备工作流程,用于制备生物矿化样品(此处为骨骼),这两个实验在设置、问题类型和样品要求方面存在很大差异。第一个实验涉及高通量(同步加速器)微观计算机断层扫描测量,需要制备许多在尺寸、形状和骨骼部位上具有同质性的样本。这需要通过特定的切割和嵌入步骤,最后通过车床铣削来实现。制备出的样品呈圆柱形,直径接近随后进行的断层扫描实验的视野范围,从而最大限度地增加了调查样品的体积。第二个实验是组合式层析成像和 X 射线荧光纳米计算机断层扫描实验,需要制备几微米大小的样品。此外,科学兴趣在于骨骼中特定的局部特征。因此,必须从整个骨骼中的精确位置提取样本。同样,开发的工作流程包括许多步骤,包括车床铣削和聚焦离子束铣削。重要的是,通过在工作流程的关键点测量内部 X 射线显微计算机断层扫描,实现了局部制备。所介绍的工作流程提供了制备路径的范例,这些制备路径可以标准化,并大大提高断层扫描实验的产量、质量和成功率。
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引用次数: 0
Grain structure evolution during heat treatment of a semisolid Al-Cu alloy studied with lab-based diffraction contrast tomography 利用实验室衍射对比断层扫描技术研究半固态铝铜合金热处理过程中的晶粒结构演变
Pub Date : 2024-02-10 DOI: 10.1016/j.tmater.2024.100025
Jun Sun , Jules M. Dake , Jette Oddershede

3D experimental data of simultaneously high temporal and spatial resolution are key to validating computational models of materials phenomena. In this study, we exploit lab-based X-ray imaging, combining absorption and diffraction contrast tomography, to capture the evolution of grain structure over a series of interrupted heat treatments of a semisolid Al-Cu alloy. The time resolved response measured on the present Al-Cu model system provides insights into the rearrangement, densification and coarsening of powder compacts at late-stage sintering. The initial Al-Cu microstructure containing 1934 grains dropped to 934 grains after ten annealing steps, while the mean grain size increased from 194 µm to 247 µm. The grain maps of all eleven temporal states are made publicly available to the scientific community for further analysis via the Materials Data Facility. Preliminary statistical investigations of the growth of individual grains show a clear tendency for disappearing grains to be among the smaller grains at the beginning of the experiment. In addition, the rotations of individual grains are generally small fluctuations, but when an abruptly large rotation is observed, it is more likely to occur for a smaller grain at the last annealing step(s) before the grain vanishes. The nature of the data also enables interrogating a few grains that display rotation bursts within the context of their entire local environment to reveal the impact of crystallography and grain contacts upon the microstructural evolution.

同时具有高时间和空间分辨率的三维实验数据是验证材料现象计算模型的关键。在本研究中,我们利用实验室 X 射线成像技术,结合吸收和衍射对比断层扫描技术,捕捉了半固态铝铜合金在一系列间断热处理过程中晶粒结构的演变过程。在本铝铜模型系统上测量到的时间分辨响应为了解烧结后期粉末致密体的重新排列、致密化和粗化提供了见解。经过十个退火步骤后,最初含有 1934 个晶粒的铝铜微观结构下降到 934 个晶粒,平均晶粒大小从 194 微米增加到 247 微米。所有十一种时间状态的晶粒图都通过材料数据设施向科学界公开,以供进一步分析。对单个晶粒生长的初步统计调查显示,消失的晶粒明显倾向于实验开始时较小的晶粒。此外,单个晶粒的旋转通常是小波动,但当观察到突然的大旋转时,更有可能发生在晶粒消失前最后一个退火步骤中的较小晶粒上。数据的性质还使我们能够在整个局部环境的背景下对显示出旋转突变的少数晶粒进行分析,以揭示晶体学和晶粒接触对微结构演变的影响。
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引用次数: 0
3D Visualization of cyanobacterial biofilms using micro-computed tomography with contrast-enhancing staining agents 利用微计算机断层扫描和对比增强染色剂实现蓝藻生物膜的三维可视化
Pub Date : 2024-01-23 DOI: 10.1016/j.tmater.2024.100024
Laurenz Schröer , Tim Balcaen , Karel Folens , Nico Boon , Tim De Kock , Greet Kerckhofs , Veerle Cnudde

