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Mario Zanon
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From linear to nonlinear MPC: bridging the gap via the real-time iteration
S Gros, M Zanon, R Quirynen, A Bemporad, M Diehl
International Journal of Control 93 (1), 62-80, 2020
3722020
Safe reinforcement learning using robust MPC
M Zanon, S Gros
IEEE Transactions on Automatic Control 66 (8), 3638-3652, 2020
2802020
An auto-generated nonlinear MPC algorithm for real-time obstacle avoidance of ground vehicles
JV Frasch, A Gray, M Zanon, HJ Ferreau, S Sager, F Borrelli, M Diehl
2013 European Control Conference (ECC), 4136-4141, 2013
2742013
Data-driven economic NMPC using reinforcement learning
S Gros, M Zanon
IEEE Transactions on Automatic Control 65 (2), 636-648, 2019
2102019
Autogenerating microsecond solvers for nonlinear MPC: a tutorial using ACADO integrators
R Quirynen, M Vukov, M Zanon, M Diehl
Optimal Control Applications and Methods 36 (5), 685-704, 2015
1872015
Towards time-optimal race car driving using nonlinear MPC in real-time
R Verschueren, S De Bruyne, M Zanon, JV Frasch, M Diehl
53rd IEEE conference on decision and control, 2505-2510, 2014
1692014
Model predictive control of nonholonomic mobile robots without stabilizing constraints and costs
K Worthmann, MW Mehrez, M Zanon, GKI Mann, RG Gosine, M Diehl
IEEE transactions on control systems technology 24 (4), 1394-1406, 2015
1252015
Optimal coordination of automated vehicles at intersections: Theory and experiments
R Hult, M Zanon, S Gros, P Falcone
IEEE Transactions on Control Systems Technology 27 (6), 2510-2525, 2018
1012018
Periodic optimal control, dissipativity and MPC
M Zanon, L Grüne, M Diehl
IEEE Transactions on Automatic Control 62 (6), 2943-2949, 2016
872016
Day-ahead scheduling and real-time economic MPC of CHP unit in microgrid with smart buildings
J Vasilj, S Gros, D Jakus, M Zanon
IEEE Transactions on Smart Grid 10 (2), 1992-2001, 2017
832017
Time-optimal race car driving using an online exact hessian based nonlinear MPC algorithm
R Verschueren, M Zanon, R Quirynen, M Diehl
2016 European control conference (ECC), 141-147, 2016
832016
Real-time constrained trajectory planning and vehicle control for proactive autonomous driving with road users
I Batkovic, M Zanon, M Ali, P Falcone
2019 18th European Control Conference (ECC), 256-262, 2019
702019
Airborne wind energy based on dual airfoils
M Zanon, S Gros, J Andersson, M Diehl
IEEE Transactions on Control Systems Technology 21 (4), 1215-1222, 2013
702013
Model predictive control of autonomous vehicles
M Zanon, JV Frasch, M Vukov, S Sager, M Diehl
Optimization and optimal control in automotive systems, 41-57, 2014
632014
A Lyapunov function for periodic economic optimizing model predictive control
M Zanon, S Gros, M Diehl
52nd IEEE Conference on Decision and control, 5107-5112, 2013
622013
Safe reinforcement learning via projection on a safe set: How to achieve optimality?
S Gros, M Zanon, A Bemporad
IFAC-PapersOnLine 53 (2), 8076-8081, 2020
612020
Practical reinforcement learning of stabilizing economic MPC
M Zanon, S Gros, A Bemporad
2019 18th European Control Conference (ECC), 2258-2263, 2019
602019
Economic MPC without terminal constraints: Gradient-correcting end penalties enforce asymptotic stability
M Zanon, T Faulwasser
Journal of Process Control 63, 1-14, 2018
572018
A tracking MPC formulation that is locally equivalent to economic MPC
M Zanon, S Gros, M Diehl
Journal of Process Control 45, 30-42, 2016
542016
A robust scenario MPC approach for uncertain multi-modal obstacles
I Batkovic, U Rosolia, M Zanon, P Falcone
IEEE Control Systems Letters 5 (3), 947-952, 2020
532020
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