Design and development of an automated inspection system for vials
Thesis: M. Eng. in Advanced Manufacturing and Design, Massachusetts Institute of Technology, Department of Mechanical Engineering, 2019
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Format: | Thesis |
Language: | eng |
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Massachusetts Institute of Technology
2020
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Online Access: | https://hdl.handle.net/1721.1/123761 |
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author | Liu, Siyang,M. Eng.Massachusetts Institute of Technology. |
author2 | David E. Hardt. |
author_facet | David E. Hardt. Liu, Siyang,M. Eng.Massachusetts Institute of Technology. |
author_sort | Liu, Siyang,M. Eng.Massachusetts Institute of Technology. |
collection | MIT |
description | Thesis: M. Eng. in Advanced Manufacturing and Design, Massachusetts Institute of Technology, Department of Mechanical Engineering, 2019 |
first_indexed | 2024-09-23T14:07:14Z |
format | Thesis |
id | mit-1721.1/123761 |
institution | Massachusetts Institute of Technology |
language | eng |
last_indexed | 2024-09-23T14:07:14Z |
publishDate | 2020 |
publisher | Massachusetts Institute of Technology |
record_format | dspace |
spelling | mit-1721.1/1237612020-02-11T03:12:27Z Design and development of an automated inspection system for vials Liu, Siyang,M. Eng.Massachusetts Institute of Technology. David E. Hardt. Massachusetts Institute of Technology. Department of Mechanical Engineering. Massachusetts Institute of Technology. Department of Mechanical Engineering Mechanical Engineering. Thesis: M. Eng. in Advanced Manufacturing and Design, Massachusetts Institute of Technology, Department of Mechanical Engineering, 2019 Cataloged from PDF version of thesis. Includes bibliographical references (pages 65-66). 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. by Siyang Liu. M. Eng. in Advanced Manufacturing and Design M.Eng.inAdvancedManufacturingandDesign Massachusetts Institute of Technology, Department of Mechanical Engineering 2020-02-10T21:42:34Z 2020-02-10T21:42:34Z 2019 2019 Thesis https://hdl.handle.net/1721.1/123761 1139321170 eng 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. http://dspace.mit.edu/handle/1721.1/7582 66 pages application/pdf Massachusetts Institute of Technology |
spellingShingle | Mechanical Engineering. Liu, Siyang,M. Eng.Massachusetts Institute of Technology. Design and development of an automated inspection system for vials |
title | Design and development of an automated inspection system for vials |
title_full | Design and development of an automated inspection system for vials |
title_fullStr | Design and development of an automated inspection system for vials |
title_full_unstemmed | Design and development of an automated inspection system for vials |
title_short | Design and development of an automated inspection system for vials |
title_sort | design and development of an automated inspection system for vials |
topic | Mechanical Engineering. |
url | https://hdl.handle.net/1721.1/123761 |
work_keys_str_mv | AT liusiyangmengmassachusettsinstituteoftechnology designanddevelopmentofanautomatedinspectionsystemforvials |