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Title: Thermal images collected during large-scale 3D printing with Ingersoll MasterPrint

Abstract

This data set contains images produced to test the performance of anomaly and fault detection methods in the context of additive manufacturing. Two print jobs were executed using the Ingersoll MasterPrint with the Model 30 Strangpresse extruder. The material used was Techmer compounded polylactic acid (PLA) with wood flour as a filler (80/20 PLA/WF by weight). The first print job consists of the 3D printing of a hexagonal cylinder with a two-bead wall. This print was sliced at a gantry velocity of 3000 millimeter per minute, and an extruder screw speed of 68.14 rotations per minute. This are considered the normal operating conditions. A second hexagonal cylinder was printed using a reduced extruder screw speed, 15% lower than under normal operating conditions. The images were collected with a Teledyne FLIR Lepton 3.5 infra-red camera, a small form factor radiometric long-wave infrared camera with a spectral range of 8 µm to 14 µm. Sensor resolution was 160x120 pixels, with a pixel size of 12 µm, a temperature range of -10 - 450°C, and an accuracy of +/- 10°C in its low gain configuration. Images in this data set were collected with cameras oriented at the printer nozzle. The nozzle camera setupmore » consisted of two cameras located 12.5cm from the nozzle center. These were mounted directly to the print head, so that the camera positions relative to the print direction would remain constant as it rotated around its C-axis to follow the print path. One camera was placed ahead of the nozzle to capture the previous layer immediately before being covered by the new layer of material, while the second camera was placed behind the nozzle and captured the freshly extruded bead. Images are collecting during each phase of the print: (a) idle (i.e., no material deposited), (b) extrusion (i.e., to prime the extruder), and (c) printing (deposition of material to manufacture the hexagonal cylinder).« less

Authors:
; ; ; ; ; ; ; ; ;
  1. ORNL-OLCF
Publication Date:
DOE Contract Number:  
AC05-00OR22725
Research Org.:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Org.:
Office of Science (SC)
Collaborations:
University of Maine, Purdue University
Subject:
36 MATERIALS SCIENCE; Additive manufacturing, Composite materials, Machine vision
OSTI Identifier:
2441473
DOI:
https://doi.org/10.13139/OLCF/2441473

Citation Formats

Villez, Kris, Tomlinson, Scott, McGlone, Aidan, Bailey, Ben, Chase, Tyler, Chowdhury, Dhruba, Jacobs, Nicholas, McClain, Monique, Slattery, Lucy, and Webster, Morgan. Thermal images collected during large-scale 3D printing with Ingersoll MasterPrint. United States: N. p., 2024. Web. doi:10.13139/OLCF/2441473.
Villez, Kris, Tomlinson, Scott, McGlone, Aidan, Bailey, Ben, Chase, Tyler, Chowdhury, Dhruba, Jacobs, Nicholas, McClain, Monique, Slattery, Lucy, & Webster, Morgan. Thermal images collected during large-scale 3D printing with Ingersoll MasterPrint. United States. doi:https://doi.org/10.13139/OLCF/2441473
Villez, Kris, Tomlinson, Scott, McGlone, Aidan, Bailey, Ben, Chase, Tyler, Chowdhury, Dhruba, Jacobs, Nicholas, McClain, Monique, Slattery, Lucy, and Webster, Morgan. 2024. "Thermal images collected during large-scale 3D printing with Ingersoll MasterPrint". United States. doi:https://doi.org/10.13139/OLCF/2441473. https://www.osti.gov/servlets/purl/2441473. Pub date:Wed Sep 25 04:00:00 UTC 2024
@article{osti_2441473,
title = {Thermal images collected during large-scale 3D printing with Ingersoll MasterPrint},
author = {Villez, Kris and Tomlinson, Scott and McGlone, Aidan and Bailey, Ben and Chase, Tyler and Chowdhury, Dhruba and Jacobs, Nicholas and McClain, Monique and Slattery, Lucy and Webster, Morgan},
abstractNote = {This data set contains images produced to test the performance of anomaly and fault detection methods in the context of additive manufacturing. Two print jobs were executed using the Ingersoll MasterPrint with the Model 30 Strangpresse extruder. The material used was Techmer compounded polylactic acid (PLA) with wood flour as a filler (80/20 PLA/WF by weight). The first print job consists of the 3D printing of a hexagonal cylinder with a two-bead wall. This print was sliced at a gantry velocity of 3000 millimeter per minute, and an extruder screw speed of 68.14 rotations per minute. This are considered the normal operating conditions. A second hexagonal cylinder was printed using a reduced extruder screw speed, 15% lower than under normal operating conditions. The images were collected with a Teledyne FLIR Lepton 3.5 infra-red camera, a small form factor radiometric long-wave infrared camera with a spectral range of 8 µm to 14 µm. Sensor resolution was 160x120 pixels, with a pixel size of 12 µm, a temperature range of -10 - 450°C, and an accuracy of +/- 10°C in its low gain configuration. Images in this data set were collected with cameras oriented at the printer nozzle. The nozzle camera setup consisted of two cameras located 12.5cm from the nozzle center. These were mounted directly to the print head, so that the camera positions relative to the print direction would remain constant as it rotated around its C-axis to follow the print path. One camera was placed ahead of the nozzle to capture the previous layer immediately before being covered by the new layer of material, while the second camera was placed behind the nozzle and captured the freshly extruded bead. Images are collecting during each phase of the print: (a) idle (i.e., no material deposited), (b) extrusion (i.e., to prime the extruder), and (c) printing (deposition of material to manufacture the hexagonal cylinder).},
doi = {10.13139/OLCF/2441473},
journal = {},
number = ,
volume = ,
place = {United States},
year = {Wed Sep 25 04:00:00 UTC 2024},
month = {Wed Sep 25 04:00:00 UTC 2024}
}