Currently, biofilms colonizing surfaces are mainly imaged in 2D by conventional techniques, such as optical or scanning electron microscopy. Confocal laser scanning microscopy or optical coherence tomography can visualize biofilms in 3D, but they suffer from a limited penetration depth and cannot visualize biofilms in opaque materials. Micro-computed tomography (µCT) can overcome these issues, but µCT cannot easily distinguish biofilm structures from water due to a lack of contrast difference. Within this research, five contrast-enhancing staining agents (CESAs) were evaluated for their staining potential of cyanobacterial biofilms, aiming to visualize these biofilms in 3D. Isotonic Lugol and 1:2 hafnium(IV)-substituted Wells-Dawson polyoxometalate (Hf-WD 1:2 POM) were the most promising, as they allowed visualization of the biofilms and revealed structures in the stained biofilms. Staining with isotonic Lugol could clearly visualize bundles of filaments within the biofilm, while Hf-WD 1:2 POM revealed a smooth biofilm. It is assumed that both CESAs have a different affinity towards the biofilms and could thus be used complementary. Monolacunary Wells-Dawson polyoxometalate (Mono-WD POM) showed moderate discrimination while staining with cationic iodinated CA4+ and Hexabrix® (Guerbet) containing anionic ioxaglate did not allow to distinctly visualize the biofilms. These results indicate that µCT, together with CESAs such as isotonic Lugol and Hf-WD 1:2 POM, can be used as a tool to image extensive biofilms or microbial mats in 3D. Further research will determine whether these CESAs are suitable for visualizing biofilms within opaque porous media.

目前,传统技术(如光学显微镜或扫描电子显微镜)主要对表面生物膜进行二维成像。共焦激光扫描显微镜或光学相干断层扫描可以观察到三维生物膜,但它们的穿透深度有限,无法观察到不透明材料中的生物膜。微型计算机断层扫描(µCT)可以克服这些问题,但由于缺乏对比度差异,µCT 无法轻易将生物膜结构与水区分开来。本研究评估了五种对比度增强染色剂(CESAs)对蓝藻生物膜的染色潜力,旨在对这些生物膜进行三维可视化。等渗卢戈尔和 1:2 取代威尔斯-道森聚氧化金属铪(IV)(Hf-WD 1:2 POM)最有前景,因为它们能使生物膜可视化,并揭示染色生物膜中的结构。用等渗 Lugol 染色可以清楚地看到生物膜内的丝束,而 Hf-WD 1:2 POM 则显示出光滑的生物膜。据推测,这两种 CESAs 对生物膜具有不同的亲和力,因此可以互补使用。单性威尔斯-道森聚氧甲酸盐(Mono-WD POM)显示出中等程度的辨别能力,而阳离子碘化 CA4+ 和含有阴离子碘镁酸盐的 Hexabrix® (Guerbet) 染色则无法明显观察到生物膜。这些结果表明,µCT 与 CESAs(如等渗 Lugol 和 Hf-WD 1:2 POM)一起可用作三维成像广泛生物膜或微生物毡的工具。进一步的研究将确定这些 CESAs 是否适用于观察不透明多孔介质中的生物膜。
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引用次数: 0
evoSegment: 4D image segmentation of microstructural evolution using joint histograms evoSegment:利用联合直方图进行微结构演化的 4D 图像分割
Pub Date : 2023-12-15 DOI: 10.1016/j.tmater.2023.100023
Johan Hektor , Jonas Engqvist , Stephen A. Hall

