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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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 |
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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 |
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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. |
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Robotics Research Centre |
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Robotics Research Centre Weng, Ching-Yen Tan, Wei Chian Yuan, Qilong Chen, I-Ming |
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Article |
author |
Weng, Ching-Yen Tan, Wei Chian Yuan, Qilong Chen, I-Ming |
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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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1688665415907016704 |