On this page you can find a list of my publications. You can also find my publications on https://www.researchgate.net/profile/Mario_Zanon.
Journal:
- I. Batkovic, A. Gupta, M. Zanon and P. Falcone. Experimental Validation of Safe MPC for Autonomous Driving in Uncertain Environments. IEEE Transactions on Control Systems Technology, 2023 (in press)
- I. Batkovic, M. Ali, P. Falcone and M. Zanon. Safe Trajectory Tracking in Uncertain Environments. IEEE Transactions on Automatic Control, 2023 (in press)
- S. K. Mulagaleti, A. Bemporad and M. Zanon. Computation of Input Disturbance Sets for Constrained Output Reachability. IEEE Transactions on Automatic Control, 2023 (in press)
- S. Gros and M. Zanon. Economic MPC of Markov Decision Processes: Dissipativity in Undiscounted Infinite-Horizon Optimal Control. Automatica, 2022
- M. Zanon and A. Bemporad. Constrained Control and Observer Design by Inverse Optimality. IEEE Transactions on Automatic Control, 2022
- S. Gros and M. Zanon. Learning for MPC with Stability & Safety Guarantees. Automatica, 2022
- R. Hult, M. Zanon, S. Gros, and P. Falcone. A Semi-Distributed Interior Point Algorithm for Optimal Coordination of Automated Vehicles at Intersections. IEEE Transactions on Control Systems Technology, 2022
- S. K. Mulagaleti, A. Bemporad and M. Zanon. Input Constraint Sets for Robust Regulation of Linear Systems. IEEE Transactions on Automatic Control, 2022
- J. C. Lemaitre, D. Pasetto, M. Zanon, E. Bertuzzo, L. Mari, S. Miccoli, R. Casagrandi, M. Gatto, A. Rinaldo. Optimal control of the spatial allocation of COVID-19 vaccines: Italy as a case study. PLOS Computational Biology, 2022
- M. Zanon, S. Gros and M. Palladino. Stability-Constrained Markov Decision Processes Using MPC. Automatica, 2022
- M. Zanon and S. Gros. A New Dissipativity Condition for Asymptotic Stability of Discounted Economic MPC. Automatica, 2022
- M. Bahraini, M. Zanon, P. Falcone and A. Colombo. Scheduling and Robust Invariance in Networked Control Systems. IEEE Transactions on Automatic Control, 2022
- M. Bahraini, M. Zanon, A. Colombo and P. Falcone. Optimal scheduling and control for constrained multi-agent networked control systems. Optimal Control Applications and Methods (OCAM), 2022
- S. K. Mulagaleti, A. Bemporad and M. Zanon. Data-driven synthesis of Robust Invariant Sets and Controllers. IEEE Control System Letters, 2022
- D. Masti, M. Zanon and A. Bemporad. Tuning LQR controllers: a sensitivity-based approach. IEEE Control System Letters, 2021
- N. Rathod, A. Bratta, M. Focchi, M. Zanon, O. A. V. Magaña, C. Semini, and A. Bemporad. Model Predictive Control with Environment Adaptation for Legged Locomotion. IEEE Access, 2021
- N. Vallarano, M. Bruno, E. Marchese, G. Trapani, F. Saracco, G. Cimini, M. Zanon, T. Squartini. Fast and scalable likelihood maximization for Exponential Random Graph Models. Scientific Reports, 2021
- M. Zanon. A Gauss-Newton-Like Hessian Approximation for Economic NMPC. IEEE Transactions on Automatic Control, 2021
- M. Zanon and S. Gros. Safe Reinforcement Learning Using Robust MPC. IEEE Transactions on Automatic Control, 2021
- I. Batkovic, U. Rosolia, M. Zanon and P. Falcone. A Robust Scenario MPC Approach for Uncertain Multi-modal Obstacles. IEEE Control System Letters, 2021
- M. Bahraini, M. Zanon, A. Colombo and P. Falcone. Optimal Control Design for Perturbed Constrained Networked Control Systems. IEEE Control System Letters, 2021
