Title | ||
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Design and simulation of a real-time implementable energy-efficient model-predictive cruise controller for electric vehicles |
Abstract | ||
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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 |
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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 Schwickart | 1 | 18 | 1.77 |
Holger Voos | 2 | 118 | 34.98 |
Jean-Regis Hadji-Minaglou | 3 | 19 | 2.25 |
Mohamed Darouach | 4 | 261 | 42.82 |
Albert Rosich | 5 | 37 | 4.68 |