Analytical model for island growth mode in thin film deposition

An analytical model for 3D island growth in Atomic Layer Deposition (ALD) was derived from geometric and statistical principles. The model: (i) accounts for a random island distribution and spontaneous nucleation; (ii) expresses surface coverage, deposited mass, mass gain per cycle and surface roughness in closed-form equations; (iii) is expandable to alternative island shapes or processes beyond ALD, including variants of chemical vapor deposition. A Monte-Carlo simulation enabled visualization of the deposit morphology at distinct features of the derived analytical curve corresponding to various growth stages: separate island growth, onset of coalescence, peak mass gain per cycle and convergence to a continuous film. The model can fit experimentally measured signals in- or ex-situ relating to mass uptake or surface roughness during the nucleation process. The fit to literature data of HfO 2 , Al 2 O 3 and ZrO 2 island growth on H-terminated Si showcased the insights that the model gives, such as estimation of island size, island nucleation density and spontaneous island nucleation rate. The model serves as a valuable tool to guide process design and optimization, whether the goal is to obtain specific nanoparticle morphologies, as for fields of catalysis or optics, or thin continuous films, for areas of semiconductor and coating technologies.

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Publication Details

Journal
Acta Materialia
Published
2026-02-18
DOI
https://doi.org/10.1016/j.actamat.2026.122033
Primary Topic
Semiconductor materials and devices
Type
article
Field-Weighted Citation Impact
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article

Analytical model for island growth mode in thin film deposition

Wojciech Szmyt, I Utke
Acta Materialia
Semiconductor materials and devices
article

Analytical model for island growth mode in thin film deposition

Wojciech Szmyt, I Utke
article en

Abstract

An analytical model for 3D island growth in Atomic Layer Deposition (ALD) was derived from geometric and statistical principles. The model: (i) accounts for a random island distribution and spontaneous nucleation; (ii) expresses surface coverage, deposited mass, mass gain per cycle and surface roughness in closed-form equations; (iii) is expandable to alternative island shapes or processes beyond ALD, including variants of chemical vapor deposition. A Monte-Carlo simulation enabled visualization of the deposit morphology at distinct features of the derived analytical curve corresponding to various growth stages: separate island growth, onset of coalescence, peak mass gain per cycle and convergence to a continuous film. The model can fit experimentally measured signals in- or ex-situ relating to mass uptake or surface roughness during the nucleation process. The fit to literature data of HfO 2 , Al 2 O 3 and ZrO 2 island growth on H-terminated Si showcased the insights that the model gives, such as estimation of island size, island nucleation density and spontaneous island nucleation rate. The model serves as a valuable tool to guide process design and optimization, whether the goal is to obtain specific nanoparticle morphologies, as for fields of catalysis or optics, or thin continuous films, for areas of semiconductor and coating technologies.

Acta MaterialiaVol. 308
École Polytechnique Fédérale de Lausanne (CH), Swiss Federal Laboratories for Materials Science and Technology (CH)
Openalex Percentile: Top 52%
Semiconductor materials and devices
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