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Knowledge based modular networks for process modelling and control

Title
Knowledge based modular networks for process modelling and control
Type
Article in International Scientific Journal
Year
2000
Authors
Joana Peres
(Author)
FEUP
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R. Oliveira
(Author)
Other
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Journal
Vol. 8 No. 4-6
Pages: 247-252
ISSN: 1570-7946
Publisher: Elsevier
Indexing
Other information
Authenticus ID: P-007-VHP
Resumo (PT):
Abstract (EN): In the present work we formulate a general structure for hybrid models. The structure is inspired in the Mixture of Experts (ME) Network developed by-Jacobs and Jordan (1991). The expert modules are extended to formulate knowledge at different levels of sophistication. The resulting hybrid modular network can be given a probabilistic interpretation. In particular the learning algorithm is viewed as a maximum likelihood parameter estimation. The concepts are illustrated by the application to a baker's yeast production process.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 6
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