Design of autonomous robotic system for removal of porcupine crab spines

Among various types of crabs, the porcupine crab is recognized as a highly potential crab meat resource near the off-shore northwest Atlantic ocean. However, their long, sharp spines make it difficult to be manually handled. Despite the fact that automation technology is widely employed in the comme...

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Main Author: Wu, Haodong
Format: Thesis
Language:English
Published: Memorial University of Newfounland 2023
Subjects:
Online Access:https://research.library.mun.ca/15932/
https://research.library.mun.ca/15932/4/converted.pdf
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spelling ftmemorialuniv:oai:research.library.mun.ca:15932 2023-10-01T03:58:23+02:00 Design of autonomous robotic system for removal of porcupine crab spines Wu, Haodong 2023-05 application/pdf https://research.library.mun.ca/15932/ https://research.library.mun.ca/15932/4/converted.pdf en eng Memorial University of Newfounland https://research.library.mun.ca/15932/4/converted.pdf Wu, Haodong <https://research.library.mun.ca/view/creator_az/Wu=3AHaodong=3A=3A.html> (2023) Design of autonomous robotic system for removal of porcupine crab spines. Masters thesis, Memorial University of Newfoundland. thesis_license Thesis NonPeerReviewed 2023 ftmemorialuniv 2023-09-03T06:50:30Z Among various types of crabs, the porcupine crab is recognized as a highly potential crab meat resource near the off-shore northwest Atlantic ocean. However, their long, sharp spines make it difficult to be manually handled. Despite the fact that automation technology is widely employed in the commercial seafood processing industry, manual processing methods still dominate in today’s crab processing, which causes low production rates and high manufacturing costs. This thesis proposes a novel robot-based porcupine crab spine removal method. Based on the 2D image and 3D point cloud data captured by the Microsoft Azure Kinect 3D RGB-D camera, the crab’s 3D point cloud model can be reconstructed by using the proposed point cloud processing method. After that, the novel point cloud slicing method and the 2D image and 3D point cloud combination methods are proposed to generate the robot spine removal trajectory. The 3D model of the crab with the actual dimension, robot working cell, and endeffector are well established in Solidworks [1] and imported into the Robot Operating System (ROS) [2] simulation environment for methodology validation and design optimization. The simulation results show that both the point cloud slicing method and the 2D and 3D combination methods can generate a smooth and feasible trajectory. Moreover, compared with the point cloud slicing method, the 2D and 3D combination method is more precise and efficient, which has been validated in the real experiment environment. The automated experiment platform, featuring a 3D-printed end-effector and crab model, has been successfully set up. Results from the experiments indicate that the crab model can be accurately reconstructed, and the central line equations of each spine were calculated to generate a spine removal trajectory. Upon execution with a real robot arm, all spines were removed successfully. This thesis demonstrates the proposed method’s capability to achieve expected results and its potential for application in various manufacturing ... Thesis Northwest Atlantic Memorial University of Newfoundland: Research Repository
institution Open Polar
collection Memorial University of Newfoundland: Research Repository
op_collection_id ftmemorialuniv
language English
description Among various types of crabs, the porcupine crab is recognized as a highly potential crab meat resource near the off-shore northwest Atlantic ocean. However, their long, sharp spines make it difficult to be manually handled. Despite the fact that automation technology is widely employed in the commercial seafood processing industry, manual processing methods still dominate in today’s crab processing, which causes low production rates and high manufacturing costs. This thesis proposes a novel robot-based porcupine crab spine removal method. Based on the 2D image and 3D point cloud data captured by the Microsoft Azure Kinect 3D RGB-D camera, the crab’s 3D point cloud model can be reconstructed by using the proposed point cloud processing method. After that, the novel point cloud slicing method and the 2D image and 3D point cloud combination methods are proposed to generate the robot spine removal trajectory. The 3D model of the crab with the actual dimension, robot working cell, and endeffector are well established in Solidworks [1] and imported into the Robot Operating System (ROS) [2] simulation environment for methodology validation and design optimization. The simulation results show that both the point cloud slicing method and the 2D and 3D combination methods can generate a smooth and feasible trajectory. Moreover, compared with the point cloud slicing method, the 2D and 3D combination method is more precise and efficient, which has been validated in the real experiment environment. The automated experiment platform, featuring a 3D-printed end-effector and crab model, has been successfully set up. Results from the experiments indicate that the crab model can be accurately reconstructed, and the central line equations of each spine were calculated to generate a spine removal trajectory. Upon execution with a real robot arm, all spines were removed successfully. This thesis demonstrates the proposed method’s capability to achieve expected results and its potential for application in various manufacturing ...
format Thesis
author Wu, Haodong
spellingShingle Wu, Haodong
Design of autonomous robotic system for removal of porcupine crab spines
author_facet Wu, Haodong
author_sort Wu, Haodong
title Design of autonomous robotic system for removal of porcupine crab spines
title_short Design of autonomous robotic system for removal of porcupine crab spines
title_full Design of autonomous robotic system for removal of porcupine crab spines
title_fullStr Design of autonomous robotic system for removal of porcupine crab spines
title_full_unstemmed Design of autonomous robotic system for removal of porcupine crab spines
title_sort design of autonomous robotic system for removal of porcupine crab spines
publisher Memorial University of Newfounland
publishDate 2023
url https://research.library.mun.ca/15932/
https://research.library.mun.ca/15932/4/converted.pdf
genre Northwest Atlantic
genre_facet Northwest Atlantic
op_relation https://research.library.mun.ca/15932/4/converted.pdf
Wu, Haodong <https://research.library.mun.ca/view/creator_az/Wu=3AHaodong=3A=3A.html> (2023) Design of autonomous robotic system for removal of porcupine crab spines. Masters thesis, Memorial University of Newfoundland.
op_rights thesis_license
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