20 citations · 53 across the 20 of their papers we have counts for
5 papers · 1 filter
Output-Lifted Learning Model Predictive Control
Siddharth H. Nair, Ugo Rosolia, Francesco Borrelli
We propose a computationally efficient Learning Model Predictive Control (LMPC) scheme for constrained optimal control of a class of nonlinear systems where the state and input can…
Eco-driving with Learning Model Predictive Control
Yeojun Kim, Samuel Tay, Jacopo Guanetti +1
We present a predictive cruise controller which iteratively improves the fuel economy of a vehicle traveling along the same route every day. Our approach uses historical data from…
Balancing Safety and Traffic Throughput in Cooperative Vehicle Platooning
Stanley W. Smith, Yeojun Kim, Jacopo Guanetti +3
In this paper we propose a distributed model predictive control architecture to coordinate the longitudinal motion of a vehicle platoon at a signalized intersection. Our control ap…
Robust Model Predictive Control with Adjustable Uncertainty Sets
Yeojun Kim, Xiaojing Zhang, Jacopo Guanetti +1
In this paper, we present Robust Model Predictive Control (MPC) problems with adjustable uncertainty sets. In contrast to standard Robust MPC problems with known uncertainty sets,…
Robust Eco-Driving Control of Autonomous Vehicles Connected to Traffic Lights
Chao Sun, Jacopo Guanetti, Francesco Borrelli +1
This paper focuses on the speed planning problem for connected and automated vehicles (CAVs) communicating to traffic lights. The uncertainty of traffic signal timing for signalize…