Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles

In this work, the nearest-neighbor distances and Voronoi cell features of Cu-Ag deposits were analyzed and fitted with Lognormal, Weibull, and Gamma distributions. The nearest-neighbor distance distributions of the samples were compared with those of complete spatially random points, showing spatial...

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Main Authors: Yunkai Sun, Giovanni Zangari
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Materials
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Online Access:https://www.mdpi.com/1996-1944/16/19/6452
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author Yunkai Sun
Giovanni Zangari
author_facet Yunkai Sun
Giovanni Zangari
author_sort Yunkai Sun
collection DOAJ
description In this work, the nearest-neighbor distances and Voronoi cell features of Cu-Ag deposits were analyzed and fitted with Lognormal, Weibull, and Gamma distributions. The nearest-neighbor distance distributions of the samples were compared with those of complete spatially random points, showing spatial inhomogeneity due to the nucleation exclusion effect. The radial distribution function was calculated, showing both influences from the grain size and the nucleation exclusion effect. Voronoi cells were generated based on the shape of the grains. The size, occupancy, and coordination of the Voronoi cells were examined and fitted. The results show that although the Cu-Ag deposits seemed to be governed by the instantaneous nucleation mode, the spatial distribution of the nuclei was more impacted by the nucleation exclusion effect than the Cu-only samples. This behavior is also justified by the grain size distribution generated with Voronoi cell size and occupancy distributions.
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spelling doaj.art-b8341d93b13f4839b0a56a68094abe8a2023-11-19T14:40:05ZengMDPI AGMaterials1996-19442023-09-011619645210.3390/ma16196452Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag ParticlesYunkai Sun0Giovanni Zangari1Department of Materials Science and Engineering, University of Virginia, Charlottesville, VA 22904, USADepartment of Materials Science and Engineering, University of Virginia, Charlottesville, VA 22904, USAIn this work, the nearest-neighbor distances and Voronoi cell features of Cu-Ag deposits were analyzed and fitted with Lognormal, Weibull, and Gamma distributions. The nearest-neighbor distance distributions of the samples were compared with those of complete spatially random points, showing spatial inhomogeneity due to the nucleation exclusion effect. The radial distribution function was calculated, showing both influences from the grain size and the nucleation exclusion effect. Voronoi cells were generated based on the shape of the grains. The size, occupancy, and coordination of the Voronoi cells were examined and fitted. The results show that although the Cu-Ag deposits seemed to be governed by the instantaneous nucleation mode, the spatial distribution of the nuclei was more impacted by the nucleation exclusion effect than the Cu-only samples. This behavior is also justified by the grain size distribution generated with Voronoi cell size and occupancy distributions.https://www.mdpi.com/1996-1944/16/19/6452electrodepositionnucleation and growthparticle statisticsLognormal distributionWeibull distributionGamma distribution
spellingShingle Yunkai Sun
Giovanni Zangari
Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles
Materials
electrodeposition
nucleation and growth
particle statistics
Lognormal distribution
Weibull distribution
Gamma distribution
title Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles
title_full Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles
title_fullStr Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles
title_full_unstemmed Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles
title_short Observation of Weibull, Lognormal, and Gamma Distributions in Electrodeposited Cu and Cu-Ag Particles
title_sort observation of weibull lognormal and gamma distributions in electrodeposited cu and cu ag particles
topic electrodeposition
nucleation and growth
particle statistics
Lognormal distribution
Weibull distribution
Gamma distribution
url https://www.mdpi.com/1996-1944/16/19/6452
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