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Abstract
Electrically driven buses have become one of the main vehicle platforms for demonstrating the advantages and capabilities of electric vehicles. This type of vehicle can be powered from several different sources that each have several unique operating characteristics and performance requirements that necessitate novel solutions. In this paper, a novel optimal control strategy based on the next generation range-extended electric bus has been developed. Control strategies play an essential role in extracting the full potential of electric buses and increase their effectiveness at displacing conventional internal-combustion powered buses and thus, reducing global fuel consumption and emissions. Initially, a control-oriented powertrain model was developed in Matlab/Simulink. The series-hybrid powertrain model configuration was then used as the basis to study various control strategies. A new control strategy was devised based on an equivalent consumption minimization strategy (ECMS) to govern the powertrain when operating in different modes. Due to the high impact the drive cycle has on the equivalent factor (EF) in an ECMS, an offline optimization process is performed to further increase the effect of the ECMS on various driving routes. Particle swarm optimization (PSO) was applied to the offline control model, generating the most appropriate EF values for different driving routes. The optimization of the EF values, the implementation of the new control strategy and the control execution process are described here in detail. Finally, the proposed control strategy is validated in the simulation environment by analysing its performance with those of a simple rule-based strategy and a dynamic programming based global optimisation strategy. Comparison of results suggests the superior performance of the proposed method in fuel economy optimization versus the rule-based control method and the similarities to the dynamic programming based control method.
Original language | English |
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Title of host publication | 2020-04-14 Optimal Control Strategy for a Next Generation Range Extended Electric Bus 2020-01-0844 |
Publisher | SAE International |
Publication status | Published - 14 Apr 2020 |
Event | WCX SAE World Congress Experience - TCF Center, Detroit, United States Duration: 21 Apr 2020 → 23 Apr 2020 https://www.sae.org/attend/wcx |
Publication series
Name | Technical Papers |
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Publisher | SAE International |
ISSN (Print) | 0148-7191 |
Conference
Conference | WCX SAE World Congress Experience |
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Abbreviated title | 2020 WCS |
Country | United States |
City | Detroit |
Period | 21/04/2020 → 23/04/2020 |
Internet address |
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Projects
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