A Data-Driven Approach to System Dynamics Modeling and Control Design
This thesis presents an in-depth investigation on modeling and simulation of an optical fiber extrusion system and its controllers in production. With measured production data during the fiber drawing process, a long short-term memory (LSTM) neural network is architected, implemented, and trained to...
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| Format: | Thesis |
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Massachusetts Institute of Technology
2022
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| Online Access: | https://hdl.handle.net/1721.1/144593 https://orcid.org/0000-0003-3349-0192 |