Title
Design and simulation of a real-time implementable energy-efficient model-predictive cruise controller for electric vehicles
Abstract
This paper presents the design of a novel energy-efficient model-predictive cruise controller for electric vehicles as well a simulation model of the longitudinal vehicle dynamics and its energy consumption. Both, the controller and the dynamic model are designed to meet the properties of a series-production electric vehicle whose characteristics are identified and verified 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. Considering the nonlinearities is essential for a proper prediction of the system states over the prediction horizon to achieve the desired energy-saving behaviour. In this work, the vehicle motion equation is reformulated in terms of the kinetic energy of the moving vehicle which leads to a linear differential equation without loss of information. The energy consumption is modeled implicitly by exploiting the special form of 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 and the simulation model in closed-loop operation finally provide a proof of concept.
Year
DOI
Venue
2015
10.1016/j.jfranklin.2014.07.001
Journal of the Franklin Institute
Field
DocType
Volume
Control theory,Optimal control,Control theory,Efficient energy use,Electric vehicle,Model predictive control,Control engineering,Vehicle dynamics,Energy consumption,Piecewise linear function,Mathematics
Journal
352
Issue
ISSN
Citations 
2
0016-0032
9
PageRank 
References 
Authors
0.76
5
5
Name
Order
Citations
PageRank
Tim Schwickart1181.77
Holger Voos211834.98
Jean-Regis Hadji-Minaglou3192.25
Mohamed Darouach426142.82
Albert Rosich5374.68