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Cookie akzeptierenChao Shang
Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research
- Springer Nature Singapore
- 2019
- Taschenbuch
- 164 Seiten
- ISBN 9789811338892
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 of immediate interest in industrial practice, including process monitoring, control performance assessment and diagnosis, monitoring system design, and product quality prediction. In
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