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A Co-Registered In-Situ and Ex-Situ Dataset from a Laser Powder Bed Fusion Additive Manufacturing Process (Peregrine v2023-10)

  • Scime, Luke | Oak Ridge National Laboratory
  • Snow, Zackary | Oak Ridge National Laboratory
  • Ziabari, Amir | Oak Ridge National Laboratory
  • Halsey, William | Oak Ridge National Laboratory
  • Joslin, Chase | Oak Ridge National Laboratory
  • Knapp, Gerry | Oak Ridge National Laboratory
  • Coleman, John | Oak Ridge National Laboratory
  • Peles, Amra | Oak Ridge National Laboratory
  • Graham, Sarah | Oak Ridge National Laboratory
  • Marquez Rossy, Andres | Oak Ridge National Laboratory
  • Duncan, Ryan | Oak Ridge National Laboratory
  • Paquit, Vincent | Oak Ridge National Laboratory
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Overview

Description

This release contains a co-registered in-situ and ex-situ Peregrine dataset from a single Concept Laser M2 Laser Powder Bed Fusion (L-PBF) stainless steel 316L build. These data were collected at the Manufacturing Demonstration Facility (MDF) located at Oak Ridge National Laboratory (ORNL). The dataset includes layer-wise visible-light in-situ imaging data, the laser scan paths and parameters, in-situ temporal sensor data, X-Ray Computed Tomography (X-CT) scans, pycnometry and tensile test results, etched micrographs from selected locations, and the target part geometries. Additionally, anomaly detections produced by a modified Dynamic Segmentation Convolutional Neural Network (DSCNN) are provided.

Funding Resources

DOE Contract Number

DE-AC05-00OR22725

Originating Research Organization

Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization

Office of Energy Efficiency and Renewable Energy (EERE);Office of Energy Efficiency and Renewable Energy (EERE), Advanced Manufacturing Office (EE-5A)

Related Resources

Details

DOI

10.13139/ORNLNCCS/2008021

Release Date

October 18, 2023

Dataset

Dataset Type

SM Specialized Mix

Software

HDF5 file reader (ex. Python h5py package)

Acknowledgements

This work was carried out [in part] at Oak Ridge National Laboratory, managed by UT-Battelle, LLC for the U.S. Department of Energy under contract DE-AC05-00OR22725.

Category

  • 36 MATERIALS SCIENCE,
  • 97 MATHEMATICS AND COMPUTING

Keywords

  • Powder Bed Additive Manufacturing,
  • Image Segmentation,
  • In-Situ Process Monitoring,
  • X-Ray Computed Tomography,
  • Tensile Testing