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

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ID: 332341
2026
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Ranked #28 of 30 articles by views in Microscopy and microanalysis : the official journal of Microscopy Society of America, Microbeam Analysis Society, Microscopical Society of Canada

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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.
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openalex_W7221780065 Use this key to autocite in the manuscript while using SciMatic Manuscript Manager or Thesis Manager
Authors Kazutaka Mitsuishi, Masahiko Shimizu, Katsuaki Nakazawa, Masaki Takeguchi, Ayako Hashimoto, Toshiaki Tanigaki
Journal Microscopy and microanalysis : the official journal of Microscopy Society of America, Microbeam Analysis Society, Microscopical Society of Canada
Year 2026
DOI
10.1093/jmicro/dfag035
URL
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