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• W2892366285 startingPage "10470" @default.
• W2892366285 abstract "The electric vehicle battery life is generally affected by its rapid utilization, accumulated heat and overall energy throughput. Inclusion of ultracapacitor along with battery provides enhanced flexibility in operating and utilizing the battery more adequately. In such dual storage systems, the energy management scheme plays an important role in determining the overall system efficiency. In this paper, a new concept to manage the state of charge (SOC) of ultracapacitor is proposed. The aim of the proposed approach is, based on the vehicle velocity at acceleration, to regulate the amount of energy that ultracapacitor should support in order to ensure its availability for an extended period. A two-stage artificial neural network based strategy is developed to achieve the aforementioned ultracapacitor SOC control. The battery energy throughput and its temperature rise during a complete battery discharge are taken as key parameters for the evaluation. It is shown in the paper that with the proposed approach, the energy storage system efficiency and battery life can be improved significantly. Finally, the applicability of the proposed concept is demonstrated experimentally." @default.
• W2892366285 created "2018-09-27" @default.
• W2892366285 creator A5035282189 @default.
• W2892366285 creator A5038773668 @default.
• W2892366285 date "2018-11-01" @default.
• W2892366285 modified "2023-09-27" @default.
• W2892366285 title "A New Ultracapacitor State of Charge Control Concept to Enhance Battery Lifespan of Dual Storage Electric Vehicles" @default.
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• W2892366285 doi "https://doi.org/10.1109/tvt.2018.2871038" @default.
• W2892366285 hasPublicationYear "2018" @default.
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