Augmented Lagrangian Digital Volume Correlation (ALDVC)

版本 1.1 (151.3 MB) 作者: Jin Yang
Adaptive Lagrangian Digital Volume Correlation - volumetric displacement and strain measurement based on a hybrid local-global approach
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更新时间 2024/3/9
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Augmented Lagrangian Digital Volume Correlation (ALDVC): volumetric displacement and strain measurement based on a hybrid local-global approach. ALDVC is a fast, parallel-computing hybrid DVC algorithm, which combines advantages of local subset method (fast computation speed, and parallel computing) and finite-element-based global method (guarantee global kinematic compatibility and decrease noise).
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Reference paper:
For full details, and to use this code, please cite our paper:
Yang, J., Hazlett, L., Landauer, A., Franck, C. Augmented Lagrangian Digital Volume Correlation. Experimental Mechanics, 2020 (https://link.springer.com/article/10.1007/s11340-020-00607-3).
Or request full text at:
https://www.researchgate.net/publication/343676441_Augmented_Lagrangian_Digital_Volume_Correlation_ALDVC
Code manual is available at:
https://www.researchgate.net/publication/343676916_Augmented_Lagrangian_Digital_Volume_Correlation_ALDVC_Code_Manual
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Advantages of ALDVC algorithm
[1] It’s a fast algorithm using distributed parallel computing.
[2] Global kinematic compatibility is added as a global constraint in the form of augmented Lagrangian, and solved using Alternating Direction Method of Multipliers scheme.
[3] Both displacement fields and affine deformation gradients are correlated at the same time.
[4] No need of much manual experience about choosing displacement smoothing filters.
[5] Being able to compute image sequence with multiple image frames, which is especially quite useful for measuring very large deformations.
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% ****** ATTENTION ******
% The "x,y,z" or "1-,2-,3-" coordinates in the ALDVC code always correspond to the 1st, 2nd and 3rd indices of Matlab workspace variable. For example, p_meas(:,1) and p_meas(:,2) are the x- & y-coordinates of scattered points.
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% This is a little different from some MATLAB image processing functions. % For example, if a 3D image has size MxNxL, in this code, we always have the image size_x=M, size_y=N, size_z=L. If you use some Matlab computer vision/image post-processing function, for example, 'imagesc3D', or 'imshow3D', or 'surf', it will reads size_x=N, size_y=M, size_z=L.
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% Please pay attention to this difference.
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ALDVC example dataset
Example images download link: https://utexas.box.com/s/dha6cyk6it5h7cuxxyamq5datonw2vx4
Example results download link: https://utexas.box.com/s/nku4lkkkk95srdflhhbinurxy077jd62
Contact and support
I appreciate your comments and ratings to help me keep improving this code! Please feel free to follow this code, then you will be notified with all the important updates/corrections in the future.
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References
[1] regularizeNd. https://www.mathworks.com/matlabcentral/fileexchange/61436-regularizend
[2] https://www.mathworks.com/matlabcentral/fileexchange/24049-streamcolor

引用格式

Jin Yang (2024). Augmented Lagrangian Digital Volume Correlation (ALDVC) (https://github.com/FranckLab/ALDVC), GitHub. 检索来源 .

Yang, J., Hazlett, L., Landauer, A., Franck, C. Augmented Lagrangian Digital Volume Correlation. Experimental Mechanics, 2020 (https://link.springer.com/article/10.1007/s11340-020-00607-3).

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DVC_images

PlotFiles

PlotFiles/export_fig-d966721

func

func/regularizeNd

src

无法下载基于 GitHub 默认分支的版本

版本 已发布 发行说明
1.1

1. Dataset links have been updated. 2. Incremental mode has been added to track large DVC deformations.

1.0.4

Fix/improve the ROI crop issue in the initial guess section (code section 3). The MATLAB file exchange may need 1-2 days to update to the newest version. Please also follow our github repository: https://github.com/FranckLab/ALDVC
1.0.3

Update code manual: add a section to describe the image pre-processing procedure to transform 3D image stacks to ALDVC input files.
1.0.2

Fix bugs in streamline plotting
1.0.1

Add "./DVC_images/GenerateVolMatfile.m" to transform 3D image stacks to volumetric matlab matfiles in ALDVC code; Add extensions to plot solved displacements and strains in body plot, cone plot, streamline, quiver plots.

1.0.0

要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。
要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。