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Influence of magnetic field on electron beam-induced Coulomb explosion of gold microparticles in transmission electron microscopy 磁场对透射电子显微镜下电子束诱导的金微粒库仑爆炸的影响
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-22 DOI: 10.1016/j.ultramic.2024.113978
Wen Feng , Thomas Gemming , Lars Giebeler , Jiang Qu , Kristina Weinel , Leonardo Agudo Jácome , Bernd Büchner , Ignacio Gonzalez-Martinez

In this work we instigated the fragmentation of Au microparticles supported on a thin amorphous carbon film by irradiating them with a gradually convergent electron beam inside the Transmission Electron Microscope. This phenomenon has been generically labeled as “electron beam-induced fragmentation” or EBIF and its physical origin remains contested. On the one hand, EBIF has been primarily characterized as a consequence of beam-induced heating. On the other, EBIF has been attributed to beam-induced charging eventually leading to Coulomb explosion. To test the feasibility of the charging framework for EBIF, we instigated the fragmentation of Au particles under two different experimental conditions. First, with the magnetic objective lens of the microscope operating at full capacity, i.e. background magnetic field B=2 T, and with the magnetic objective lens switched off (Lorenz mode), i.e. B=0 T. We observe that the presence or absence of the magnetic field noticeably affects the critical current density at which EBIF occurs. This strongly suggests that magnetic field effects play a crucial role in instigating EBIF on the microparticles. The dependence of the value of the critical current density on the absence or presence of an ambient magnetic field cannot be accounted for by the beam-induced heating model. Consequently, this work presents robust experimental evidence suggesting that Coulomb explosion driven by electrostatic charging is the root cause of EBIF.

在这项工作中,我们在透射电子显微镜内用逐渐会聚的电子束照射支撑在无定形碳薄膜上的金微粒,使其碎裂。这种现象被通称为 "电子束诱导碎裂 "或 EBIF,其物理起源仍存在争议。一方面,EBIF 主要被描述为电子束诱导加热的结果。另一方面,EBIF 被认为是束流诱导充电最终导致库仑爆炸的结果。为了测试 EBIF 充电框架的可行性,我们在两种不同的实验条件下对金粒子进行了碎裂试验。首先,显微镜的磁性物镜满负荷工作,即背景磁场 B=2 T,然后关闭磁性物镜(洛伦兹模式),即 B=0T。这有力地表明,磁场效应在诱发微颗粒上的 EBIF 方面起着至关重要的作用。临界电流密度值与环境磁场存在与否的关系无法用光束诱导加热模型来解释。因此,这项研究提出了强有力的实验证据,表明静电荷驱动的库仑爆炸是 EBIF 的根本原因。
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引用次数: 0
Ghostbuster: A phase retrieval diffraction tomography algorithm for cryo-EM 幽灵克星用于低温电子显微镜的相位检索衍射层析成像算法
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-12 DOI: 10.1016/j.ultramic.2024.113962
Joel Yeo , Benedikt J. Daurer , Dari Kimanius , Deepan Balakrishnan , Tristan Bepler , Yong Zi Tan , N. Duane Loh

Ewald sphere curvature correction, which extends beyond the projection approximation, stretches the shallow depth of field in cryo-EM reconstructions of thick particles. Here we show that even for previously assumed thin particles, reconstruction artifacts which we refer to as ghosts can appear. By retrieving the lost phases of the electron exitwaves and accounting for the first Born approximation scattering within the particle, we show that these ghosts can be effectively eliminated. Our simulations demonstrate how such ghostbusting can improve reconstructions as compared to existing state-of-the-art software. Like ptychographic cryo-EM, our Ghostbuster algorithm uses phase retrieval to improve reconstructions, but unlike the former, we do not need to modify the existing data acquisition pipelines.

