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  5. Low-Cost Image Collection and Compilation for Enhanced In-Situ Monitoring in Laser-Powder Bed Fusion
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Low-Cost Image Collection and Compilation for Enhanced In-Situ Monitoring in Laser-Powder Bed Fusion

Date Issued
August 1, 2024
Author(s)
Brady, Brett Eugene  
Advisor(s)
Bradly H. Jared
Additional Advisor(s)
Sudarsanam Babu
Subhadeep Chakraborty
Permanent URI
https://trace.tennessee.edu/handle/20.500.14382/33121
Abstract

Laser-Powder Bed Fusion (L-PBF) additive manufacturing relies on precise control for quality assurance and reproducibility, necessitating advanced in-situ monitoring techniques. Presented is a novel low-cost approach to image collection and compilation to enable in-situ monitoring in L-PBF in ways not performed to date, i.e., at a lower cost. The research incorporates optical, near-infrared (NIR), and infrared (IR) imaging modalities to record and, in the future, analyze and detect defects during the L-PBF process. Off-axis cameras with different spectral sensitivities complicates the comparison of images due to differing image planes. A low-cost, calibration plate is used to create common image planes through perspective transforms that allows the overlay of images from differing cameras and camera orientations, a prerequisite to achieving defect detection. This calibration plate uses two materials with differing emissivity to allow calibration across differing modalities. This approach results in a maximum image error of only 1 mm. Data is collected using a custom, Python-based recording script, optimized for real-time monitoring and storage using the HDF5 file format. The findings suggest that this low-cost solution can be effectively implemented, providing the base work for future work in defect detection.

Subjects

Laser-Powder Bed Fusi...

Process Monitoring

OpenCV

In-Situ Monitoring

Perspection Correctio...

Disciplines
Manufacturing
Degree
Master of Science
Major
Aerospace Engineering
File(s)
Thumbnail Image
Name

20240712V9_BRADY_Low_Cost_Image_Collection_and_Compilation_for_Enhanced_In_Situ_Monitoring_in_LPBF.pdf

Size

6.25 MB

Format

Adobe PDF

Checksum (MD5)

a79c5b54ebf292ca3c43c247b040824f


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