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Intelligent Collaborative Optimization System for Sinter Batching: Integrating Quality Prediction, Cost-Quality Multi-Objective Optimization, and Large Language Model-Assisted Iteration

Crossref DOI link: https://doi.org/10.1007/s40831-026-01473-4

Published Online: 2026-03-28

Published Print: 2026-06

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Zhang, Youhai

Zhao, Yadi

Wang, Ning

Wang, Xiaolei

Liu, Song https://orcid.org/0000-0002-9605-4147
Lu, Kuan

Li, Fumin https://orcid.org/0009-0006-9858-2169
Funding

Funding for this research was provided by:

Natural Science Foundation of Hebei Province (E2024105036)

Backbone Talent Support Project of the Yan Zhao Golden Platform Talent Gathering Plan of Hebei Province (B2024005019)

Hebei Province's Project for Enhancing Innovation Capacity (23560301D)
License Information

Text and Data Mining valid from 2026-03-28

Version of Record valid from 2026-03-28
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Article History

Received: 24 July 2025

Accepted: 23 February 2026

First Online: 28 March 2026

Declarations

:

: The authors declare that they have no conflicts of interest.

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