埃瓦尔德球曲率校正超越了投影近似,它拉伸了厚颗粒低温电子显微镜重建的浅景深。在这里,我们展示了即使是先前假定的薄粒子,也会出现我们称之为鬼影的重建伪影。通过找回电子出口波的丢失相位并考虑粒子内部的第一玻恩近似散射,我们证明可以有效消除这些鬼影。我们的模拟结果表明,与现有的最先进软件相比,这种消除幽灵的方法可以改善重建效果。与层析低温电子显微镜一样,我们的 "鬼影克星 "算法也使用相位检索来改进重构,但与前者不同的是,我们不需要修改现有的数据采集管道。
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引用次数: 0
A soft touch with electron beams: Digging out structural information of nanomaterials with advanced scanning low energy electron microscopy coupled with deep learning 电子束的柔软触感:利用先进的扫描低能电子显微镜和深度学习挖掘纳米材料的结构信息
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-10 DOI: 10.1016/j.ultramic.2024.113965
Eliška Materna Mikmeková , Jiří Materna , Ivo Konvalina , Šárka Mikmeková , Ilona Müllerová , Tewodros Asefa

Nanostructured materials continue to find applications in various electronic and sensing devices, chromatography, separations, drug delivery, renewable energy, and catalysis. While major advancements on the synthesis and characterization of these materials have already been made, getting information about their structures at sub-nanometer resolution remains challenging. It is also unfortunate to find that many emerging or already available powerful analytical methods take time to be fully adopted for characterization of various nanomaterials. The scanning low energy electron microscopy (SLEEM) is a good example to this. In this report, we show how clearer structural and surface information at nanoscale can be obtained by SLEEM, coupled with deep learning. The method is demonstrated using Au nanoparticles-loaded mesoporous silica as a model system. Moreover, unlike conventional scanning electron microscopy (SEM), SLEEM does not require the samples to be coated with conductive films for analysis; thus, not only it is convenient to use but it also does not give artifacts. The results further reveal that SLEEM and deep learning can serve as great tools to analyze materials at nanoscale well. The biggest advantage of the presented method is its availability, as most modern SEMs are able to operate at low energies and deep learning methods are already being widely used in many fields.

纳米结构材料在各种电子和传感设备、色谱、分离、药物输送、可再生能源和催化等领域不断得到应用。虽然在这些材料的合成和表征方面已经取得了重大进展,但以亚纳米分辨率获取有关其结构的信息仍然具有挑战性。同样令人遗憾的是,许多新兴的或已有的强大分析方法需要一段时间才能完全用于表征各种纳米材料。扫描低能电子显微镜(SLEEM)就是一个很好的例子。在本报告中,我们展示了如何通过 SLEEM 并结合深度学习获得更清晰的纳米级结构和表面信息。该方法以金纳米颗粒负载的介孔二氧化硅为模型系统进行了演示。此外,与传统的扫描电子显微镜(SEM)不同,SLEEM 无需在样品上涂覆导电膜即可进行分析,因此不仅使用方便,而且不会产生伪影。研究结果进一步表明,SLEEM 和深度学习可以很好地作为分析纳米级材料的工具。所介绍方法的最大优势在于其可用性,因为大多数现代扫描电子显微镜都能在低能量下工作,而且深度学习方法已在许多领域得到广泛应用。
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引用次数: 0
Strain visualization using large-angle convergent-beam electron diffraction 利用大角度会聚束电子衍射实现应变可视化
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-10 DOI: 10.1016/j.ultramic.2024.113966
Fumihiko Uesugi , Chiaki Tanii , Naoyuki Sugiyama , Masaki Takeguchi

In this study, we report a strain visualization method using large-angle convergent-beam electron diffraction (LACBED).1 We compare the proposed method with the strain maps acquired via STEM-NBD, a combination of scanning transmission electron microscopy (STEM) and nanobeam electron diffraction (NBD). Although STEM-NBD can precisely measure the lattice parameters, it requires a large amount of data and personal computer (PC) resources to obtain a two-dimensional strain map. Deficiency lines in the transmitted disk of LACBED reflect the crystalline structure information and move, curve, or disappear in the deformed area. Properly setting the optical conditions makes it possible to acquire real-space images over a broad area in conjunction with deficiency lines on the transmitted disk. The proposed method acquires images by changing the relative position between the specimen and the deficiency line and can grasp the strain information with a small number of images. In addition, the proposed method does not require high-resolution images. It can reduce the required PC memory or storage consumption in comparison with that of STEM-NBD, which requires a high-resolution diffraction pattern (DP) from each point of the region of interest. Compared with the two-dimensional maps of LACBED and NBD, NBD could detect large distortions in the area where the deficiency line curved, moved, or disappeared. The curving or moving direction of the deficiency line is qualitatively consistent with the NBD results. If quantitative strain values are not essential, strain visualization using LACBED can be considered an effective technique. We believe that the strain information of a sample can be obtained effectively using both methods.