A method for semantic segmentation of microstructure evolution from 4D imaging data is described and demonstrated. The method is based on a joint histogram describing the time history of the grayscale in each voxel of the images. After identifying and labeling clusters in the joint histogram, the labels are mapped back to the image. The results demonstrate accurate segmentation and characterization of sample evolution. The advantages of the proposed method include automatic segmentation of many time steps and the ability to track grayscale evolution over time and thereby discriminate similar evolution in different material phases. The method is demonstrated through application to 4D X-ray tomography datasets of temperature cycling in cement mortar and tensile testing of a cast iron sample. Water and air exchange in a pore inside the cement mortar is successfully segmented as a function of temperature. In the case of the deforming cast iron sample, several damage mechanisms are identified and segmented. The method is implemented in an open-source Python package called evoSegment.

本文描述并演示了一种从四维成像数据中对微观结构演变进行语义分割的方法。该方法基于描述图像中每个体素灰度时间历史的联合直方图。在联合直方图中识别和标记集群后,将标记映射回图像。结果表明,对样本演变进行了精确的分割和表征。所提方法的优点包括自动分割多个时间步骤,能够跟踪灰度随时间的演变,从而区分不同材料阶段的类似演变。该方法通过应用于水泥砂浆温度循环和铸铁样品拉伸测试的 4D X 射线断层扫描数据集进行了演示。该方法成功地将水泥砂浆内部孔隙中的水和空气交换划分为温度函数。在铸铁样品变形的情况下,确定并分割了几种破坏机制。该方法在名为 evoSegment 的开源 Python 软件包中实现。
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引用次数: 0
Assessment of low-velocity impact response of a hybrid carbon-aramid braided composite by algorithmic quantification of volumetric structures 通过体积结构算法量化评估碳-芳纶混合编织复合材料的低速冲击响应
Pub Date : 2023-12-07 DOI: 10.1016/j.tmater.2023.100022
A. Dondish, G.W. Melenka

This work investigates the impact response of a hybrid two-dimensional (2D) tubular braided composite through an ex-situ examination of its internal structure. An inter-ply hybrid laminate of biaxial braided carbon and aramid layers was manufactured. The sample underwent split Hopkinson pressure bar (SHPB) impact testing, where the applied energy induced barely visible impact damage (BVID). Volumetric representations of the sample were created before and after impact testing using micro-computed tomography (µCT). Novel algorithms were developed to assess properties of the braided composite sample. First, voids in the sample before and after impact were identified through a series of image processing techniques, after which various void properties were extracted. Each void was then matched between datasets to track property change caused by impact. Next, damage in the sample after impact was identified through another series of image processing techniques, then quantified and characterized in the context of the full sample. Statistical analyses in the form of paired-sample t-tests were performed for void properties and overall surface topologies. Additionally, measurement of 3D strain within selected regions of the sample was performed using digital volume correlation (DVC). Results showed that the impact damage did not cause significant void enlargement, but instead caused surface topology shifts, particularly at the inner surface, owing to plastic deformations caused by impact damage, which were primarily caused by delamination and developed from large voids at the site of impact. The hybrid material configuration exhibited a phenomenon where the inner and outer layers minimized cracking in the middle layer, causing plastic deformation to be the primary impact response of the middle layer. Through the analysis processes developed in this work, quantitative assessment of tubular braided composites was achieved by measuring changes in voids caused by impact at the individual level, and by examining the damage profile while accounting for the voids. The methodology can be applied to various material configurations to provide meaningful insight into the effects of hybridization in the impact response of braided composites.