- S. K. Mulagaleti, A. Bemporad and M. Zanon. Computation of Least-Conservative State-Constraint Sets for Decentralized MPC with Dynamic and Constraint Coupling. IEEE Control System Letters, 2021
- J. De Schutter, M. Zanon and M. Diehl. TuneMPC – A Tool for Economic Tuning of Tracking (N)MPC Problems. IEEE Control System Letters, 2020
- R. Hult, M. Zanon, S. Gros, H. Wymeersch and P. Falcone. Optimization-based Coordination of Connected, Automated Vehicles at Intersections. Vehicle System Dynamics, 2020
- R. Hult, M. Zanon, G. Frison, S. Gros and P. Falcone. Experimental Validation of a Semi-Distributed SQP Method for Optimal Coordination of Automated vehicles at Intersections. Optimal Control Applications and Methods, 2020
- S. Gros, M. Zanon, R. Quirynen, A. Bemporad and M. Diehl. From Linear to Nonlinear MPC: bridging the gap via the Real-Time Iteration. International Journal of Control, 2020
- S. Gros and M. Zanon. Data-driven Economic NMPC using Reinforcement Learning. IEEE Transactions on Automatic Control, 2020
- R. Hult, M. Zanon, S. Gros and P. Falcone. Optimal Coordination of Automated Vehicles at Intersections: Theory and Experiments. IEEE Transactions on Control Systems Technology, 2019
- J. Vasilj, S. Gros, D. Jakus and M. Zanon. Day-ahead scheduling and real-time Economic MPC of CHP unit in Micro-grid with Smart buildings. IEEE Transactions on Smart Grid, 2019
- S. Gros and M. Zanon. Numerical Optimal Control With Periodicity Constraints in the Presence of Invariants. IEEE Transactions on Automatic Control, 2018
- M. Zanon and T. Faulwasser. Economic MPC without terminal constraints: Gradient-correcting end penalties enforce stability. Journal of Process Control, 2018
- M. Zanon, T. Charalambous, H. Wymeersch and P. Falcone. Optimal Scheduling of Downlink Communication for a Multi-Agent System with a Central Observation Post. IEEE Control System Letters, 2018
- R. Verschueren, M. Zanon, R. Quirynen and M. Diehl. A Sparsity Preserving Convexification Procedure for Indefinite Quadratic Programs Arising in Direct Optimal Control. SIAM Journal on Optimization, 2017
- S. Gros and M. Zanon. Penalty Functions for Handling Large Deviation of Quadrature States in NMPC. IEEE Transactions on Automatic Control, 2017
- M. Zanon, L. Grüne and M. Diehl. Periodic optimal control, dissipativity and MPC. IEEE Transactions on Automatic Control, 2017
- M. Zanon, S. Gros and M. Diehl. A Tracking MPC Formulation that is Locally Equivalent to Economic MPC. Journal of Process Control, 2016
- K. Worthmann, M. W. Mehrez, M. Zanon, G. K. I. Mann, R. G. Gosine and M. Diehl. Model Predictive Control of Nonholonomic Mobile Robots without Stabilizing Constraints and Costs. IEEE Transactions on Control Systems Technology, 2016
- R. Quirynen, M. Vukov, M. Zanon and M. Diehl. Autogenerating Microsecond Solvers for Non-Standard Nonlinear MPC: a Tutorial Using Acado Integrators. Optimal Control Applications and Methods, 2015
- M. Zanon, S. Gros and M. Diehl. Indefinite Linear MPC and Approximated Economic MPC for Nonlinear Systems. Journal of Process Control, 2014
- M. Zanon, S. Gros, J. Andersson and M. Diehl. Airborne Wind Energy Based on Dual Airfoils. IEEE Transactions on Control Systems Technology, 2013
Conference:
- M. R. Wahlgreen, M. Zanon and J. B. Jørgensen. Performance Quantification of a Nonlinear Model Predictive Controller by Parallel Monte Carlo Simulations of a Closed-loop System. Proceedings of the European Control Conference (ECC) Conference, 2023 (accepted)
