Title :
A real-time implementable model-predictive cruise controller for electric vehicles and energy-efficient driving
Author :
Schwickart, T. ; Voos, H. ; Darouach, M.
Author_Institution :
Interdiscipl. Centre for Security, Reliability & Trust (SnT), Univ. of Luxembourg, Luxembourg City, Luxembourg
Abstract :
This paper presents a novel energy-efficient model-predictive cruise control formulation for electric vehicles. 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. 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 map is approximated by the maximum of a set of linear functions which is implicitly determined in the optimisation problem. The reformulations finally lead to 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. Simulation results of the MPC controller in closed-loop operation finally show the effectiveness of the approach.
Keywords :
closed loop systems; control system synthesis; electric vehicles; linear systems; nonlinear differential equations; predictive control; MPC controller; closed loop operation; coordinate transformation; driving speed; dynamic model; electric vehicles; energy consumption map; energy-efficient driving; energy-efficient model predictive cruise control formulation; linear constraints; linear differential motion equation; linear prediction model; model predictive cruise controller; nonlinear differential equations; optimisation problem; piecewise linear system behaviour; predictive eco-cruise controller; quadratic cost function; series-production electric vehicle; Cost function; Energy consumption; Force; Mathematical model; Vehicle dynamics; Vehicles;
Conference_Titel :
Control Applications (CCA), 2014 IEEE Conference on
Conference_Location :
Juan Les Antibes
DOI :
10.1109/CCA.2014.6981408