학술논문

Sizing of Battery/Supercapacitor Hybrid Energy Storage System for Electric Vehicles
Document Type
Conference
Source
2022 IEEE Vehicle Power and Propulsion Conference (VPPC) Vehicle Power and Propulsion Conference (VPPC), 2022 IEEE. :1-6 Nov, 2022
Subject
Aerospace
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Transportation
Costs
Voltage
Supercapacitors
Propulsion
Reliability engineering
Batteries
State of charge
Sizing
Hybrid energy system
Battery lifetime
NSGA-II
Full active configuration
Language
Abstract
In a hybrid energy storage system, the battery is the primary source supplying energy for electric vehicles, whereas, the supercapacitor is used as the auxiliary source which supports the battery to prolong the lifetime and respond to the power requirement of acceleration. In order to maximize the efficiency of a hybrid energy system, this paper figures out the optimal configuration based on the non-dominated sorting genetic algorithm type 2 (NSGA-II). A set of optimal solutions simultaneously satisfies two objectives: maximize travel distance and battery lifetime. These objectives are formulated by five criteria, including the state of charge of the battery, the root-mean-square value and the standard deviation of the battery current, the final supercapacitor voltage and the regenerative energy to the battery system. The optimization result is evaluated by various driving cycles, i.e., UDDS, WLTC class 2, and Artemis Urban.