- M. R. Wahlgreen, J. B. Jørgensen and M. Zanon. Model Predictive Control Tuning by Monte Carlo Simulation and Controller Matching. Proceedings of the Chemical Process Control (CPC) Conference, 2023 (accepted)
- S. Menchetti, M. Zanon and A. Bemporad. Linear Observer Learning by Temporal Difference. Proceedings of the Conference on Decision and Control (CDC), 2022
- S. Abdufattokhov, M. Zanon and A. Bemporad. Learning Convex Terminal Costs for Complexity Reduction in MPC. Proceedings of the Conference on Decision and Control (CDC), 2021
- M. Zanon and S. Gros. On the Similarity Between Two Popular Tube MPC Formulations. Proceedings of the European Control Conference (ECC), 2021
- S. Gros and M. Zanon. Reinforcement Learning based on MPC and the Stochastic Policy Gradient Method. Proceedings of the American Control Conference (ACC), 2021
- S. Gros and M. Zanon. Bias Correction in Reinforcement Learning via the Deterministic Policy Gradient Method for MPC-Based Policies. Proceedings of the American Control Conference (ACC), 2021
- M. Zanon, T. Faulwasser and S. Gros. Practical Economic MPC. Proceedings in Applied Mathematics and Mechanics (PAMM), 2021
- M. Zanon, V. Kungurtsev and S. Gros. Reinforcement Learning Based on Real-Time Iteration NMPC. Proceedings of the World Congress of the International Federation of Automatic Control, 2020
- S. Gros and M. Zanon. Reinforcement Learning for Mixed-Integer Problems Based on MPC. Proceedings of the World Congress of the International Federation of Automatic Control, 2020
- S. Gros, M. Zanon and A. Bemporad. Safe Reinforcement Learning via Projection on a Safe Set: How to Achieve Optimality? Proceedings of the World Congress of the International Federation of Automatic Control, 2020
- S. Mulagaleti, M. Zanon and A. Bemporad. Dynamic Output Disturbance Models for Robust Constraint Satisfaction. Proceedings of the World Congress of the International Federation of Automatic Control, 2020
- S. Shin, T. Faulwasser, M. Zanon and V. M. Zavala. A Parallel Decomposition Scheme for Solving Long-Horizon Optimal Control Problems. Proceedings of the Conference on Decision and Control (CDC), 2019
- M. Zanon, S. Gros and A. Bemporad. Practical Reinforcement Learning of Stabilizing Economic MPC. Proceedings of the European Control Conference (ECC), 2019
- R. Hult, M. Zanon, S. Gros and P. Falcone. Optimal Coordination of Automated Vehicles at Intersections with Turns. Proceedings of the European Control Conference (ECC), 2019
- I. Batkovic, M. Zanon, M. Ali and P. Falcone. Real-Time Constrained Trajectory Planning and Vehicle Control for Proactive Autonomous Driving with Road Users. Proceedings of the European Control Conference (ECC), 2019
- M. Bahraini, M. Zanon, A. Colombo and P. Falcone. Receding-horizon robust online communication scheduling for constrained networked control systems. Proceedings of the European Control Conference (ECC), 2019
- R. Hult, M. Zanon, S. Gros and P. Falcone. An MIQP-based heuristic for Optimal Coordination of Vehicles at Intersections. Proceedings of the Conference on Decision and Control (CDC), 2018
- T. Faulwasser and M. Zanon. Asymptotic Stability of Economic NMPC: The Importance of Adjoints. Proceedings of the IFAC Conference on Nonlinear Model Predictive Control (NMPC), 2018
