A Co-Registered In-Situ and Ex-Situ Tensile Properties Dataset from a Laser Powder Bed Fusion Additive Manufacturing Process (Peregrine v2023-11)

Scime, Luke | Oak Ridge National Laboratory
Joslin, Chase | Oak Ridge National Laboratory
Collins, David | Oak Ridge National Laboratory
Halsey, William | Oak Ridge National Laboratory
Duncan, Ryan | Oak Ridge National Laboratory
Paquit, Vincent | Oak Ridge National Laboratory

Overview

Description

This release contains a co-registered in-situ and ex-situ Peregrine dataset from five Concept Laser M2 Laser Powder Bed Fusion (L-PBF) stainless steel 316L builds containing 6,299 SS-J3 individually tracked tensile coupons. 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, room-temperature static tensile test results, 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);Office of Nuclear Energy (NE)

Related Resources

Cites (DOI): https://doi.org/10.1016/j.addma.2020.101453
Continues (DOI): https://doi.org/10.13139/ORNLNCCS/1779073
Continues (DOI): https://doi.org/10.13139/ORNLNCCS/1896716
Cites (DOI): https://doi.org/10.3389/fmech.2021.767444

Details

DOI

10.13139/ORNLNCCS/2001425

Release Date

September 28, 2023

Dataset

Dataset Type

SM Specialized Mix

Software

any software or programming language capable of reading HDF5 files, such as Python's 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.

Keywords

Powder Bed Additive Manufacturing,
Image Segmentation,
In-Situ Process Monitoring,
Tensile Testing