Title :
Closed-loop model order reduction and MPC for diesel engine airpath control
Author :
Choroszucha, R.B. ; Sun, J. ; Butts, K.
Author_Institution :
Univ. of Michigan, Ann Arbor, MI, USA
Abstract :
This paper explores MPC for an 8th order air path dynamic model for an automotive diesel engine system. The relatively high order of the system makes the MPC real-time implementation on a practical engine control unit (ECU) infeasible, thereby motivating the model order reduction effort. For the MPC problem with terminal state penalty, Riccati-balanced truncation is used to find a reduced order model for the design of MPC. The presence of a direct feedthrough term from the input to the output in the model requires special treatment and is addressed. We present the analysis of the MPC designs for different reduced order models, compare the reduced order models through open-loop and closed-loop reduction methods, and demonstrate the performance of the resulting linear MPC on a proprietary nonlinear diesel model.
Keywords :
Riccati equations; closed loop systems; control system synthesis; diesel engines; nonlinear control systems; open loop systems; reduced order systems; 8th order air path dynamic model; ECU; MPC design; Riccati-balanced truncation; automotive diesel engine system; closed-loop model order reduction; closed-loop reduction method; diesel engine airpath control; direct feedthrough term; engine control unit; linear MPC; open-loop reduction method; proprietary nonlinear diesel model; terminal state penalty; Atmospheric modeling; Computational modeling; Diesel engines; Manifolds; Mathematical model; Reduced order systems;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7171838