Three-Dimensional Numerical Simulation of Catalyst Ink Droplet Impact on Moving Patterned Substrates Based on the Multi-relaxation Lattice Boltzmann Method

Abstract To optimize the fabrication process of a catalyst-coated membrane and enhance the performance for proton exchange membrane water electrolysis, a three-dimensional multicomponent multiphase pseudopotential model based on the multiple-relaxation-time lattice Boltzmann method (MRT-LBM) is developed to numerically simulate the impact of catalyst ink droplets on a moving substrate. The effects of substrate moving velocity, surface morphology, microstructure size, and initial droplet diameter on the spreading behavior are systematically investigated. Results reveal that the moving substrate can enhance the droplet spreading. However, an excessively high velocity of the substrate leads to liquid accumulation at the front region of microstructures, thereby attenuating the horizontal spreading capacity of the droplet. Furthermore, compared with the plane substrate, the steady-state contact area of the liquid film is larger on the patterned structure. A more uniform liquid film distribution is achieved by the conical array substrate owing to its smooth and continuous curved surfaces. Although an increased initial diameter of the droplet facilitates overcoming the pinning effect on the substrate and improves the spreading capability, an excessively large initial diameter results in a thicker liquid film in the central region. These findings provide new optimization strategies for ultrasonic spray coating in the preparation of high-performance membrane electrode assemblies for proton exchange membrane water electrolysis.

Authors

Institutions

Publication Details

Journal
Langmuir
Published
2026-09-25
DOI
https://doi.org/10.1021/acs.langmuir.6c02669
Primary Topic
Lattice Boltzmann Simulation Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Three-Dimensional Numerical Simulation of Catalyst Ink Droplet Impact on Moving Patterned Substrates Based on the Multi-relaxation Lattice Boltzmann Method

Dingding Ye, Jun Li, Yang Yang, Qiang Liao et al.
Langmuir
Lattice Boltzmann Simulation Studies
article

Three-Dimensional Numerical Simulation of Catalyst Ink Droplet Impact on Moving Patterned Substrates Based on the Multi-relaxation Lattice Boltzmann Method

Dingding Ye, Jun Li, Yang Yang, Qiang Liao, Liang Zhang, Xun Zhu, Jian Huang, Shuai Li
article en

Abstract

Abstract To optimize the fabrication process of a catalyst-coated membrane and enhance the performance for proton exchange membrane water electrolysis, a three-dimensional multicomponent multiphase pseudopotential model based on the multiple-relaxation-time lattice Boltzmann method (MRT-LBM) is developed to numerically simulate the impact of catalyst ink droplets on a moving substrate. The effects of substrate moving velocity, surface morphology, microstructure size, and initial droplet diameter on the spreading behavior are systematically investigated. Results reveal that the moving substrate can enhance the droplet spreading. However, an excessively high velocity of the substrate leads to liquid accumulation at the front region of microstructures, thereby attenuating the horizontal spreading capacity of the droplet. Furthermore, compared with the plane substrate, the steady-state contact area of the liquid film is larger on the patterned structure. A more uniform liquid film distribution is achieved by the conical array substrate owing to its smooth and continuous curved surfaces. Although an increased initial diameter of the droplet facilitates overcoming the pinning effect on the substrate and improves the spreading capability, an excessively large initial diameter results in a thicker liquid film in the central region. These findings provide new optimization strategies for ultrasonic spray coating in the preparation of high-performance membrane electrode assemblies for proton exchange membrane water electrolysis.

Langmuir
Ministry of Education Science and Technology (MW), Chongqing University (CN)
Clean water and sanitation
Openalex Percentile: Top 14%
Lattice Boltzmann Simulation Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.