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Part 1: Document Description
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Citation |
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Title: |
Results and raw data of an adjustable similarity calculation for computer aided design (CAD) data |
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Identification Number: |
doi:10.18419/darus-813 |
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Distributor: |
DaRUS |
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Date of Distribution: |
2020-05-27 |
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Version: |
1 |
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Bibliographic Citation: |
Zink, Dennis, 2020, "Results and raw data of an adjustable similarity calculation for computer aided design (CAD) data", https://doi.org/10.18419/darus-813, DaRUS, V1 |
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Citation |
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Title: |
Results and raw data of an adjustable similarity calculation for computer aided design (CAD) data |
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Subtitle: |
Detected geometric features and point cloud representations of a public CAD data set and the evaluation of these |
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Identification Number: |
doi:10.18419/darus-813 |
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Authoring Entity: |
Zink, Dennis (Universität Stuttgart) |
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Producer: |
Zink, Dennis |
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Date of Production: |
2020-05-21 |
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Distributor: |
DaRUS |
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Access Authority: |
Zink, Dennis |
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Access Authority: |
Middendorf, Peter |
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Depositor: |
Zink, Dennis |
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Date of Deposit: |
2020-05-20 |
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Holdings Information: |
https://doi.org/10.18419/darus-813 |
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Study Scope |
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Keywords: |
Computer and Information Science, Engineering, CAD (Computer-aided design), Similarity (Geometry) |
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Abstract: |
The here shown data results from a methodology for calculating the similarity of CAD parts. CAD parts are analyzed using various algorithms to find geometric features and discrete point cloud representations. The folder AnalyzedCADData contains a zip-file with the raw analyzed data of each part. All evaluated results can be found in folder EvaluationOfData in HDF5 formattet tables. An overview of the data set and the analyzed geometric features is given by an interactive HTML diagram in folder FeatureDiagram. |
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Kind of Data: |
CAD data in Siemens NX format |
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Kind of Data: |
HDF5 data |
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Kind of Data: |
Interactive HTML diagram |
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Kind of Data: |
3D PDFs |
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Kind of Data: |
Text files |
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Kind of Data: |
Pictures |
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Methodology and Processing |
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Sources Statement |
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Origins of Sources: |
The ABC dataset was created using the CAD dataset from Onshape Incorporate. The copyright of the CAD models is owned by their creators. For licensing details, see <a href="https://www.onshape.com/legal/terms-of-use#your_content">https://www.onshape.com/legal/terms-of-use#your_content</a>. |
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Data Access |
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Other Study Description Materials |
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Related Studies |
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The CAD data set is an excerpt of the ABC data set: <a href="https://deep-geometry.github.io/abc-dataset/">https://deep-geometry.github.io/abc-dataset/</a>. 5322 parts were used and disassembled to 42327 single bodies. More information about the data set is published in S. Koch, A. Matveev, Z. Jiang, F. Williams, A. Artemov, E. Burnaev, M. Alexa, D. Zorin, D. Panozzo, Abc: A big cad model dataset for geometric deep learning, in: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 9601-9611. |
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Related Publications |
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Citation |
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Title: |
PhD thesis in progress: Methoden für die Bewertung des Leichtbaupotenzials sowie der Fertigbarkeit von Bauteilgeometrien bezüglich der Umsetzung in Faserverbundbauweisen |
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Bibliographic Citation: |
PhD thesis in progress: Methoden für die Bewertung des Leichtbaupotenzials sowie der Fertigbarkeit von Bauteilgeometrien bezüglich der Umsetzung in Faserverbundbauweisen |
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Label: |
AnalyzedCADData.zip |
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Text: |
Raw analyzation results of 42327 CAD bodies. |
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Notes: |
application/zip |
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Label: |
BoxData.h5 |
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Text: |
HDF5 table that contains data of the minimal bounding box as well as some body properties for all bodies. |
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Notes: |
application/x-h5 |
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Label: |
PointCloudData.h5 |
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Text: |
HDF5 table that contains the point cloud representation for all bodies which includes, besides the location, geometric characteristics for each point cloud point. |
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Notes: |
application/x-h5 |
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Label: |
PointCloudDistribution.h5 |
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Text: |
HDF5 table that contains the frequency of curvature categories in the point cloud representations of all bodies. |
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Notes: |
application/x-h5 |
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Label: |
SimilarityTable.h5 |
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Text: |
HDF5 table that contains relevant features for the similarity calculation of all bodies as well es some similarity calculation results. |
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Notes: |
application/x-h5 |
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Label: |
SurfacesDistribution_perArea.h5 |
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Text: |
HDF5 table that contains the frequency of face categories per area of all bodies. |
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Notes: |
application/x-h5 |
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Label: |
SurfacesDistribution_perNumber.h5 |
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Text: |
HDF5 table that contains the frequency of face categories per number of faces of all bodies. |
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Notes: |
application/x-h5 |
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Label: |
01_PhysicalData.zip |
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Text: |
Part pictures for the interactive diagram ScatterPlotCADDataSet.html |
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Notes: |
application/zip |
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Label: |
ScatterPlotCADDataSet.html |
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Text: |
Interactive plot of CAD feature data. Hovering over a datapoint gives the part picture, if the folder "01_PhysicalData.zip" is unzipped and saved in the same directory as the html file. |
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Notes: |
text/html |