Adaptive Control of Flexible Manufacturing Production Lines Based on Deep Learning

This study focuses on adaptive control of flexible manufacturing production lines using deep learning, exploring the application potential of deep learning technology in adaptive control. A data-driven adaptive control framework is designed, and a control model construction method based on deep learning is proposed. The research outcomes provide new insights and technical support for the intelligent development of flexible manufacturing production lines.

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Publication Details

Published
2025-05-09
DOI
https://doi.org/10.1145/3756423.3756514
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.00
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article

Adaptive Control of Flexible Manufacturing Production Lines Based on Deep Learning

Z Liu, Aiju Li, Weimin Yan, Yunxia Qi et al.
Digital Transformation in Industry
article

Adaptive Control of Flexible Manufacturing Production Lines Based on Deep Learning

Z Liu, Aiju Li, Weimin Yan, Yunxia Qi, Yangqi Han, Yajuan Chen, Xiayi Wu, Y. You, Na Zhang
article en

Abstract

This study focuses on adaptive control of flexible manufacturing production lines using deep learning, exploring the application potential of deep learning technology in adaptive control. A data-driven adaptive control framework is designed, and a control model construction method based on deep learning is proposed. The research outcomes provide new insights and technical support for the intelligent development of flexible manufacturing production lines.

Openalex Percentile: Top 65%
Digital Transformation in Industry
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Adaptive Control of Flexible Manufacturing Production Lines Based on Deep Learning — Z Liu, Aiju Li, et al. · (2025) | TGRS Research Map | TGRS