在本研究中,我们报告了一种利用大角度汇聚束电子衍射(LACBED)的应变可视化方法1 。我们将所提出的方法与通过 STEM-NBD (扫描透射电子显微镜(STEM)和纳米束电子衍射(NBD)的组合)获得的应变图进行了比较。虽然 STEM-NBD 可以精确测量晶格参数,但它需要大量数据和个人计算机(PC)资源才能获得二维应变图。LACBED 透射盘中的缺陷线反映了晶体结构信息,并在变形区域移动、弯曲或消失。通过适当设置光学条件,可以结合透射盘上的缺陷线获取大范围的实空间图像。建议的方法通过改变试样与缺损线之间的相对位置来获取图像,只需少量图像即可掌握应变信息。此外,建议的方法不需要高分辨率图像。与需要从感兴趣区域的每个点获取高分辨率衍射图样(DP)的 STEM-NBD 相比,它可以减少所需的 PC 内存或存储消耗。与 LACBED 和 NBD 的二维地图相比,NBD 可以检测到缺陷线弯曲、移动或消失区域的大变形。缺陷线的弯曲或移动方向与 NBD 的结果在性质上是一致的。如果定量应变值不是必需的,使用 LACBED 进行应变可视化也不失为一种有效的技术。我们相信,使用这两种方法都能有效地获得样品的应变信息。
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引用次数: 0
Secondary-electron imaging of bulk crystalline specimens in an aberration corrected STEM 在畸变校正 STEM 中对块状晶体试样进行二次电子成像
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-10 DOI: 10.1016/j.ultramic.2024.113967
Sooyeon Hwang , Lijun Wu , Kim Kisslinger , Judith Yang , Ray Egerton , Yimei Zhu

Atomic-scale electron microscopy traditionally probes thin specimens, with thickness below 100 nm, and its feasibility for bulk samples has not been documented. In this study, we explore the practicality of scanning transmission electron microscope (STEM) imaging with secondary electrons (SE), using a silicon-wedge specimen having a maximum thickness of 18 μm. We find that the atomic structure is present in the entire thickness range of the SE images although the background intensity increases moderately with thickness. The consistent intensity of secondary electron (SE) images at atomic positions and the modest increase in background intensity observed in silicon suggest a limited contribution from SEs generated by backscattered electrons, a conclusion supported by our multislice calculations. We conclude that achieving atomic resolution in SE imaging for bulk specimens is indeed attainable using aberration-corrected STEM and an aberration-corrected scanning electron microscope (SEM) may have the capacity for atomic-level resolution, holding great promise for future strides in materials research.

原子尺度电子显微镜传统上用于探测厚度低于 100 纳米的薄型试样,其对大块试样的可行性尚未得到证实。在这项研究中,我们利用最大厚度为 18 μm 的硅楔试样,探索了利用二次电子(SE)进行扫描透射电子显微镜(STEM)成像的实用性。我们发现,虽然背景强度随厚度的增加而适度增加,但原子结构存在于 SE 图像的整个厚度范围内。在硅中观察到的原子位置上的二次电子(SE)图像强度一致,背景强度适度增加,这表明后向散射电子产生的 SE 的贡献有限,我们的多片计算也支持这一结论。我们的结论是,使用像差校正 STEM 确实可以实现大块试样 SE 成像的原子分辨率,而像差校正扫描电子显微镜 (SEM) 可能具有原子级分辨率的能力,这为未来材料研究的长足进步带来了巨大希望。
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引用次数: 0
High-resolution scanning tunneling microscope and its adaptation for local thermopower measurements in 2D materials 高分辨率扫描隧道显微镜及其在二维材料局部热功率测量中的应用
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-09 DOI: 10.1016/j.ultramic.2024.113963
Jose D. Bermúdez-Perez , Edwin Herrera-Vasco , Javier Casas-Salgado , Hector A. Castelblanco , Karen Vega-Bustos , Gabriel Cardenas-Chirivi , Oscar L. Herrera-Sandoval , Hermann Suderow , Paula Giraldo-Gallo , Jose Augusto Galvis

