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Journal of Computer Science
Article . 2013 . Peer-reviewed
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OPTIMAL CONTROL ALGORITHMS FOR SECOND ORDER SYSTEMS

Authors: PELUSI, DANILO; MASCELLA, RAFFAELE;

OPTIMAL CONTROL ALGORITHMS FOR SECOND ORDER SYSTEMS

Abstract

Proportional Integral Derivative (PID) controllers are widely used in industrial processes for their s implicity and robustness. The main application problems are t he tuning of PID parameters to obtain good settling time, rise time and overshoot. The challenge is to improve the timing parameters to achieve optimal co ntrol performances. Remarkable findings are obtained through the use of Artificial Intelligence techniques a s Fuzzy Logic, Genetic Algorithms and Neural Networks. The combination of these theories can give good results in terms of settling time, rise time and ov ershoot. In this study, suitable controllers able o f improving timing performance of second order plants are propo sed. The results show that the PID controller has g ood overshoot values and shows optimal robustness. The genetic-fuzzy controller gives a good value of sett ling time and a very good overshoot value. The neural-fu zzy controller gives the best timing parameters improving the control performances of the others tw o approaches. Further improvements are achieved designing a real-time optimization algorithm which works on a genetic-neuro-fuzzy controller.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
30
Top 10%
Top 10%
Top 10%
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