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ArtikelIdentification and Computer Control of a Fermentor using Neural Networks  
Oleh: Meszaros, A. ; Andrasik, A. ; Sperka, L.
Jenis: Article from Article
Dalam koleksi: Final Program and Book of Abstracts: The 4th Asian Control Conference, September 25-27, 2002 (Sep. 2002), page 220-224.
Topik: Computer Control; Fermentor; Neural Networks
Fulltext: AC021328.PDF (268.98KB)
Isi artikelThe advantages of the artificial neural network strategies in process identification and control are demonstrated, hereinafter, for a highly non-linear, random behavior process, represented by a laboratory-scale biochemical reactor. A PC supported, fully automatically operating, multi-task control system has been designed and built up by the authors. Forward and inverse neural process models are proposed to identify and control the pH as well as the dissolved oxygen concentration in the fermentor, operating on the Saccharomyces cerevisiae based culture. The models are trained off-line, using a modified back-propagation algorithm, based on conjugate gradients.
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