这项研究通过对一种二维(2D)混合管状编织复合材料的内部结构进行原位检测,对其冲击响应进行了研究。我们制造了一种由双轴编织碳层和芳纶层组成的层间混合层压板。样品接受了霍普金森压力棒(SHPB)冲击测试,测试中施加的能量导致了几乎不可见的冲击损伤(BVID)。在冲击测试前后,使用微计算机断层扫描(µCT)创建了样品的体积表示。开发了新的算法来评估编织复合材料样品的特性。首先,通过一系列图像处理技术识别冲击前后样品中的空隙,然后提取各种空隙属性。然后在数据集之间对每个空隙进行匹配,以追踪冲击造成的属性变化。接着,通过另一系列图像处理技术确定撞击后样品中的损伤,然后根据整个样品进行量化和特征描述。以配对样本 t 检验的形式对空隙属性和整体表面拓扑结构进行了统计分析。此外,还使用数字体积相关技术(DVC)测量了样品选定区域内的三维应变。结果表明,撞击破坏并没有造成明显的空隙扩大,相反,由于撞击破坏引起的塑性变形(主要由分层引起,由撞击部位的大空隙发展而来),造成了表面拓扑结构的变化,尤其是在内侧表面。混合材料结构表现出一种现象,即内层和外层最大限度地减少了中间层的开裂,导致塑性变形成为中间层的主要冲击响应。通过本研究中开发的分析流程,可以对管状编织复合材料进行定量评估,具体方法是测量由单个层面的冲击引起的空隙变化,并在考虑空隙的情况下检查损坏情况。该方法可应用于各种材料配置,为深入了解编织复合材料冲击响应中的杂化效应提供有意义的见解。
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引用次数: 0
Dual-energy computed tomography for improved contrast on a polyphase graphitic ore 提高多相石墨矿对比度的双能计算机断层扫描技术
Pub Date : 2023-12-05 DOI: 10.1016/j.tmater.2023.100021
Leonard T. Krebbers , Natalia Grozmani , Bernd G. Lottermoser , Robert H. Schmitt

Proper ore characterisation is essential for understanding ore deposits and developing efficient mineral processing flow sheets. Conventional mineralogical and chemical techniques are usually used to study ores, but they can be destructive and, in some cases, provide only 2D information. Computed tomography (CT) is an emerging technology in the raw materials sector enabling the non-destructive 3D analysis of the ore mineralogy and microstructure. However, single-energy CT (SECT) has some limitations concerning the accurate imaging and differentiation of polyphase geomaterials comprising a broad range of attenuation properties. By contrast, dual-energy CT (DECT) uses two different X-ray energies to acquire data, which can be used to distinguish between materials with similar attenuation properties. This study explored the application of DECT for the analysis of a polyphase graphitic ore. A sequential fusion approach was utilized to combine data obtained from different X-ray energy scans at high spatial resolution, and varying weighting factors were applied to determine the optimal contribution of each energy level and spectrum. Both, SECT and DECT datasets were quantitatively evaluated based on the contrast-to-noise-ratio (CNR) and Q factor. The findings demonstrate that DECT significantly improves image contrast compared to SECT while further increases image sharpness. As a result, DECT may enable more accurate segmentation and, therefore, more accurate quantitative 3D analysis of graphite ores.

正确的矿石表征对于了解矿床和开发高效的矿物加工流程至关重要。传统的矿物学和化学技术通常用于研究矿石,但它们可能具有破坏性,在某些情况下只能提供二维信息。计算机断层扫描(CT)是原材料领域的一项新兴技术,可对矿石矿物学和微观结构进行非破坏性三维分析。然而,单能量 CT(SECT)在对具有多种衰减特性的多相地质材料进行精确成像和区分方面存在一些局限性。相比之下,双能量 CT(DECT)使用两种不同的 X 射线能量获取数据,可用于区分具有相似衰减特性的材料。本研究探讨了如何应用 DECT 分析多相石墨矿石。研究采用了一种顺序融合方法,将不同 X 射线能量扫描获得的数据在高空间分辨率下进行组合,并应用不同的加权因子来确定每个能级和光谱的最佳贡献。根据对比度-噪声比(CNR)和 Q 因子对 SECT 和 DECT 数据集进行了定量评估。研究结果表明,与 SECT 相比,DECT 显著改善了图像对比度,同时进一步提高了图像清晰度。因此,DECT 可以实现更准确的分割,从而对石墨矿石进行更准确的三维定量分析。
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Tomography of Materials and Structures
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