- N. Saraf, M. Zanon and A. Bemporad. A Fast NMPC Approach based on Bounded-Variable Nonlinear Least Squares. Proceedings of the IFAC Conference on Nonlinear Model Predictive Control (NMPC), 2018
- M. Zanon, R. Hult, S. Gros and P. Falcone. Experimental Validation of Distributed Optimal Vehicle Coordination. Proceedings of the European Control Conference (ECC), 2018
- R. Hult, M. Zanon, S. Gros and P. Falcone. Energy-Optimal Coordination of Autonomous Vehicles at Intersections. Proceedings of the European Control Conference (ECC), 2018
- I. Batkovic, M. Zanon, N. Lubbe and P. Falcone. A Computationally Efficient Model for Pedestrian Motion Prediction. Proceedings of the European Control Conference (ECC), 2018
- E. Malz, M. Zanon and S. Gros. A Quantification of the Performance Loss of Power Averaging in Airborne Wind Energy Farms. Proceedings of the European Control Conference (ECC), 2018
- J. Shi, Y. Zheng, Y. Jiang, M. Zanon, R. Hult and B. Houska. Distributed control algorithm for vehicle coordination at traffic intersections. Proceedings of the European Control Conference (ECC), 2018
- M. A. Nazari, A. Ozcelikkale, M. Zanon, T. Charalambous, J. Sjöberg and H. Wymeersch. Impact of Communication Frequency on Remote Control of Automated Vehicles. Proceedings of the IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 2018
- T. Charalambous, A. Ozcelikkale, M. Zanon, H. Wymeersch and P. Falcone. On the Resource Allocation Problem in Wireless Networked Control Systems. Proceedings of the Conference on Decision and Control (CDC), 2017
- M. Zanon, S. Gros, P. Falcone and H. Wymeersch. An Asynchronous Algorithm for Optimal Vehicle Coordination at Traffic Intersections. Proceedings of the World Congress of the International Federation of Automatic Control, 2017
- M. Zanon, S. Gros and M. Diehl. A Periodic Tracking MPC that is Locally Equivalent to Periodic Economic MPC. Proceedings of the World Congress of the International Federation of Automatic Control, 2017
- Y. Jiang, M. Zanon, R. Hult and B. Houska. A Distributed Algorithm for Optimal Vehicle Coordination at Traffic Intersecitons. Proceedings of the World Congress of the International Federation of Automatic Control, 2017
- R. Hult, M. Zanon, S. Gros and P. Falcone. Primal Decomposition of the Optimal Coordination of Vehicles at Traffic Intersections. Proceedings of the Conference on Decision and Control (CDC), 2016
- R. Verschueren, M. Zanon, R. Quirynen and M. Diehl. Time-optimal Race Car Driving using an Online Exact Hessian based Nonlinear MPC Algorithm. Proceedings of the European Control Conference (ECC), 2016
- S. Gros, M. Zanon and M. Diehl. Baumgarte Stabilisation over the SO(3) Rotation Group for Control. Proceedings of the Conference on Decision and Control (CDC), 2015
- K. Worthmann, M. W. Mehrez, M. Zanon, G. K. I. Mann, R. G. Gosine and M. Diehl. Regulation of Differential Drive Robots using Continuous Time MPC without Stabilizing Constraints or Costs. Proceedings of the IFAC Conference on Nonlinear Model Predictive Control (NMPC), 2015
- R. Quirynen, M. Zanon, A. Kozma and M. Diehl. A Compression Algorithm for Real-Time Distributed Nonlinear MPC. Proceedings of the European Control Conference (ECC), 2015
- A. Mohammadi, M. Diehl and M. Zanon. Estimation of Uncertain ARX models with Ellipsoidal Parameter Variability. Proceedings of the European Control Conference (ECC), 2015
