DocumentCode :
1794624
Title :
Route-Based Online Energy Management of a PHEV and Sensitivity to Trip Prediction
Author :
Karbowski, Dominik ; Namwook Kim ; Rousseau, Aymeric
Author_Institution :
Argonne Nat. Lab., Center for Transp. Res., Argonne, IL, USA
fYear :
2014
fDate :
27-30 Oct. 2014
Firstpage :
1
Lastpage :
6
Abstract :
In this paper, we present a method of optimizing the energy management of a plug-in hybrid electric vehicle (PHEV) using GIS-assisted stochastic trip prediction. A process was developed to synthesize speed profiles through a combination of Markov chains and information from a geographical information system (GIS) about the future route. In a potential real-world scenario, the future trip (speed, grade, stops, etc.) can be estimated, but not deterministically known. The stochastic trip prediction process models such uncertainty. The route-based energy management presented in this paper uses the Pontryagin Minimum Principle (PMP). A PMP strategy was implemented in a Simulink controller for a model of Prius-like PHEV and compared to a baseline strategy using Autonomie, an automotive modeling environment. An itinerary was defined, and several speed profiles were synthesized. It was then possible to evaluate the sensitivity of PMP tuning to the speed profile, providing insights about the applicability of PMP control in real-world situations.
Keywords :
Markov processes; dynamic programming; energy management systems; geographic information systems; hybrid electric vehicles; GIS-assisted stochastic trip prediction; Markov chains; PMP strategy; Pontryagin minimum principle; Prius-like PHEV; Simulink controller; automotive modeling environment; autonomie; geographical information system; plug-in hybrid electric vehicle; route-based online energy management; Batteries; Energy management; Engines; Fuels; System-on-chip; Torque; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Vehicle Power and Propulsion Conference (VPPC), 2014 IEEE
Conference_Location :
Coimbra
Type :
conf
DOI :
10.1109/VPPC.2014.7007126
Filename :
7007126
Link To Document :
بازگشت