Adaptive Control of Flexible Manufacturing Production Lines Based on Deep Learning

作者：Aiju Li, Na Zhang, Yangqi Han, Y. You, Yunxia Qi, Yajuan Chen, Weimin Yan, Z Liu, Xiayi Wu · 年份：2025 · DOI：10.1145/3756423.3756514 · 研究领域：Digital Transformation in Industry、Manufacturing Process and Optimization、Advanced Manufacturing and Logistics Optimization

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.