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Practical Grey-Box Process Identification: Theory and Applications
Paperback
Series: Advances in Industrial Control
Technology & EngineeringGeneral Computers
ISBN13: 9781849965989
Publisher: Springer Nature
Published: Oct 21 2010
Pages: 351
Weight: 1.16
Height: 0.78 Width: 6.14 Depth: 9.21
Language: English
In process modelling, knowledge of the process under consideration is typically partial with significant disturbances to the model. Disturbances militate against the desirable trait of model reproducibility. Grey-box identification takes advantage of two sources of process information that may be available: any invariant prior knowledge and response data from experiments.
Practical Grey-box Process Identification is in three parts: The first part is a short review of the theoretical fundamentals of grey-box identification, focussing particularly on the theory necessary for the software presented in the second part. Part II puts the spotlight on MoCaVa, a MATLAB(R)-compatible software tool, downloadable from springeronline.com, for facilitating the procedure of effective grey-box identification. Part III demonstrates the application of MoCaVa using two case studies drawn from the paper and steel industries. More advanced theory is laid out in an appendix and the MoCaVa source code enables readers to expand on its capabilities to their own ends.
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