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Semi-automatic size measurement of primary particles in aggregated nanomaterials by transmission electron microscopy

机译:透射电子显微镜半自动测量聚集纳米材料中初级粒子的尺寸

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摘要

A combination of transmission electron microscopic imaging and semi-automatic image analysis allows detecting and measuring the primary particles of aggregated nanomaterials. The median primary particle size, the number based size distribution, the percentage of nanoparticles and the volume specific surface area of powdered nanomaterials are determined in the framework of the European Commission's nanomaterial definition. The principle of a semi-automated approach to measure the minimal size in one dimension of primary particles in aggregates by transmission electron microscopy is developed using the model of the powdered, aggregated titanium dioxide representative test nanomaterial NM-100 with a mean primary particle diameter near the 100 nm limit. The primary particles are detected based on watershed segmentation and their minimal size and overlap coefficient are measured based on an Euclidean distance map. The primary particles of NM-100 contain 22% nanoparticles, with a size between 1 nm and 100 nm. The method is evaluated to measure other aggregated TiO2, synthetic amorphous silica and carbon black nanomaterials for which the percentage of nanoparticles is nearly 100%. A high level of automation allows measuring the diameter of the maximal inscribed circle efficiently. The maximal inscribed circle is a measure for the minimal primary particle size in one dimension and is shown to be commutable with Feret min measurements. The standard method to determine the fractal properties and the volume specific surface area of fractal-like aggregates is refined supporting on the diameter of the maximal inscribed circle and the overlap coefficient measurements for each individual primary particle.
机译:透射电子显微镜成像和半自动图像分析相结合,可以检测和测量聚集的纳米材料的初级粒子。中值一次粒径,基于数量的粒径分布,纳米颗粒的百分比以及粉状纳米材料的体积比表面积是在欧盟委员会纳米材料定义的框架内确定的。使用粉末状聚集的二氧化钛代表性测试纳米材料NM-100的模型开发了一种半自动方法的原理,该方法通过透射电子显微镜测量聚集体中一维初级颗粒的最小尺寸,该模型的平均初级粒径接近100 nm限制。基于分水岭分割检测一次粒子,并基于欧几里得距离图测量其最小尺寸和重叠系数。 NM-100的一次颗粒包含22%的纳米颗粒,尺寸在1 nm至100 nm之间。对该方法进行了评估,以测量其纳米粒子百分比接近100%的其他聚集的TiO2,合成无定形二氧化硅和炭黑纳米材料。高度的自动化可以有效地测量最大内切圆的直径。最大内切圆是一维最小一次粒径的度量,并显示与Feret min度量可互换。确定分形状聚集体的分形特性和体积比表面积的标准方法是根据最大内切圆的直径和每个单个初级粒子的重叠系数测量结果而改进的。

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