A Novel Model-Predictive Cruise Controller for Electric Vehicles and Energy-Efficient Driving
English
Schwickart, Tim Klemens[University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > >]
Voos, Holger[University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Engineering Research Unit > ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)]
Minaglou, Jean-Régis[University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Engineering Research Unit >]
A Novel Model-Predictive Cruise Controller for Electric Vehicles and Energy-Efficient Driving
Yes
International
2014 IEEE/ASME International Conference on Advanced Intelligent Mechatronics
from 08-07-2014 to 11-07-2014
[en] Model-Predictive Control ; Eco-Driving / Eco-Cruise Control ; Optimal Control
[en] This paper presents a novel energy-efficient model-predictive cruise control formulation for electric vehicles. A predictive eco-cruise controller involves the minimisation of a compromise between terms related to driving speed and energy consumption which are in general both described by nonlinear differential equations. In this work, a coordinate transformation is used which leads to a linear differential motion equation without loss of information. The energy consumption is modeled by the maximum of a set of linear functions which is determined implicitly by the optimisation problem and thus leads to a piecewise linear model. The reformulations finally result in a model-predictive control approach with quadratic cost function, linear prediction model and linear constraints that corresponds to a piecewise linear system behaviour and allows a fast real-time implementation with guaranteed convergence. The controller and the underlying dynamic model are designed to meet the properties of a series-production electric vehicle whose characteristics are identified by measurements. Simulation results of the MPC controller and the simulation model in closed-loop operation finally provide a proof of concept.
Interdisciplinary Centre for Security, Reliability and Trust