We present the design, fabrication and discuss the performance of a new combined high-resolution Scanning Tunneling and Thermopower Microscope (STM/SThEM). We also describe the development of the electronic control, the user interface, the vacuum system, and arrangements to reduce acoustical noise and vibrations. We demonstrate the microscope’s performance with atomic-resolution topographic images of highly oriented pyrolytic graphite (HOPG) and local thermopower measurements in the semimetal Bi2Te3. Our system offers a tool to investigate the relationship between electronic structure and thermoelectric properties at the nanoscale.

我们介绍了新型组合式高分辨率扫描隧道显微镜和热动力显微镜(STM/SThEM)的设计、制造和性能讨论。我们还介绍了电子控制、用户界面、真空系统的开发,以及减少声学噪音和振动的安排。我们通过高取向热解石墨 (HOPG) 的原子分辨率形貌图像和半金属 Bi2Te3 的局部热功率测量,展示了显微镜的性能。我们的系统为研究纳米尺度电子结构与热电特性之间的关系提供了一种工具。
{"title":"High-resolution scanning tunneling microscope and its adaptation for local thermopower measurements in 2D materials","authors":"Jose D. Bermúdez-Perez ,&nbsp;Edwin Herrera-Vasco ,&nbsp;Javier Casas-Salgado ,&nbsp;Hector A. Castelblanco ,&nbsp;Karen Vega-Bustos ,&nbsp;Gabriel Cardenas-Chirivi ,&nbsp;Oscar L. Herrera-Sandoval ,&nbsp;Hermann Suderow ,&nbsp;Paula Giraldo-Gallo ,&nbsp;Jose Augusto Galvis","doi":"10.1016/j.ultramic.2024.113963","DOIUrl":"https://doi.org/10.1016/j.ultramic.2024.113963","url":null,"abstract":"<div><p>We present the design, fabrication and discuss the performance of a new combined high-resolution Scanning Tunneling and Thermopower Microscope (STM/SThEM). We also describe the development of the electronic control, the user interface, the vacuum system, and arrangements to reduce acoustical noise and vibrations. We demonstrate the microscope’s performance with atomic-resolution topographic images of highly oriented pyrolytic graphite (HOPG) and local thermopower measurements in the semimetal <span><math><mrow><msub><mrow><mi>Bi</mi></mrow><mrow><mn>2</mn></mrow></msub><msub><mrow><mi>Te</mi></mrow><mrow><mn>3</mn></mrow></msub></mrow></math></span>. Our system offers a tool to investigate the relationship between electronic structure and thermoelectric properties at the nanoscale.</p></div>","PeriodicalId":23439,"journal":{"name":"Ultramicroscopy","volume":"261 ","pages":"Article 113963"},"PeriodicalIF":2.2,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140548240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Adaptive under-sampling strategy for fast imaging in compressive sensing-based atomic force microscopy 基于压缩传感的原子力显微镜中快速成像的自适应欠采样策略
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-04-02 DOI: 10.1016/j.ultramic.2024.113964
Peng Cheng , Yingzi Li , Rui Lin , Yifan Hu , Xiaodong Gao , Jianqiang Qian , Wendong Sun , Quan Yuan

Compressive sensing (CS) can reconstruct the rest information almost without distortion by advanced computational algorithm, which significantly simplifies the process of atomic force microscope (AFM) scanning with high imaging quality. In common CS-AFM, the partial measurements randomly come from the whole region to be measured, which easily leads to detail loss and poor image quality in regions of interest (ROIs). Consequently, important microscopic phenomena are missed probably. In this paper, we developed an adaptive under-sampling strategy for CS-AFM to optimize the process of sampling. Under a certain under-sampling ratio, the weight coefficient of ROIs and regions of base (ROBs) were set to control the distribution of under-sampling points and corresponding measurement matrix. A series of simulations were completed to demonstrate the relationship between the weight coefficient of ROIs and image quality. After that, we verified the effectiveness of the method on our homemade AFM. Through a lot of simulations and experiments, we demonstrated how the proposed method optimized the sampling process of CS-AFM, which speeded up the process of AFM imaging with high quality.

