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The Predictive Control of Furnace Tapblock Operation Using CFD and PCA Modeling

机译:基于CFD和PCA建模的炉膛分块操作的预测控制

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摘要

An advanced, predictive technique has been developed using principal component analysis (PCA) together with computational fluid dynamics (CFD) modeling to provide real-time monitoring and assessment of the performance and integrity of a water-cooled tapblock in a smelting furnace. A CFD model of a tapblock was built to simulate its thermal response to metal tapping for a range of furnace operating conditions and to assess the impact of process variations that are detrimental to furnace integrity. This information was then used to develop a PCA model that identifies modes of acceptable and unacceptable tapping operation based on the realtime analysis of the temperature measurements coming from the tapblock. The PCA model, when implemented into the control system, enables operators to monitor and diagnose the performance and integrity of the tapblock.
机译:使用主成分分析(PCA)和计算流体动力学(CFD)建模技术开发了一种先进的预测技术,以提供对熔炼炉中水冷龙头的性能和完整性的实时监控和评估。建立了分接块的CFD模型,以模拟其在一系列熔炉操作条件下对金属分接的热响应,并评估对熔炉完整性有害的工艺变化的影响。然后,此信息将用于开发PCA模型,该模型基于对来自出料块的温度测量值的实时分析来识别可接受和不可接受的出料操作模式。 PCA模型在控制系统中实现后,使操作员可以监视和诊断分接块的性能和完整性。

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