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Enhanced Big Data Approximating Control of an Industrial Paste Thickener

机译:增强了近似控制工业浆料增稠剂的大数据

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The Big Data revolution refers to using a large amount of data to improve decision making. In process control applications, the use of big data techniques has been restricted to complementing classical control schemes as model-based or PID approaches. This work focuses on a model-free purely data-driven control strategy known as Big Data approximating control (BDAC), which was recently introduced in the context of process control. In particular, this work proposes two modifications to the classical BDAC formulation and presents a real implementation of the enhanced BDAC technique to a real industrial paste thickener.
机译:大数据革命是指使用大量数据来改善决策。在过程控制应用中,使用大数据技术的使用被限制为将经典控制方案补充为基于模型的或PID方法。这项工作重点介绍了一种被称为大数据近似控制(BDAC)的无模型纯粹数据驱动的控制策略,最近在过程控制的上下文中引入。特别地,该工作提出了对经典BDAC制剂的两个修改,并呈现了增强的BDAC技术对真正的工业浆料增稠剂。

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