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Modeling pneumatic servovalves using neural networks

Title
Modeling pneumatic servovalves using neural networks
Type
Article in International Conference Proceedings Book
Year
2006
Authors
João Pedro Falcão Carneiro
(Author)
FEUP
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Fernando Gomes Almeida
(Author)
FEUP
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Conference proceedings International
Pages: 187-192
IEEE Conference on Computer-Aided Control Systems Design
Munich, GHANA, OCT 04-06, 2006
Indexing
Publicação em ISI Web of Knowledge ISI Web of Knowledge - 0 Citations
Publicação em ISI Web of Science ISI Web of Science
Scientific classification
CORDIS: Technological sciences > Engineering > Control engineering > Automation ; Technological sciences > Engineering > Control engineering > Robótica Robotics
Other information
Authenticus ID: P-004-R0Y
Abstract (EN): This paper presents a study where static models of the flow stage of a 3/2 pneumatic servovalve are obtained using artificial neural networks. For simulation purposes, a direct model is proposed in which the mass flow is determined for a given working pressure and command input. For control purposes, an inverse model is proposed in which the command input is determined given the working pressure and the desired mass flow. This approach enables the use of mass flow as the synthesised control action, thus rendering the overall pneumatic system affine. Therefore, control techniques requiring this condition on the system model can be directly used. Under normal working conditions' both servovalve models provide an excellent agreement with experimental results taken from an industrial pneumatic servovalve.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 6
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