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Jie Hou

Central South University

  • Central South University

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Scholarly Papers (1)

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A Multi-step Heating Furnace Temperature Prediction Method Based on Physics-Informed Residual Learning and Phase-Aware Conformal Calibration

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A Multi-step Heating Furnace Temperature Prediction Method Based on Physics-Informed Residual Learning and Phase-Aware Conformal Calibration

Number of pages: 35 Posted: 29 Oct 2025
Jianping Tan, Jie Hou, Xiaojie Jia, Xiaoxuan Huang, Ruining Xie and Jianqiao Liu
Central South University, Central South University, Central South University, Central South University, Central South University and Central South University
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Abstract:

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Furnace temperature prediction, Energy-aware residual learning, Phase-adaptive conformal calibration, Energy consistency constraints, Cost-sensitive weighting