Title :
Model Predictive Control of DC Servomotor using Active Set Method
Author :
Naik, Vihangkumar V. ; Sonawane, D.N. ; Ingole, Deepak D. ; Ginoya, Divyesh
Author_Institution :
Dept. of Instrum. & Control Eng., Coll. of Eng., Pune (COEP), Pune, India
Abstract :
This paper presents the design and real-time hardware implementation of Active Set Method (ASM) based Linear Model Predictive Controller (MPC) for position control of DC Servomotor. A key component of MPC is to solve an online convex Quadratic Programming (QP) optimization problem at each sampling instance within specified sample period. In view of ASM, Cholesky factorization based linear solver is used to solve the KKT system, which renders faster execution of MPC. The designed approach is demonstrated for real-time MPC implementation on Quanser QET DC Servomotor setup.
Keywords :
DC motors; control system synthesis; convex programming; linear systems; machine control; position control; predictive control; quadratic programming; servomotors; ASM based linear model predictive controller; Cholesky factorization based linear solver; KKT system; MPC execution; QP optimization problem; Quanser QET DC servomotor setup; active set method; control design; linear MPC; online convex quadratic programming; position control; real-time hardware implementation; sample period; sampling instance; Equations; Mathematical model; Optimization; Predictive control; Predictive models; Servomotors; Shafts;
Conference_Titel :
Control Applications (CCA), 2013 IEEE International Conference on
Conference_Location :
Hyderabad
DOI :
10.1109/CCA.2013.6662851