Datasets:
ppak10
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ORNL-LPBF-Cylinders

Dataset card Data Studio Files
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This readme file was generated on [2025-03-19] by [Zackary Snow]
GENERAL INFORMATION
1. Title of Dataset: In situ Visible Light and Thermal Imaging Data from a Laser Powder Bed Fusion Additive Manufacturing Process Co-Registered to X-ray Computed Tomography and Fatigue Data
2. Author Information
A. Principal Investigator Contact Information
Name: Zackary Snow
ORCID: https://orcid.org/0000-0001-5901-6785
Institution: Oak Ridge National Laboratory
Address: 2350 Cherahala Blvd, Knoxville, TN 37932
Email: snowzk@ornl.gov
B. Associate or Co-investigator Contact Information
Name: Luke Scime
ORCID: https://orcid.org/0000-0002-0506-253X
Institution: Oak Ridge National Laboratory
Address: 2350 Cherahala Blvd, Knoxville, TN 37932
Email: scimelr@ornl.gov
C. Alternate Contact Information
Name: Jeff Price
ORCID: https://orcid.org/0009-0008-3955-9473
Institution: Oak Ridge National Laboratory
Address: 2350 Cherahala Blvd, Knoxville, TN 37932
Email: pricejr@ornl.gov
3. Date of data collection: 2024-05-01 to 2024-05-05
4. Geographic location of data collection: Oak Ridge, TN
5. Information about funding sources that supported the collection of the data:
This research was sponsored by the US Department of Energy’s Advanced Materials and Manufacturing Technologies Office. This dataset has been authored by UT-Battelle, LLC, under contract DE-AC05–00OR22725 with the U.S. Department of Energy (DOE).
SHARING/ACCESS INFORMATION
1. Reuse restrictions placed on the data: N/A
2. Links to publications that cite or use the data: N/A
3. Links to other publicly accessible locations of the data: N/A
4. Links/relationships to ancillary data sets: N/A
5. Was data derived from another source? If yes, list source(s): N/A
6. Recommended citation for this dataset:
Z. Snow, L. Scime, C. Joslin, W. Halsey, A. Marquez Rossy, A. Ziabari, V. Paquit, R. Dehoff, "In situ Visible Light and Thermal Imaging Data from a Laser Powder Bed Fusion Additive Manufacturing Process Co-Registered to X-ray Computed Tomography and Fatigue Data", Oak Ridge National Laboratory (2025), https://doi.org/10.13139/ORNLNCCS/2524534
DATA & FILE OVERVIEW
1. File List:
- 2024-05-01 M2 AMMTO Fatigue Blanks 05.hdf5, which contains:
- build notes
- machine information
- ambient print conditions
- feedstock information
- partwise process parameters
- post-build reference images
- test results
- log10(cycles to failure)
- layerwise scan path information
- line: x1, y1, x2, y2, time
- point: x, y, photodiode intensity
- layerwise sensor images
- visible/0: post-melt visible light
- visible/1: post-recoat visible light
- nir/0: temporally integrated sum image in the near infrared
- nir/1: temporally integrated max image in the near infrared
- nir/2: temporally integrated argmax image in the near infrared
- layerwise part template images
- layerwise sample template images
- layerwise thermal simulation results
- melt pool depth
- melt pool length
- melt pool width
- time since start of melting (relative to the start of melting of each part)
- layerwise X-ray computed tomography (XCT) results
- raw XCT data
- segmented flaws
- layerwise anomaly detection results
- 0: Powder
- 1: Printed
- 2: Recoater Hopping
- 3: Recoater Streaking
- 4: Incomplete Spreading
- 5: Powder Mounding
- 6: Debris
- 7: Spatter on Powder
- 8: Swelling
- 9: Super-Elevation
- 10: Misprint
- 11: Stripe Boundary
- 12: Over Melting
- 13: Under Melting
- 14: Localized Bright Spot
- 15: Localized Dark Spot