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Pneumatic servo valve models based on artificial neural networks

Title
Pneumatic servo valve models based on artificial neural networks
Type
Article in International Scientific Journal
Year
2011
Authors
J. Falcão Carneiro
(Author)
FEUP
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F. Gomes Almeida
(Author)
FEUP
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Journal
Indexing
Publicação em ISI Web of Science ISI Web of Science
INSPEC
Scientific classification
FOS: Engineering and technology > Mechanical engineering
Other information
Authenticus ID: P-002-S4S
Abstract (EN): This paper presents a study where static models for the flow stage of three-port pneumatic servo valves are obtained using artificial neural networks. A new approach to build the models is introduced in detail. This approach considers two distinct models: for simulation purposes, the air mass flow is determined for a given working pressure and command input; for control purposes, the command input is determined given the working pressure and the desired air mass flow. This approach enables the use of air mass flow as the synthesized control action, thus rendering the overall pneumatic system affine. Therefore, control techniques requiring this condition on the system model can be directly used. The use of this approach in two different industrial pneumatic servo valves is presented in detail.A comparison between the different characteristics of each servo valve is also provided.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 19
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