压缩传感(Compressive sensing,CS)通过先进的计算算法几乎不失真地重建其余信息,从而大大简化了原子力显微镜(AFM)的扫描过程,并获得了较高的成像质量。在普通的 CS-AFM 中,部分测量值随机来自整个待测区域,这很容易导致感兴趣区域(ROI)的细节丢失和图像质量低下。因此,可能会错过重要的微观现象。本文开发了 CS-AFM 的自适应欠采样策略,以优化采样过程。在一定的欠采样率下,设置 ROI 和基底区域(ROB)的权重系数来控制欠采样点的分布和相应的测量矩阵。我们完成了一系列模拟,以证明 ROI 权重系数与图像质量之间的关系。之后,我们在自制的原子力显微镜上验证了该方法的有效性。通过大量的模拟和实验,我们证明了所提出的方法如何优化了 CS-AFM 的采样过程,从而加快了 AFM 高质量成像的进程。
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引用次数: 0
Reflection imaging with a helium zone plate microscope 用氦区平板显微镜进行反射成像
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-03-25 DOI: 10.1016/j.ultramic.2024.113961
Ranveig Flatabø , Sabrina D. Eder , Thomas Reisinger , Gianangelo Bracco , Peter Baltzer , Björn Samelin , Bodil Holst

Neutral helium atom microscopy is a novel microscopy technique which offers strictly surface-sensitive, non-destructive imaging. Several experiments have been published in recent years where images are obtained by scanning a helium beam spot across a surface and recording the variation in scattered intensity at a fixed total scattering angle θSD and fixed incident angle θi relative to the overall surface normal. These experiments used a spot obtained by collimating the beam (referred to as helium pinhole microscopy). Alternatively, a beam spot can be created by focusing the beam with an atom optical element. However up till now imaging with a focused helium beam has only been demonstrated in transmission (using a zone plate). Here we present the first reflection images obtained with a focused helium beam (also using a zone plate). Images are obtained with a spot size (FWHM) down to 4.7μm ±0.5μm, and we demonstrate focusing down to a spot size of about 1μm. Furthermore, we present experiments measuring the scattering distribution from a focused helium beam spot. The experiments are done by varying the incoming beam angle θi while keeping the beam-detector angle θSD and the point where the beam spot hits the surface fixed - in essence, a microscopy scale realization of a standard helium atom scattering experiment. Our experiments are done using an electron bombardment detector with adjustable signal accumulation, developed particularly for helium microscopy.

中性氦原子显微镜是一种新型显微镜技术,可提供严格的表面敏感、非破坏性成像。近年来发表了一些实验,通过扫描表面上的氦光束光斑,记录相对于整个表面法线的固定总散射角θSD和固定入射角θi的散射强度变化,从而获得图像。这些实验使用通过准直光束获得的光斑(称为氦针孔显微镜)。另外,也可以通过原子光学元件聚焦光束来产生光斑。不过,迄今为止,聚焦氦光束的成像只在透射(使用区域板)情况下进行过演示。在此,我们首次展示了利用聚焦氦光束(同样使用区域板)获得的反射图像。获得的图像光斑尺寸(FWHM)小至 4.7μm ±0.5μm,我们还演示了聚焦后的光斑尺寸小至约 1μm。此外,我们还介绍了测量聚焦氦光束光斑散射分布的实验。实验是通过改变射入光束的角度θi来完成的,同时保持光束-探测器角度θSD和光束光斑撞击表面的点固定不变--实质上,这是标准氦原子散射实验在显微镜尺度上的实现。我们的实验使用的是专门为氦显微镜开发的可调节信号累积的电子轰击探测器。
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引用次数: 0
Isolated scan unit and scanning tunneling microscope for stable imaging in ultra-high magnetic fields 用于在超高磁场中稳定成像的隔离式扫描单元和扫描隧道显微镜
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-03-22 DOI: 10.1016/j.ultramic.2024.113960
Jihao Wang , Zihao Li , Kesen Zhao , Shuai Dong , Dan Wu , Wenjie Meng , Jing Zhang , Yubin Hou , Yalin Lu , Qingyou Lu

