Research on time series prediction of multi-process based on deep learning

Abstract Aiming at the problem of data fluctuation in multi-process production, a Soft Update Dueling Double Deep Q-learning (SU-D3QN) network combined with soft update strategy is proposed. Based on this, a time series combination forecasting model SU-D3QN-G is proposed. Firstly, based on productio...

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Bibliographic Details
Main Authors: Huali Zheng, Yu Cao, Dong Sun, Mingjun Wang, Binglong Yan, Chunming Ye
Format: Article
Language:English
Published: Nature Portfolio 2024-02-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-53762-1