A New Image-Based Temperature Prediction Method

Hongyuan Jiao, Chuang Ma
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Abstract

The hearth temperature is an important index to measure the condition of blast furnace (BF). A good and reasonable hearth temperature can maintain the stable production of BF, which is a direct guarantee to realize the longevity and efficiency of BF. Therefore, an image-based multiple rank matrix regression (MRMR) temperature prediction method is proposed to study the change of tuyere raceway temperature. This method takes matrix as the input of the model and considers the spatial position information of the matrix elements. According to the intrinsic property of the projection vectors, the relevant constraints are applied to avoid the overfitting problem. Finally, the prediction performance of the model is validated by using BF data.
一种新的基于图像的温度预测方法
炉膛温度是衡量高炉运行状况的一项重要指标。良好合理的炉膛温度可以保持高炉的稳定生产,是实现高炉寿命和效率的直接保证。为此,提出了一种基于图像的多秩矩阵回归(MRMR)温度预测方法来研究风口回旋道温度的变化。该方法以矩阵作为模型的输入,考虑矩阵元素的空间位置信息。根据投影向量的固有性质,采用相应的约束来避免过拟合问题。最后,利用BF数据验证了该模型的预测性能。
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