The high resolution of a scanning tunneling microscope (STM) relies on the stability of its scan unit. In this study, we present an isolated scan unit featuring non-magnetic design and ultra-high stability, as well as bidirectional movement capability. Different types of piezoelectric motors can be incorporated into the scan unit to create a highly stable STM. The standalone structure of scan unit ensures a stable atomic imaging process by decreasing noise generated by motor. The non-magnetic design makes the scan unit work stable in high magnetic field conditions. Moreover, we have successfully constructed a novel STM based on the isolated scan unit, in which two inertial piezoelectric motors act as the coarse approach actuators. The exceptional performance of homebuilt STM is proved by the high-resolution atomic images and dI/dV spectrums on NbSe2 surface at varying temperatures, as well as the raw-data images of graphite obtained at ultra-high magnetic fields of 23 T. According to the literature research, no STM has previously reported the atomic image at extreme conditions of 2 K low temperature and 23 T ultra-high magnetic field. Additionally, we present the ultra-low drift rates between the tip and sample at varying temperatures, as well as when raising the magnetic fields from 0 T to 23 T, indicating the ultra-high stability of the STM in high magnetic field conditions. The outstanding performance of our stable STM hold great potential for investigating the materials in ultra-high magnetic fields.

扫描隧道显微镜(STM)的高分辨率取决于其扫描单元的稳定性。在这项研究中,我们提出了一种具有非磁性设计和超高稳定性以及双向移动能力的隔离式扫描单元。不同类型的压电电机可以集成到扫描单元中,从而制造出高度稳定的 STM。扫描单元的独立结构可降低电机产生的噪音,从而确保原子成像过程的稳定性。非磁性设计使扫描单元在高磁场条件下也能稳定工作。此外,我们还成功地构建了一种基于隔离式扫描单元的新型 STM,其中两个惯性压电电机充当粗准执行器。我们在不同温度下获得了 NbSe2 表面的高分辨率原子图像和 dI/dV 光谱,并在 23 T 超高磁场条件下获得了石墨的原始数据图像,这些都证明了自制 STM 的卓越性能。此外,我们还展示了在不同温度下以及将磁场从 0 T 提高到 23 T 时针尖与样品之间的超低漂移率,这表明 STM 在高磁场条件下具有超高稳定性。我们稳定的 STM 的出色性能为研究超高磁场中的材料提供了巨大的潜力。
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引用次数: 0
Nano1D: An accurate computer vision software for analysis and segmentation of low-dimensional nanostructures Nano1D:用于分析和分割低维纳米结构的精确计算机视觉软件
IF 2.2 3区 工程技术 Q2 MICROSCOPY Pub Date : 2024-03-10 DOI: 10.1016/j.ultramic.2024.113949
Ehsan Moradpur-Tari , Sergei Vlassov , Sven Oras , Mart Ernits , Elyad Damerchi , Boris Polyakov , Andreas Kyritsakis , Veronika Zadin

Nanoparticles in microscopy images are usually analyzed qualitatively or manually and there is a need for autonomous quantitative analysis of these objects. In this paper, we present a physics-based computational model for accurate segmentation and geometrical analysis of one-dimensional deformable overlapping objects from microscopy images. This model, named Nano1D, has four steps of preprocessing, segmentation, separating overlapped objects and geometrical measurements. The model is tested on SEM images of Ag and Au nanowire taken from different microscopes, and thermally fragmented Ag nanowires transformed into nanoparticles with different lengths, diameters, and population densities. It successfully segments and analyzes their geometrical characteristics including lengths and average diameter. The function of the algorithm is not undermined by the size, number, density, orientation and overlapping of objects in images. The main strength of the model is shown to be its ability to segment and analyze overlapping objects successfully with more than 99 % accuracy, while current machine learning and computational models suffer from inaccuracy and inability to segment overlapping objects. Benefiting from a graphical user interface, Nano1D can analyze 1D nanoparticles including nanowires, nanotubes, nanorods in addition to other 1D features of microstructures like microcracks, dislocations etc.

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引用次数: 0
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Ultramicroscopy
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