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Development of Hybrid Models for a Vapor-Phase Fungi Bioreactor
Joint Authors
Spigno, Giorgia
Tronci, Stefania
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-06-01
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
This study is aimed at the development of a model for an experimental vapour-phase fungi bioreactor, which could be derived in a simple way using the available measurements of a pilot-plant reactor, without the development of ad hoc experiments for the evaluation of fungi kinetics and the estimation of parameters related to biofilm characteristics.
The proposed approach is based on hybrid models, obtained by the connection of the mass balance equation (used in traditional phenomenological models) with a feedforward neural network (used in black-box modelling), and the proper use of statistical tools for the model assessment and system understanding.
Two different hybrid models were developed and compared by proper performance indexes, and their capability to predict the biological complex phenomena was demonstrated and compared to that of a first-principle model.
American Psychological Association (APA)
Spigno, Giorgia& Tronci, Stefania. 2015. Development of Hybrid Models for a Vapor-Phase Fungi Bioreactor. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1074754
Modern Language Association (MLA)
Spigno, Giorgia& Tronci, Stefania. Development of Hybrid Models for a Vapor-Phase Fungi Bioreactor. Mathematical Problems in Engineering No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1074754
American Medical Association (AMA)
Spigno, Giorgia& Tronci, Stefania. Development of Hybrid Models for a Vapor-Phase Fungi Bioreactor. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1074754
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074754