Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration

This project introduces an experiment protocol for human operators to obtain trajectory and force data to assist the teaching of robot task planning and analyses the way humans navigate to a workpiece and exert forces to pick, move, orient, and place the object in sample experiments. The experiment...

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Main Author: Wu, Tong
Other Authors: Domenico Campolo
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/168277
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1682772023-06-10T16:52:25Z Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration Wu, Tong Domenico Campolo School of Mechanical and Aerospace Engineering d.campolo@ntu.edu.sg Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics Engineering::Mechanical engineering This project introduces an experiment protocol for human operators to obtain trajectory and force data to assist the teaching of robot task planning and analyses the way humans navigate to a workpiece and exert forces to pick, move, orient, and place the object in sample experiments. The experiment is designed in 2D settings for human operators to simulate robotic picking and placing task with a pair of force-sensorized grippers, where grippers and workpieces are located by AprilTags, in both dynamic and quasi-static state, and plot out force and trajectory data collected for result analysis. Two sample runs of experiment for both dynamic and quasi-static state are conducted, and the resulted plots are compared in parallel. From sample experiment run, the trajectory and forces throughout the experiment run could be clearly observed, showing the feasibility and potentials of the protocol to be further improved and developed. Bachelor of Engineering (Mechanical Engineering) 2023-06-09T11:50:18Z 2023-06-09T11:50:18Z 2023 Final Year Project (FYP) Wu, T. (2023). Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/168277 https://hdl.handle.net/10356/168277 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::Control and instrumentation::Robotics
Engineering::Mechanical engineering
spellingShingle Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics
Engineering::Mechanical engineering
Wu, Tong
Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
description This project introduces an experiment protocol for human operators to obtain trajectory and force data to assist the teaching of robot task planning and analyses the way humans navigate to a workpiece and exert forces to pick, move, orient, and place the object in sample experiments. The experiment is designed in 2D settings for human operators to simulate robotic picking and placing task with a pair of force-sensorized grippers, where grippers and workpieces are located by AprilTags, in both dynamic and quasi-static state, and plot out force and trajectory data collected for result analysis. Two sample runs of experiment for both dynamic and quasi-static state are conducted, and the resulted plots are compared in parallel. From sample experiment run, the trajectory and forces throughout the experiment run could be clearly observed, showing the feasibility and potentials of the protocol to be further improved and developed.
author2 Domenico Campolo
author_facet Domenico Campolo
Wu, Tong
format Final Year Project
author Wu, Tong
author_sort Wu, Tong
title Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
title_short Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
title_full Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
title_fullStr Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
title_full_unstemmed Analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
title_sort analysis of human navigation and force exertion in picking and placing task for robot learning from demonstration
publisher Nanyang Technological University
publishDate 2023
url https://hdl.handle.net/10356/168277
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