Development of a robot vision system for installation progress monitoring
This dissertation researches on the implementation of an industrial solution for construction site progress monitoring by deploying a robot with vision sensors and artificial intelligence techniques. Construction progress monitoring is an important topic for efficient construction project management...
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Nanyang Technological University
2020
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sg-ntu-dr.10356-1410682023-07-04T16:33:06Z Development of a robot vision system for installation progress monitoring Cheung, Shing Chit CHEAH Chien Chern School of Electrical and Electronic Engineering ECCCheah@ntu.edu.sg Engineering::Electrical and electronic engineering::Computer hardware, software and systems This dissertation researches on the implementation of an industrial solution for construction site progress monitoring by deploying a robot with vision sensors and artificial intelligence techniques. Construction progress monitoring is an important topic for efficient construction project management with satisfactory quality. This research aims to use a robot for progress monitoring in order to reduce manpower involved and to ensure well-organized supervision on the construction progress. The application scope of this dissertation focuses on the constructions using Prefabricated Prefinished Volumetric Construction (PPVC) method. Thus, this dissertation will research and propose a program including the pre-processing of the images captured in a PPVC construction site, the development of the machine learning and convolutional neural network for object recognition, and the post-processing of the recognition results. Master of Science (Computer Control and Automation) 2020-06-03T12:33:39Z 2020-06-03T12:33:39Z 2020 Thesis-Master by Coursework https://hdl.handle.net/10356/141068 en application/pdf Nanyang Technological University |
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Engineering::Electrical and electronic engineering::Computer hardware, software and systems Cheung, Shing Chit Development of a robot vision system for installation progress monitoring |
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This dissertation researches on the implementation of an industrial solution for construction site progress monitoring by deploying a robot with vision sensors and artificial intelligence techniques. Construction progress monitoring is an important topic for efficient construction project management with satisfactory quality. This research aims to use a robot for progress monitoring in order to reduce manpower involved and to ensure well-organized supervision on the construction progress. The application scope of this dissertation focuses on the constructions using Prefabricated Prefinished Volumetric Construction (PPVC) method. Thus, this dissertation will research and propose a program including the pre-processing of the images captured in a PPVC construction site, the development of the machine learning and convolutional neural network for object recognition, and the post-processing of the recognition results. |
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CHEAH Chien Chern |
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CHEAH Chien Chern Cheung, Shing Chit |
format |
Thesis-Master by Coursework |
author |
Cheung, Shing Chit |
author_sort |
Cheung, Shing Chit |
title |
Development of a robot vision system for installation progress monitoring |
title_short |
Development of a robot vision system for installation progress monitoring |
title_full |
Development of a robot vision system for installation progress monitoring |
title_fullStr |
Development of a robot vision system for installation progress monitoring |
title_full_unstemmed |
Development of a robot vision system for installation progress monitoring |
title_sort |
development of a robot vision system for installation progress monitoring |
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Nanyang Technological University |
publishDate |
2020 |
url |
https://hdl.handle.net/10356/141068 |
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1772827842040561664 |