Title :
Approximate Dynamic Programming applied to a Four Quadrant Transducer Series-Parallel Hybrid Electric Bus
Author :
Johannesson, Lars ; Pettersson, Stefan ; Egardt, Bo
Author_Institution :
Dept. of Signals & Syst., Chalmers Univ. of Technol., Goteborg, Sweden
Abstract :
This paper presents an Approximate Dynamic Programming scheme that, based on the assumption of perfectly known future driving, efficiently solves the optimal power split in a Series-Parallel hybrid powertrain. The scheme combines two ideas to reduce the computational load of the dynamic programming. First, the cost-to-go function is approximated using piecewise linear functions on a sparse grid. Secondly, by using precalculated maps, the iterations performed in the dynamic programming are reduced to simple table lookups and linear interpolation. The approximation scheme is simulated on a Four Quadrant Transducer Series-Parallel Hybrid Electric Bus. In the simulations the approximation scheme is able to find a sufficiently good approximation of the optimal control trajectory.
Keywords :
dynamic programming; electric vehicles; interpolation; optimal control; approximate dynamic programming; cost-to-go function; four quadrant transducer series-parallel hybrid electric bus; linear interpolation; optimal control trajectory; piecewise linear functions; precalculated maps; series-parallel hybrid powertrain; sparse grid; table lookups; Decision support systems; Dynamic programming; Europe; System-on-chip; Torque; Transducers; Velocity control;
Conference_Titel :
Control Conference (ECC), 2009 European
Conference_Location :
Budapest
Print_ISBN :
978-3-9524173-9-3