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Updated: Jul 4, 2025

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A Microfluidic Approach for the Study of Ice and Clathrate Hydrate Crystallization
Published on: August 18, 2022
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Structure Discovery in Atomic Force Microscopy Imaging of Ice.
Fabio Priante1, Niko Oinonen1, Ye Tian2
1Department of Applied Physics, Aalto University, Helsinki FI-00076, Finland.
ACS Nano
|February 5, 2024
Summary
Researchers used advanced microscopy and AI to reveal the 3D structures of water clusters on metal surfaces. This provides key insights into the initial stages of ice formation, crucial for understanding natural and technological processes.
Area of Science:
- Surface science
- Physical chemistry
- Nanotechnology
Background:
- Water-surface interactions are vital in nature and technology.
- Understanding adsorbed water structures aids ice nucleation studies.
- Previous studies observed flat water clusters on surfaces.
Purpose of the Study:
- To investigate the atomistic structure of large, 3D water clusters on Au(111) and Cu(111) surfaces.
- To overcome interpretation challenges posed by complex cluster configurations.
- To provide insights into the early stages of ice formation.
Main Methods:
- High-resolution atomic force microscopy (AFM) for experimental measurements.
- Machine learning and neural network potentials for atomistic modeling.
- Statistical sampling and simulated AFM image comparison for structure determination.
Main Results:
- Experimental observation of complex, 3D water clusters on Au(111) and Cu(111).
- Determination of underlying atomic structures for these challenging clusters.
- Validation of proposed structures through comparison with experimental AFM data.
Conclusions:
- The study elucidates the structure of non-planar water clusters, advancing understanding of ice nucleation.
- The combined computational and experimental approach is effective for characterizing complex surface phenomena.
- Findings contribute to diverse fields, from biology to astrophysics, where ice formation is relevant.

