期刊文献+
共找到4篇文章
< 1 >
每页显示 20 50 100
基于深度学习的TEM纳米材料图像识别与粒径统计 被引量:2
1
作者 刘淑慧 姚丽英 +1 位作者 张仲圆 曾洁 《电子测量技术》 北大核心 2021年第10期109-113,共5页
对于催化材料,纳米颗粒的大小和形状等结构信息对催化性能有着重要的影响,基于透射电子显微镜图像的纳米颗粒识别与统计是获取这些信息的主要手段。本文提出一种基于深度学习的深度可分离卷积U-Net网络架构,以核壳结构纳米材料为数据集... 对于催化材料,纳米颗粒的大小和形状等结构信息对催化性能有着重要的影响,基于透射电子显微镜图像的纳米颗粒识别与统计是获取这些信息的主要手段。本文提出一种基于深度学习的深度可分离卷积U-Net网络架构,以核壳结构纳米材料为数据集,采用交叉熵损失函数、加权交叉熵损失函数、IoU损失函数和Dice损失函数作为优化目标,分别对网络进行训练。分割结果表明IoU损失函数和Dice损失函数在正负样本不均衡的核壳结构纳米颗粒数据集中性能较好。最后利用训练好的网络,对TEM图像分割且进行统计,获取粒径及周长分布等结构信息,为深度学习在催化材料领域的应用提供可行性。 展开更多
关键词 透射电子显微镜图像 深度可分离卷积U-Net 纳米颗粒识别 损失函数
下载PDF
Automatic recognition and quantitative analysis of Ω phases in Al-Cu-Mg-Ag alloy
2
作者 刘冰滨 谷艳霞 +1 位作者 刘志义 田小林 《Journal of Central South University》 SCIE EI CAS 2014年第5期1696-1704,共9页
The main methods of the second phase quantitative analysis in current material science researches are manual recognition and extracting by using software such as Image Tool and Nano Measurer. The weaknesses such as hi... The main methods of the second phase quantitative analysis in current material science researches are manual recognition and extracting by using software such as Image Tool and Nano Measurer. The weaknesses such as high labor intensity and low accuracy statistic results exist in these methods. In order to overcome the shortcomings of the current methods, the Ω phase in A1-Cu-Mg-Ag alloy is taken as the research object and an algorithm based on the digital image processing and pattern recognition is proposed and implemented to do the A1 alloy TEM (transmission electron microscope) digital images process and recognize and extract the information of the second phase in the result image automatically. The top-hat transformation of the mathematical morphology, as well as several imaging processing technologies has been used in the proposed algorithm. Thereinto, top-hat transformation is used for elimination of asymmetric illumination and doing Multi-layer filtering to segment Ω phase in the TEM image. The testing results are satisfied, which indicate that the Ω phase with unclear boundary or small size can be recognized by using this method. The omission of these two kinds of Ω phase can be avoided or significantly reduced. More Ω phases would be recognized (growing rate minimum to 2% and maximum to 400% in samples), accuracy of recognition and statistics results would be greatly improved by using this method. And the manual error can be eliminated. The procedure recognizing and making quantitative analysis of information in this method is automatically completed by the software. It can process one image, including recognition and quantitative analysis in 30 min, but the manual method such as using Image Tool or Nano Measurer need 2 h or more. The labor intensity is effectively reduced and the working efficiency is greatly improved. 展开更多
关键词 auto pattern recognition top-hat transformation second phases in A1 alloy quantitative analysis
下载PDF
Occurrence, Structure and Mineral Phases of Nanoparticles in an Anthrosol
3
作者 LU Sheng-Gao SUN Fang-Fang ZONG Yu-Tong 《Pedosphere》 SCIE CAS CSCD 2013年第3期273-280,共8页
Soils contain various kinds of crystalline to amorphous solid particles with at least one dimension in the nanoscale (〈 100 nm). These nanoparticles contribute greatly to dynamic soil processes such as soil genesis... Soils contain various kinds of crystalline to amorphous solid particles with at least one dimension in the nanoscale (〈 100 nm). These nanoparticles contribute greatly to dynamic soil processes such as soil genesis, trace element cycling, contaminant transport, and chemical reaction. The nano-sized fraction of an Anthrosol was obtained to determine the occurrence, chemical composition, structure, and mineral phases of nanoparticles using high-resolution transmission electron microscopy (HRTEM) equipped with an energy-dispersive X-ray spectroscopy. Selected area electron diffraction or the fast Fourier transform of high-resolution images was used in structural characterization of the nanoparticles with HRTEM. Two nanoscale mineral types, i.e., mineral nanoparticles and nanomi- nerals, were observed in the Anthrosol. Mineral nanoparticles in soil included well crystalline aluminumsilicate nanosheets, nanorods, and nanoparticles. Nanosheets with a length of 120-150 nm and a width of about 10-20 nm were identified as chlorite/vermiculite series. The presence of clear lattice fringe spacing in HRTEM image of nanoparticles indicated that mineral nanoparticles had a relatively good crystallinity. The nanomineral ferrihydrite also existed in the Anthrosol. The HRTEM images and the particle size distribution histogram suggested that these ferrihydrite nanoparticles were quite homogeneous, and had a narrow size distribution range (1-7 nm) with a mean diameter of 3.6 4- 1.6 nm. Our HRTEM observation indicated that mineral nanoparticles and nanominerals were common and widely distributed in Anthrosols. HRTEM and selected area diffraction or lattice fringe spacing characterization provided further proofs to the structure of nanoparticles formed in soil. 展开更多
关键词 energy-dispersive X-ray spectroscopy (EDS) FERRIHYDRITE high-resolution transmission electron microscopy (HRTEM) nanominerals nano-sized fraction
原文传递
Preparation of nano-porous AlN micro-rods
4
作者 YAN GuoJun LIU XiaoLi +3 位作者 CHEN GuangDe JIANG BaiLing LI Feng LIU HanCh-en 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第6期1523-1526,共4页
In this paper, nano-porous A1N micro-rods were prepared and characterized by X-ray diffraction (XRD), scanning electron microscopy (SEM), transmission electron microscopy (TEM), Brunauer-Emett-Teller (BET) met... In this paper, nano-porous A1N micro-rods were prepared and characterized by X-ray diffraction (XRD), scanning electron microscopy (SEM), transmission electron microscopy (TEM), Brunauer-Emett-Teller (BET) method of nitrogen adsorption at low temperature, UV-via absorption spectrometry and Raman spectrometry. The SEM images and TEM images showed that the A1N samples were micro-size rods with pores in their surfaces evenly. The length of the rod was in the range of a few mi- crons to tens of micron, the diameter of the rods was about one micron, the diameter of the pore was about hundreds of nano- meter and the wall thickness of the pore about tens of nanometer. The BET surface area of the sample was 41.424 ma/g. The optical spectra showed that the optical properties of the A1N samples almost agreed with that of A1N bulk or film. 展开更多
关键词 porous AIN micro-rods PREPARATION
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部