Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research
Chao Shang
Gebundenes Buch

Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research

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This thesis develops a systematic, data-based dynamic modeling framework for industrial processes in keeping with the slowness principle. Using said framework as a point of departure, it then proposes novel strategies for dealing with control monitoring and quality prediction problems in industrial production contexts.The thesis reveals the slowly varying nature of industrial production processes under feedback control, and integrates it with process data analytics to offer powerful prior knowledge that gives rise to statistical methods tailored to industrial data. It addresses several issues ...