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Updated: Feb 6, 2026

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粉体の細孔半径分布を測定する新しい方法
Yuechuan Lin1, Josep Busom Descarrega2, Ilaria Gaiani3
1Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, 1700 Fribourg, Switzerland. adam.burbidge@unifr.ch.
Soft matter
|February 4, 2026
まとめ
新しい方法により、走査型電子顕微鏡(SEM)と深層学習を組み合わせて粉体の細孔半径分布を正確に測定します。このアプローチは、100 nmから10 µmまでの細孔サイズの定量化における限界を克服します。
科学分野:
- 材料科学
- ナノテクノロジー
- 計算科学
背景:
- 粉体粒子の多孔質構造の特性評価は重要です。
- 開口部および閉鎖孔を含む100 nmから10 µmまでの細孔半径の定量化は困難です。
研究 の 目的:
- 粉体粒子の細孔半径分布を測定するための、新規で正確な方法を開発すること。
- 既存の細孔サイズ定量化の限界を克服すること。
主な方法:
- 走査型電子顕微鏡(SEM)と深層学習を用いた断面半径分布の自動測定。
- 2D断面データを3D細孔半径分布に変換する新規アルゴリズムの開発。
- Saltikov-GCO法を上回るWicksellの小体問題の数値解。
主要な成果:
- 提案手法は、詳細な細孔半径分布情報を提供します。
- 結果は、より大きなスケールでのシンクロトロンX線トモグラフィーデータと一致します。
- アルゴリズムは、Saltikov-GCO法と比較して優れた性能を示します。
結論:
- 新しい方法は、粉体の細孔半径分布解析のための堅牢なソリューションを提供します。
- このアルゴリズムは、地質学および冶金学における3D粒度分析に応用される可能性があります。
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