GranulaX: Physics-guided CT reconstruction of granular microstructures
编号:110 访问权限:仅限参会人 更新:2026-07-30 17:57:44 浏览:8次 口头报告

报告开始:2026年08月11日 11:30(Asia/Hong_Kong)

报告时间:15min

所在会场:[S7] Session 7 Fault Geo-disaster and Induced Seismicity [S7.5] Session 7 Day 3

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摘要
Dense granular materials are difficult to reconstruct from X-ray computed tomography images because tight particle contacts, blurred interfaces, partial-volume effects, and spatially varying grayscale frequently cause particle merging or fragmentation. Reliable particle-resolved reconstruction is nevertheless essential for linking internal granular structure to macroscopic mechanical behaviour (Xing et al., 2021). This study presents GranulaX, a physics-guided workflow that converts grayscale image volumes into globally consistent particle labels for micromechanical analysis. The workflow integrates target-region extraction, image enhancement, initial particle segmentation, and uncertainty diagnosis using physically interpretable particle size and shape constraints. Uncertain regions are selectively refined, while overlapping subvolume processing and global label stitching enable scalable reconstruction of the full specimen.
Validation against manual annotations and independent laser granulometry demonstrated high accuracy in particle identification, three-dimensional reconstruction, and particle-size characterization. Beyond image segmentation, GranulaX establishes a particle-resolved structural representation from which particle-size redistribution, packing heterogeneity, contact-network organization, and their evolution during shearing can be quantitatively assessed. It therefore provides a direct pathway for linking X-ray tomography observations to particle-scale kinematics, including grain rearrangement, migration, and collective motion during deformation.
 
关键词
X-ray computed tomography; Dense granular materials; Particle-scale kinematics; Physics-guided image processing; Three-dimensional reconstruction
报告人
Zifan LI
China University of Geosciences (Wuhan)

稿件作者
Yahui Zhang 中国地质大学(武汉)
Zifan Li China University of Geosciences (Wuhan)
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重要日期
  • 会议日期

    08月09日

    2026

    08月13日

    2026

  • 08月09日 2026

    初稿截稿日期

  • 08月12日 2026

    注册截止日期

主办单位
International Consortium on Geo-disaster Reduction (ICGdR)
UNESCO Chair on Geoenvironmental Disaster Reduction
承办单位
The Hong Kong Polytechnic University
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