- R. Verschueren, S. De Bruyne, M. Zanon, J. V. Frasch and M. Diehl. Towards Time-Optimal Race Car Driving Using Nonlinear MPC in Real Time. Proceedings of the Conference on Decision and Control (CDC), 2014
- M. Zanon, S. Gros and M. Diehl. Local Properties of NMPC, Dissipativity and Dynamic Programming. Proceedings of the Conference on Decision and Control (CDC), 2014
- M. Zanon, G. Horn, S. Gros and M. Diehl. Control of Dual-Airfoil Airborne Wind Energy Systems Based on Nonlinear MPC and MHE. Proceedings of the European Control Conference (ECC), 2014
- M. Zanon, S. Gros, J. Meyers and M. Diehl. Airborne Wind Energy: Airfoil-Airmass Interaction. Proceedings of the World Congress of the International Federation of Automatic Control, 2014
- M. Zanon, S. Gros and M. Diehl. A Lyapunov Function for Periodic Economic Optimizing Model Predictive Control. Proceedings of the Conference on Decision and Control (CDC), 2013
- M. Zanon, S. Gros and M. Diehl. Rotational Start-up of Tethered Airplanes Based on Nonlinear MPC and MHE. Proceedings of the European Control Conference (ECC), 2013
- J. V. Frasch, A. Gray, M. Zanon, H. J. Ferreau, S. Sager, F. Borrelli and M. Diehl. An Auto-generated Nonlinear MPC Algorithm for Real-Time Obstacle Avoidance of Ground Vehicles. Proceedings of the European Control Conference (ECC), 2013
- M. Zanon, J. V. Frasch and M. Diehl. Nonlinear Moving Horizon Estimation for Combined State and Friction Coefficient Estimation in Autonomous Driving.Proceedings of the European Control Conference (ECC), 2013
- S. Gros, M. Zanon and M. Diehl. Control of Airborne Wind Energy Systems Based on Nonlinear Model Predictive Control & Moving Horizon Estimation. Proceedings of the European Control Conference (ECC), 2013
- S. Gros, M. Zanon and M. Diehl. A Relaxation Strategy for the Optimization of Airborne Wind Energy Systems. Proceedings of the European Control Conference (ECC), 2013
- S. Gros, M. Zanon, M. Vukov and M. Diehl. Nonlinear MPC and MHE for Mechanical Multi-Body Systems with Application to Fast Tethered Airplanes. Proceedings of the IFAC Conference on Nonlinear Model Predictive Control (NMPC), 2012
- S. Gros, M. Zanon and M. Diehl. Orbit Control for a Power Generating Airfoil based on Nonlinear MPC. Proceedings of the American Control Conference (ACC), 2012
Book Chapters:
- I. Batkovic, M. Zanon and P. Falcone. Model Predictive Control for Safe Autonomous Driving Applications. AI-enabled Technologies for Autonomous and Connected Vehicles, Springer, (in press)
- T. Faulwasser and M. Zanon. Primal or dual terminal constraints in Economic MPC? Comparison and insights. Recent Advances in Model Predictive Control – Theory, Algorithms, and Applications, Springer, 2021
- M. Zanon, V. G. Palma, S. Rauski, I. Xausa and A. Boccia. Direct Optimal Control and Model Predictive Control. Optimal Control: Novel Directions and Applications, Springer, 2017
- M. Zanon, J. V. Frasch, M. Vukov, S. Sager and M. Diehl. Model Predictive Control of Autonomous Vehicles. Proceedings of the workshop on Optimization and Optimal Control of Automotive Systems, Springer, 2014
- M. Zanon, S. Gros and M. Diehl. Control of Rigid-Airfoil Airborne Wind Energy Systems. Airborne Wind Energy, Springer, 2013
- K. Geebelen, M. Vukov, A. Wagner, H. Ahmad, M. Zanon, S. Gros, D. Vandepitte, J. Swevers and M. Diehl. An experimental test setup for advanced estimation and control of an airborne wind energy system. Airborne Wind Energy, Springer, 2013