Development of instantaneous sensors data and network infrastructure

With the development of computer science and communication technology, many new technologies and applications emerge, such as the Internet of Things, big data, cloud computing. If these technologies can be applied in all walks of life, they will greatly improve the productivity of the industry. Ther...

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Main Author: Hua, Wenjian
Other Authors: Muhammad Faeyz Karim
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2023
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Online Access:https://hdl.handle.net/10356/164366
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1643662023-01-18T05:07:08Z Development of instantaneous sensors data and network infrastructure Hua, Wenjian Muhammad Faeyz Karim School of Electrical and Electronic Engineering faeyz@ntu.edu.sg Engineering::Electrical and electronic engineering::Computer hardware, software and systems With the development of computer science and communication technology, many new technologies and applications emerge, such as the Internet of Things, big data, cloud computing. If these technologies can be applied in all walks of life, they will greatly improve the productivity of the industry. Therefore, the concept of Industry 4.0 was proposed and the industry would like to incorporate these new technologies into the manufacturing so that it can adapt to the needs of the new era. In industrial scenarios, robots such as AGV often participate in the manufacturing process. Nowadays, any robot has sensory devices, including lidars, ultrasonic sensors, cameras, etc. to collect environmental information to complete main work. However, sensors are often expensive for AGV and robot design. When there are so many AGVs and robots in the scene, the cost of equipping AGVs and robots with a full set of sensors may be a major financial barrier to building smart factories. In addition, installing expensive equipment on moving vehicles and robots in high-risk factory environments can increase the possibility of sensor damage, malfunction and even accidents. On the other hand, most sensors, such as lidars and sonic sensors, need to be mounted on the top of or around the vehicle. When performing major tasks, their perception may be hindered by loads or objects in the environment. In view of the above issues, the purpose of this project is to develop a sensor system that is not mounted directly on the robot, collect data from these external sensors, and share it with AGV. Through this thesis, the application of Internet of Things in industrial 4.0 concept is discussed by constructing sensor network, and the theoretical and practical difficulties and challenges of industrial 4.0 are summarized. This thesis focuses on the construction of sensor networks and the Internet of Things. The main work is on the following aspects: This thesis, firstly, investigates the current theoretical progress of industrial 4.0, summarizing some existing smart factories, summarizing the elements of smart factory implementation; Next, by using an existing open source tool, ROS system, this thesis builds a sensor network to make it conform to some of the characteristics of industrial 4.0. Then, this thesis uses the RMF to try to integrate the built sensor network and visualize part of the data. Finally, after the whole system is tested, and the advantages and limitations of ROS system for the implementation in smart factories are summarized. Master of Science (Computer Control and Automation) 2023-01-18T05:07:08Z 2023-01-18T05:07:08Z 2022 Thesis-Master by Coursework Hua, W. (2022). Development of instantaneous sensors data and network infrastructure. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/164366 https://hdl.handle.net/10356/164366 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering::Computer hardware, software and systems
spellingShingle Engineering::Electrical and electronic engineering::Computer hardware, software and systems
Hua, Wenjian
Development of instantaneous sensors data and network infrastructure
description With the development of computer science and communication technology, many new technologies and applications emerge, such as the Internet of Things, big data, cloud computing. If these technologies can be applied in all walks of life, they will greatly improve the productivity of the industry. Therefore, the concept of Industry 4.0 was proposed and the industry would like to incorporate these new technologies into the manufacturing so that it can adapt to the needs of the new era. In industrial scenarios, robots such as AGV often participate in the manufacturing process. Nowadays, any robot has sensory devices, including lidars, ultrasonic sensors, cameras, etc. to collect environmental information to complete main work. However, sensors are often expensive for AGV and robot design. When there are so many AGVs and robots in the scene, the cost of equipping AGVs and robots with a full set of sensors may be a major financial barrier to building smart factories. In addition, installing expensive equipment on moving vehicles and robots in high-risk factory environments can increase the possibility of sensor damage, malfunction and even accidents. On the other hand, most sensors, such as lidars and sonic sensors, need to be mounted on the top of or around the vehicle. When performing major tasks, their perception may be hindered by loads or objects in the environment. In view of the above issues, the purpose of this project is to develop a sensor system that is not mounted directly on the robot, collect data from these external sensors, and share it with AGV. Through this thesis, the application of Internet of Things in industrial 4.0 concept is discussed by constructing sensor network, and the theoretical and practical difficulties and challenges of industrial 4.0 are summarized. This thesis focuses on the construction of sensor networks and the Internet of Things. The main work is on the following aspects: This thesis, firstly, investigates the current theoretical progress of industrial 4.0, summarizing some existing smart factories, summarizing the elements of smart factory implementation; Next, by using an existing open source tool, ROS system, this thesis builds a sensor network to make it conform to some of the characteristics of industrial 4.0. Then, this thesis uses the RMF to try to integrate the built sensor network and visualize part of the data. Finally, after the whole system is tested, and the advantages and limitations of ROS system for the implementation in smart factories are summarized.
author2 Muhammad Faeyz Karim
author_facet Muhammad Faeyz Karim
Hua, Wenjian
format Thesis-Master by Coursework
author Hua, Wenjian
author_sort Hua, Wenjian
title Development of instantaneous sensors data and network infrastructure
title_short Development of instantaneous sensors data and network infrastructure
title_full Development of instantaneous sensors data and network infrastructure
title_fullStr Development of instantaneous sensors data and network infrastructure
title_full_unstemmed Development of instantaneous sensors data and network infrastructure
title_sort development of instantaneous sensors data and network infrastructure
publisher Nanyang Technological University
publishDate 2023
url https://hdl.handle.net/10356/164366
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