Design, fabrication, and real-time neural network control of a three-degrees-of-freedom nanopositioner

Citation
Ss. Ku et al., Design, fabrication, and real-time neural network control of a three-degrees-of-freedom nanopositioner, IEEE-A T M, 5(3), 2000, pp. 273-280
Citations number
17
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE-ASME TRANSACTIONS ON MECHATRONICS
ISSN journal
10834435 → ACNP
Volume
5
Issue
3
Year of publication
2000
Pages
273 - 280
Database
ISI
SICI code
1083-4435(200009)5:3<273:DFARNN>2.0.ZU;2-9
Abstract
A nanometric precision three-degrees-of-freedom positioner is designed and fabricated. Actuation is based on piezoelectric stacks. Capacitive gap sens ors with less than 1.0-nm resolution are used for position feedback. In ord er to design a proper closed-loop controller, the open-loop characteristics of the nanopositioner (static stiffness, hysteresis, drift, frequency resp onse, and the coupling effects) are experimentally investigated. A cerebell ar model articulation controller neural network control algorithm was appli ed in order to provide real-time learning and better tracking capability co mpared to a standard proportional-integral-derivative control algorithm.