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Massachusetts Institute of Technology

Design and development of an automated inspection system for vials

Abstract

dc:description.abstract

Automated inspection systems are powerful tools that can significantly reduce risk and maintain product standard. At Waters Corporation, the existing packaging process of a certain vial product relies mainly on manual labor. Designing an automated packaging machine is believed to greatly improve both packaging speed and quality. To ensure that the packaging machine produces proper packages, an automated inspection system is designed as the last stage of the packaging machine. Inspection is based on computer vision and image processing enabled by Raspberry Pi and OpenCV. The proposed algorithm is designed to determine if the proper number of vials are present in each package. Moreover, a data-logging and data-transfer channel is developed between the machine and Waters Corporation. Some basic Industry 4.0 features are also loaded so that machine status and operation data can be access remotely in real time. This thesis presents an overview about the automated inspection system, details about the computer vision algorithm as well as the industry 4.0 feature. For other subsystems, please refer to other theses from the 2019 MIT Master of Engineering in Advanced Manufacturing and Design Cohort.

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
2019

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Liu, Siyang,M. Eng.Massachusetts Institute of Technology.
Advisor dc:contributor.advisor
  • David E. Hardt.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/123761
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/123761

Chain of custody

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

Liu, Siyang,M. Eng.Massachusetts Institute of Technology.. Design and development of an automated inspection system for vials. Massachusetts Institute of Technology, 2019. https://hdl.handle.net/1721.1/123761