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Home 2026

Fractal Dimension Analysis of Transmission Electron Microscope Images of Copper Oxide Nanostructures

Authors: G. Udhaya Sankar, C. Ganesa Moorthy, WSN 216 (2026) 48-65

2026-06-13
Reading Time: 3 mins read
0

https://doi.org/10.65770/SNME4675

ABSTRACT

Copper oxide (CuO) nanoparticles were examined by using transmission electron microscopy (TEM), and their structural aggregation was quantified via a MATLAB based box-counting method. TEM images were grayscale processed, binarized, and segmented to extract particle boundaries, enabling precise calculation of the fractal dimension  for each sample. The results reveal a wide range of aggregation states, with  values spanning from 1.78 to 1.936. Lower  values correspond to open, branched, diffusion limited aggregates, while intermediate values (1.82–1.87) indicate dense clusters with rugged surfaces characteristic of reaction limited cluster aggregation (RLCA). Higher   values greater than 1.92 signify near solid, coalesced morphologies with minimal porosity, reflecting advanced RLCA or particle sintering. The MATLAB based approach offers a reproducible and scalable tool for systematically evaluating nanoscale morphology, providing insights critical for optimizing CuO nanostructures for catalysis, sensing, energy storage, and electronic applications.

References

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WSN 216 (2026) 48-65

 

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Tags: Box-counting method through MATLAB programcopper oxideFractal dimensionNanoparticle aggregation.TEM image analysis
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