Development of line-scan vision system for print quality inspection
In recent years, the fast-moving consumer goods industry, aligning with Industry 4.0 practices, has been incorporating more modern smart technology into the manufacturing system. To enable a factory to become a “smart factory”, there is a need for the machines to be capable of exchanging information...
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| Format: | Final Year Project (FYP) |
| Language: | English |
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Nanyang Technological University
2021
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| Online Access: | https://hdl.handle.net/10356/150910 |
| _version_ | 1826119821906935808 |
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| author | Lim, Darius Jun Yong |
| author2 | Seah Leong Keey |
| author_facet | Seah Leong Keey Lim, Darius Jun Yong |
| author_sort | Lim, Darius Jun Yong |
| collection | NTU |
| description | In recent years, the fast-moving consumer goods industry, aligning with Industry 4.0 practices, has been incorporating more modern smart technology into the manufacturing system. To enable a factory to become a “smart factory”, there is a need for the machines to be capable of exchanging information autonomously and control one another. One of the crucial aspects of a supply chain is the quality control process, where defective products are sieved out by hand traditionally. However, given the huge volume of products being shipped out every day, there is a need for a more efficient system. The aim of this project is to develop an automated solution where a computer is able to accurately detect defects on a sample packaging and pinpoint the location. The usage of a vision system along with machine learning elements such as Google Colab and Neurocle will be incorporated throughout this project. Future work includes increasing the number of datasets to increase the machine learning model’s accuracy and precision. Also, another goal is to train the model to locate and differentiate if there are various defects present on the packaging. |
| first_indexed | 2024-10-01T05:06:24Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/150910 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T05:06:24Z |
| publishDate | 2021 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-10356/1509102021-06-04T07:29:36Z Development of line-scan vision system for print quality inspection Lim, Darius Jun Yong Seah Leong Keey School of Mechanical and Aerospace Engineering A*STAR ARTC Simon Chin MLKSEAH@ntu.edu.sg Engineering::Mechanical engineering::Assistive technology In recent years, the fast-moving consumer goods industry, aligning with Industry 4.0 practices, has been incorporating more modern smart technology into the manufacturing system. To enable a factory to become a “smart factory”, there is a need for the machines to be capable of exchanging information autonomously and control one another. One of the crucial aspects of a supply chain is the quality control process, where defective products are sieved out by hand traditionally. However, given the huge volume of products being shipped out every day, there is a need for a more efficient system. The aim of this project is to develop an automated solution where a computer is able to accurately detect defects on a sample packaging and pinpoint the location. The usage of a vision system along with machine learning elements such as Google Colab and Neurocle will be incorporated throughout this project. Future work includes increasing the number of datasets to increase the machine learning model’s accuracy and precision. Also, another goal is to train the model to locate and differentiate if there are various defects present on the packaging. Bachelor of Engineering (Mechanical Engineering) 2021-06-04T07:29:36Z 2021-06-04T07:29:36Z 2021 Final Year Project (FYP) Lim, D. J. Y. (2021). Development of line-scan vision system for print quality inspection. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/150910 https://hdl.handle.net/10356/150910 en A012 application/pdf Nanyang Technological University |
| spellingShingle | Engineering::Mechanical engineering::Assistive technology Lim, Darius Jun Yong Development of line-scan vision system for print quality inspection |
| title | Development of line-scan vision system for print quality inspection |
| title_full | Development of line-scan vision system for print quality inspection |
| title_fullStr | Development of line-scan vision system for print quality inspection |
| title_full_unstemmed | Development of line-scan vision system for print quality inspection |
| title_short | Development of line-scan vision system for print quality inspection |
| title_sort | development of line scan vision system for print quality inspection |
| topic | Engineering::Mechanical engineering::Assistive technology |
| url | https://hdl.handle.net/10356/150910 |
| work_keys_str_mv | AT limdariusjunyong developmentoflinescanvisionsystemforprintqualityinspection |