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Massachusetts Institute of Technology

Using Optical Imaging and Image Processing to Verify a Layer in a Laser Powder Bed Fusion Process

Abstract

dc:description.abstract

Additive manufacturing (AM) allows for the creation of complex geometries that cannot be created with traditional manufacturing methods. AM is widely used in regulated industries such as medical and aerospace which require objective evidence of good manufacturing processes (GMP) for auditing purposes. Within AM, important powder layer characteristics must be met to ensure final part quality. Currently, no machine can provide objective evidence of a proper characterization of crucial powder layer properties with in-process monitoring equipment. Such properties are currently verified by unquantifiable means and can be classified within two categories of failure. This project investigates and analyzes possible sensor technologies that can provide in-process data to objectively quantify the characterization condition. Implementing in-process monitoring technologies will provide objective, quantitative evidence, prevent failed builds due to improper powder layer setups, and reduce the time it takes to set up an AM machine for a build. While the final solution for this project incorporates the use of both a 2D laser line sensor and an AM in-machine camera, this thesis will specifically focus on the in-machine camera. More specifically, this thesis will discuss camera repeatability tests that were conducted, the images taken during these tests, and the resulting pixel intensity values from these images. Analysis of the intensity values demonstrated that the in-machine camera could distinguish between different powder layer thickness values and that intensity values could be used as a quantitative metric to indicate whether certain powder layer characteristics are within specification.

Degree

thesis:*
Name thesis:degree_name
Master
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Mechanical Engineering
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2023

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Kota, Maya Padmini
Advisor dc:contributor.advisor
  • Hardt, David

Rights

dc:rights
Statement dc:rights
  • In Copyright - Educational Use Permitted
  • Copyright retained by author(s)

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/153098
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/153098

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Kota, Maya Padmini. Using Optical Imaging and Image Processing to Verify a Layer in a Laser Powder Bed Fusion Process. Massachusetts Institute of Technology, 2023. https://hdl.handle.net/1721.1/153098