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CNN-BiLSTM-attention based synchronous prediction model for multi-stand rolling force and deformation resistance in cold rolling

Published Online: 2025-11-11

Authors

Wang, Zhixuan

Zhang, Ji

Lu, Qi

Bai, Zhenhua https://orcid.org/0000-0003-0316-226X
Funding

Funding for this research was provided by:

Hebei Natural Science Foundation (E2024203125)

Hebei Natural Science Foundation (E2025203235)

Hebei Province Digital Industry Innovation and Development Special Project (252F0303D)

Hebei Province Innovation Application Scenario Special Project (252Q0303D)

Tangshan Science and Technology Plan Project, Hebei Province (24140203C)

Tangshan Science and Technology Plan Project, Hebei Province (25160201A)
License Information

Text and Data Mining valid from 2025-11-11

Version of Record valid from 2025-11-11
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Article History

Received: 25 May 2025

Accepted: 13 October 2025

First Online: 11 November 2025

Declarations

:

: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

: Not applicable.

: Not applicable.

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