Autonomous and self-correcting laser subtractive patterning using reinforcement learning
Autonomous and self-correcting laser subtractive patterning using reinforcement learning
A novel subtractive laser patterning approach, actuated by reinforcement learning-controlled motorized XYZ stages, enables path-planning for quasi-arbitrary target patterns and an ability to supervise the machining process and perform self-correction following inadvertent pulse misfires.
Xie, Yunhui
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Praeger, Matthew
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Grant-Jacob, James
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Eason, R.W.
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Mills, Benjamin
05f1886e-96ef-420f-b856-4115f4ab36d0
20 May 2022
Xie, Yunhui
f2c3b0e4-8650-4e04-80e5-04505f45bdd6
Praeger, Matthew
84575f28-4530-4f89-9355-9c5b6acc6cac
Grant-Jacob, James
c5d144d8-3c43-4195-8e80-edd96bfda91b
Eason, R.W.
e38684c3-d18c-41b9-a4aa-def67283b020
Mills, Benjamin
05f1886e-96ef-420f-b856-4115f4ab36d0
Xie, Yunhui, Praeger, Matthew, Grant-Jacob, James, Eason, R.W. and Mills, Benjamin
(2022)
Autonomous and self-correcting laser subtractive patterning using reinforcement learning.
In CLEO 2022.
2 pp
.
Record type:
Conference or Workshop Item
(Paper)
Abstract
A novel subtractive laser patterning approach, actuated by reinforcement learning-controlled motorized XYZ stages, enables path-planning for quasi-arbitrary target patterns and an ability to supervise the machining process and perform self-correction following inadvertent pulse misfires.
Text
Autonomous and Self-correcting Laser Subtractive Patterning Using Reinforcement Learning
- Accepted Manuscript
More information
Accepted/In Press date: 11 March 2022
Published date: 20 May 2022
Identifiers
Local EPrints ID: 457736
URI: http://eprints.soton.ac.uk/id/eprint/457736
PURE UUID: 0d4d8472-4c7b-4798-9851-c9492bdd65ed
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Date deposited: 16 Jun 2022 00:28
Last modified: 17 Mar 2024 03:22
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Contributors
Author:
Yunhui Xie
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