DocumentCode :
1250622
Title :
Implementation of linear model predictive control using a field-programmable gate array
Author :
Mills, A. ; Wills, Adrian G. ; Weller, Steven R. ; Ninness, Brett
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Univ. of Newcastle, Callaghan, NSW, Australia
Volume :
6
Issue :
8
fYear :
2012
Firstpage :
1042
Lastpage :
1054
Abstract :
This study investigates the design of a field-programmable gate array-based custom computer architecture solution for implementing model predictive control (MPC). The solution employs a primal logarithmic-barrier interior-point algorithm in order to handle actuator constraints. The solution also incorporates practical aspects of a control algorithm including state observation and data sampling. The resulting circuit is profiled by application to a disturbance rejection control problem of a 14th-order lightly damped flexible beam structure with actuator constraints. This is achieved at 2 kHz sampling frequency and with 16-sample prediction horizon.
Keywords :
actuators; beams (structures); computer architecture; control engineering computing; field programmable gate arrays; flexible structures; predictive control; structural engineering; 14th-order lightly damped flexible beam structure; actuator constraint handling; custom computer architecture solution; data sampling; disturbance rejection control problem; field-programmable gate array; frequency 2 kHz; linear model predictive control; primal logarithmic-barrier interior-point algorithm; state observation;
fLanguage :
English
Journal_Title :
Control Theory & Applications, IET
Publisher :
iet
ISSN :
1751-8644
Type :
jour
DOI :
10.1049/iet-cta.2010.0739
Filename :
6248370
Link To Document :
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