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Cornerstones are the key stones: Using interpretable machine learning to probe the clogging process in 2D granular hoppers

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DataONE2025-07-16 更新2025-07-19 收录
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This dataset contains the information recorded for approximately 50,000 hopper flows under varying conditions. Each file represents a single flow event, from beginning of flow to final clog forming. The files are matlab structures, containing the positions, radii, frame number, tracked particle ID's and velocities for every grain in the camera field of view throughout the flow. Other values, such as the position of the outlet and the total mass ejected during the flow are also included., Data are the tracked positions of grains throughout individual hopper flows (beginning of flow to final clog). A camera records images of grains near the outlet at 130 frames per second, which was then analyzed using matlab code. The grain centers were located and species (size) identified; this information was then fed into a tracking algorithm to uniquely identify grains throughout flow. From these unique identifiers, velocity and ejected mass information was calculated. , , # Data from: Cornerstones are the key stones: Using interpretable machine learning to probe the clogging process in 2D granular hoppers ## Grain positions during hopper flow for Autohopper Data are the grain positions, velocities, sizes, and IDs throughout the flow from the breaking of a clog to a new stable clog forming in a granular hopper. Grains are a tridisperse mixture of discs made from anti-static Ultra High Molecular Weight Polyethylene. The hopper is two vertical sheets of plexiglass with enough space between them to admit a single layer of discs with minimal displacement. Images of the grains during flow were recorded using a camera, and grain locations were tracked using custom MATLAB code. ## Description of the data and file structure The data are separated into three folders reflecting different experimental conditions. The folder FixedParticle.zip contains 5551 flows in which a fixed grain was inserted near the outlet, systematically affecting the flow. SingleOutletNo...,
创建时间:
2025-07-17
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