Extending the Computable Depth Range in Electron Ptychography using Event-Converted Data

Iterative multislice electron ptychography enables depth sectioning but its range is constrained by the real-space patch imposed by detector sampling. Reconstruction using converted 4D-STEM patterns into electron-event lists decouples the model's reciprocal-space sampling interval from detector pixels size, reducing data volume, and enabling event-based loss function evaluation. The effect of patch size to the computable depth range, and the validity of the proposed method were demonstrated by simulation. The experimental demonstration on SSZ-13 zeolite shows improved reconstruction quality with preserved depth profiles; under 4× detector binning, reconstruction quality and depth sectioning are retained by selecting a finer reciprocal-space sampling interval, thereby extending the computable depth range without sacrificing angular coverage.

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Publication Details

Journal
Microscopy
Published
2026-10-13
DOI
https://doi.org/10.1093/jmicro/dfag035
Primary Topic
Advanced Electron Microscopy Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Extending the Computable Depth Range in Electron Ptychography using Event-Converted Data

Toshiaki Tanigaki, Masaki Takeguchi, Katsuaki Nakazawa, Kazutaka Mitsuishi et al.
Microscopy
Advanced Electron Microscopy Techniques and Applications
article

Extending the Computable Depth Range in Electron Ptychography using Event-Converted Data

Toshiaki Tanigaki, Masaki Takeguchi, Katsuaki Nakazawa, Kazutaka Mitsuishi, Masahiko Shimizu, Ayako Hashimoto
article en

Abstract

Iterative multislice electron ptychography enables depth sectioning but its range is constrained by the real-space patch imposed by detector sampling. Reconstruction using converted 4D-STEM patterns into electron-event lists decouples the model's reciprocal-space sampling interval from detector pixels size, reducing data volume, and enabling event-based loss function evaluation. The effect of patch size to the computable depth range, and the validity of the proposed method were demonstrated by simulation. The experimental demonstration on SSZ-13 zeolite shows improved reconstruction quality with preserved depth profiles; under 4× detector binning, reconstruction quality and depth sectioning are retained by selecting a finer reciprocal-space sampling interval, thereby extending the computable depth range without sacrificing angular coverage.

Microscopy
Mitsubishi Chemical (Japan) (JP), National Institute for Materials Science (JP)
Openalex Percentile: Top 18%
Advanced Electron Microscopy Techniques and Applications
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