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  • 标题:Koopman-based data-driven control for continuous fluidized bed spray granulation
  • 本地全文:下载
  • 作者:Anton Maksakov ; Stefan Palis
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2021
  • 卷号:54
  • 期号:3
  • 页码:372-377
  • DOI:10.1016/j.ifacol.2021.08.270
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractContinuous fluidized bed spray granulation processes are known to be prone to non-linear oscillations, which requires a stabilizing controller design. In this article, a purely data-driven Koopman-based system linearization and control is proposed, which does not need any prior model knowledge and uses only systems input-output measurements. The linearization achieved by the Koopman embedding allows for linear-quadratic control design, which does not depend on the operating point. The proposed method was validated in a simulation study of a fluidized bed granulation process and was able to stabilize the particle size distribution in different operating points.
  • 关键词:KeywordsGranulationfluidized bedneural networksKoopman embeddingdata-based control
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