Modeling Metal-Halide Perovskite Thin Film: Deterministic Voronoi Diagrams Based on Stochastic Correlated Nuclei

IF 2.9 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES
Zhiyun Zeng, Jintian Pan, Quanqi Cheng, Yang Liu, Qing Song, Yue Wang, Zhen Yang, Deli Li, Yonghua Chen
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Abstract

Metal-halide perovskite thin films, composed of grains, exhibit microstructures with regularity and intriguing geometries. However, the underlying geometric principles shaping these patterns remain unclear. In this study, the geometric and statistical properties of grain structures are investigated. Grain shapes are characterized by using equivalent radius and shape parameters such as circularity, aspect ratio, convexity, and solidity. These shape parameters with those of Voronoi diagrams generated from various models are compared, including correlated and uncorrelated center distributions. These findings reveal that the statistical properties, including means and standard deviation of the shape parameters, align closely with Voronoi diagrams based on random close packing of circle centers. This suggests that such Voronoi diagrams provide an accurate mathematical model for describing perovskite thin-film morphology. Furthermore, by integrating the correlated center distribution and Voronoi framework with the Avrami–Johnson–Mehl method, a model is proposed for nucleation, grain growth, and morphology evolution in perovskite thin films. This work offers a foundational perspective for understanding the film formation mechanisms of perovskite thin films, paving the way for enhanced control over their microstructures.

Abstract Image

Abstract Image

金属卤化物钙钛矿薄膜建模:基于随机相关核的确定性Voronoi图
金属卤化物钙钛矿薄膜,由颗粒组成,具有规则的微观结构和有趣的几何形状。然而,形成这些模式的基本几何原理仍然不清楚。在本研究中,研究了晶粒结构的几何和统计性质。晶粒形状的特征是使用等效半径和形状参数,如圆度、纵横比、凸度和固体度。将这些形状参数与各种模型生成的Voronoi图的形状参数进行了比较,包括相关中心分布和不相关中心分布。这些发现表明,统计性质,包括平均值和标准差的形状参数,与Voronoi图基于随机封闭的圆中心排列密切一致。这表明Voronoi图为描述钙钛矿薄膜形态提供了精确的数学模型。此外,通过将相关中心分布和Voronoi框架与Avrami-Johnson-Mehl方法相结合,提出了钙钛矿薄膜成核、晶粒生长和形态演化的模型。这项工作为理解钙钛矿薄膜的成膜机制提供了基础视角,为加强对其微结构的控制铺平了道路。
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来源期刊
Advanced Theory and Simulations
Advanced Theory and Simulations Multidisciplinary-Multidisciplinary
CiteScore
5.50
自引率
3.00%
发文量
221
期刊介绍: Advanced Theory and Simulations is an interdisciplinary, international, English-language journal that publishes high-quality scientific results focusing on the development and application of theoretical methods, modeling and simulation approaches in all natural science and medicine areas, including: materials, chemistry, condensed matter physics engineering, energy life science, biology, medicine atmospheric/environmental science, climate science planetary science, astronomy, cosmology method development, numerical methods, statistics
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