Quantitative assessment at task-level for performance of robotic configurations and task plans

Given a robotic manipulation task, decision on which robotic configuration (robotic system and necessary peripherals, including assistant tools, sensor systems, and so on.) to use and evaluating performance of the solution remains as an open, challenging but a meaningful problem. This work attempts...

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Main Authors: Weng, Ching-Yen, Tan, Wei Chian, Yuan, Qilong, Chen, I-Ming
Other Authors: Robotics Research Centre
Format: Article
Language:English
Published: 2020
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Online Access:https://hdl.handle.net/10356/145602
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1456022021-01-02T20:11:08Z Quantitative assessment at task-level for performance of robotic configurations and task plans Weng, Ching-Yen Tan, Wei Chian Yuan, Qilong Chen, I-Ming Robotics Research Centre Engineering::Mechanical engineering::Robots Industrial Robot Task Planning Given a robotic manipulation task, decision on which robotic configuration (robotic system and necessary peripherals, including assistant tools, sensor systems, and so on.) to use and evaluating performance of the solution remains as an open, challenging but a meaningful problem. This work attempts to address this problem by defining the concept of task-level performance and developing an approach for systematic assessment based on a proposed task representation for performance quantification of different task plans and robotic configurations. Starting from productivity which is one of the main concern for manufacturers, this work introduces a methodology for quantitative assessment of any given robotic configuration and task handling. Such a method is useful for comparing the productivity of different robotic configurations and evaluating the worthiness of updated solution of a sub-task through observing improvements in productivity. Implemented and tested on a peg-in-hole task with the different level of difficulty through single-arm and dual-arm manipulation on a dual-arm robot, the methodology has demonstrated encouraging results. Finally, the connection of performance assessment from task-level to economy-level is presented. Accepted version 2020-12-30T02:28:51Z 2020-12-30T02:28:51Z 2019 Journal Article Weng, C.-Y., Tan, W. C., Yuan, Q., & Chen, I.-M. (2019).Quantitative assessment at task-level for performance of robotic configurations and task plans. Journal of Intelligent & Robotic Systems, 96(3–4), 439–456. doi:10.1007/s10846-019-01005-1 0921-0296 https://hdl.handle.net/10356/145602 10.1007/s10846-019-01005-1 3-4 96 439 456 en Journal of Intelligent & Robotic Systems © 2019 Springer Science+Business Media. This is a post-peer-review, pre-copyedit version of an article published in Journal of Intelligent & Robotic Systems. The final authenticated version is available online at: http://dx.doi.org/10.1007/s10846-019-01005-1 application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Mechanical engineering::Robots
Industrial Robot
Task Planning
spellingShingle Engineering::Mechanical engineering::Robots
Industrial Robot
Task Planning
Weng, Ching-Yen
Tan, Wei Chian
Yuan, Qilong
Chen, I-Ming
Quantitative assessment at task-level for performance of robotic configurations and task plans
description Given a robotic manipulation task, decision on which robotic configuration (robotic system and necessary peripherals, including assistant tools, sensor systems, and so on.) to use and evaluating performance of the solution remains as an open, challenging but a meaningful problem. This work attempts to address this problem by defining the concept of task-level performance and developing an approach for systematic assessment based on a proposed task representation for performance quantification of different task plans and robotic configurations. Starting from productivity which is one of the main concern for manufacturers, this work introduces a methodology for quantitative assessment of any given robotic configuration and task handling. Such a method is useful for comparing the productivity of different robotic configurations and evaluating the worthiness of updated solution of a sub-task through observing improvements in productivity. Implemented and tested on a peg-in-hole task with the different level of difficulty through single-arm and dual-arm manipulation on a dual-arm robot, the methodology has demonstrated encouraging results. Finally, the connection of performance assessment from task-level to economy-level is presented.
author2 Robotics Research Centre
author_facet Robotics Research Centre
Weng, Ching-Yen
Tan, Wei Chian
Yuan, Qilong
Chen, I-Ming
format Article
author Weng, Ching-Yen
Tan, Wei Chian
Yuan, Qilong
Chen, I-Ming
author_sort Weng, Ching-Yen
title Quantitative assessment at task-level for performance of robotic configurations and task plans
title_short Quantitative assessment at task-level for performance of robotic configurations and task plans
title_full Quantitative assessment at task-level for performance of robotic configurations and task plans
title_fullStr Quantitative assessment at task-level for performance of robotic configurations and task plans
title_full_unstemmed Quantitative assessment at task-level for performance of robotic configurations and task plans
title_sort quantitative assessment at task-level for performance of robotic configurations and task plans
publishDate 2020
url https://hdl.handle.net/10356/145602
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