Deadzone compensation in motion control systems using adaptive fuzzy logiccontrol

Citation
Fl. Lewis et al., Deadzone compensation in motion control systems using adaptive fuzzy logiccontrol, IEEE CON SY, 7(6), 1999, pp. 731-742
Citations number
31
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY
ISSN journal
10636536 → ACNP
Volume
7
Issue
6
Year of publication
1999
Pages
731 - 742
Database
ISI
SICI code
1063-6536(199911)7:6<731:DCIMCS>2.0.ZU;2-N
Abstract
A deadzone compensator is designed for industrial positioning systems using a fuzzy logic (FL) controller. The FL approach is shown to subsume other a pproaches that use switching or indicator functions, The classification pro perty of FL systems makes them a natural candidate for the rejection of err ors induced by the deadzone, which has regions in which it behaves differen tly. A tuning algorithm is given for the FL parameters, so that the deadzon e compensation scheme becomes adaptive, guaranteeing small tracking errors and bounded parameter estimates. Formal nonlinear stability proofs are give n to show that the tracking error is small. The adaptive FL deadzone compen sator is implemented on an actual industrial CNC machine tool to show its e fficacy.