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A Novel Analysis of Furnace Condition Based on Biclustering

机译:基于双板的炉状况分析

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In the blast furnace iron-making, furnace condition is directly related to the production efficiency and blast furnace life. Currently, the analysis of furnace condition is mainly based on the artificial experience. Further progress does not exist in the analysis of furnace condition due to the difficulty of the mechanism modeling. In this paper, the biclustering algorithm is applied to the analysis of furnace condition, which is more suitable for the analysis of high dimensional data and has the ability to deal with large-scale data. First, the rank Order-Preserving Submatrix (r-OPSM) algorithm based on hierarchical search is proposed, which improves the robustness of OPSM algorithm to noise and is used for correlation analysis among multiple blast furnace conditions. On this basis, the novel concept of intermediate furnace condition is pointed out, which lays a theoretical foundation for further analysis of the state of the furnace.
机译:在高炉炼钢中,炉状况与生产效率和高炉寿命直接相关。目前,炉状况分析主要基于人工体验。由于机制建模难度,在炉状况的分析中不存在进一步的进展。在本文中,应用双板算法对炉状况的分析,更适合于分析高维数据,并具有处理大规模数据的能力。首先,提出了基于分层搜索的秩秩序保存的子替代(R-OPSM)算法,从而提高了OPSM算法对噪声的鲁棒性,并且用于多种高炉条件之间的相关性分析。在此基础上,指出了中间炉状况的新颖概念,为进一步分析了炉子的进一步分析了理论基础。

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