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Oct 2026

Attention-Mamba cooperative prediction and regulation model for blast furnace hot metal output based on time-lag features

The blast furnace is a high-temperature closed black-box reaction vessel. Its internal physical and chemical processes are characterized by strong coupling, large time delay, and multivariable heterogeneous time lags, which severely restrict the accurate prediction and closed-loop control of hot metal output. Based o...

Bo Wang, Xiao-Jie Liu, Ran Liu et al. · 0 citations
Oct 2026

Prediction and regulation of blast furnace iron output based on iterative feature optimisation and interpretable analysis

To address the challenges of strong temporal dependencies, multivariable coupling, and nonlinearity in blast furnace hot metal output prediction, this study proposes an interpretable prediction framework that integrates a feature selection module based on Light Gradient Boosting Machine and Recursive Feature Eliminat...

Ran Liu, Bo Wang, Xiao-Jie Liu et al. · 0 citations

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