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 | 345 | 2020 |
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 | 260 | 2013 |
Safe reinforcement learning using robust MPC M Zanon, S Gros IEEE Transactions on Automatic Control 66 (8), 3638-3652, 2020 | 236 | 2020 |
Data-driven economic NMPC using reinforcement learning S Gros, M Zanon IEEE Transactions on Automatic Control 65 (2), 636-648, 2019 | 185 | 2019 |
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 | 174 | 2015 |
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 | 164 | 2014 |
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 | 122 | 2015 |
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 | 96 | 2018 |
Periodic optimal control, dissipativity and MPC M Zanon, L Grüne, M Diehl IEEE Transactions on Automatic Control 62 (6), 2943-2949, 2016 | 85 | 2016 |
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 | 80 | 2016 |
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 | 76 | 2017 |
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 | 70 | 2013 |
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 | 65 | 2019 |
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 | 60 | 2013 |
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 | 58 | 2014 |
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 | 56 | 2020 |
Practical reinforcement learning of stabilizing economic MPC M Zanon, S Gros, A Bemporad 2019 18th European Control Conference (ECC), 2258-2263, 2019 | 54 | 2019 |
Economic MPC without terminal constraints: Gradient-correcting end penalties enforce asymptotic stability M Zanon, T Faulwasser Journal of Process Control 63, 1-14, 2018 | 54 | 2018 |
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 | 53 | 2016 |
Primal decomposition of the optimal coordination of vehicles at traffic intersections R Hult, M Zanon, S Gros, P Falcone 2016 IEEE 55th Conference on Decision and Control (CDC), 2567-2573, 2016 | 52 | 2016 |