中国电机工程学报2025,Vol.45Issue(11):4117-4129,13.DOI:10.13334/j.0258-8013.pcsee.240324
基于微观交通流模型的城市快充负荷精细化实时仿真框架
Real-time Simulation Framework of Urban EVs Charging Loads Based on Micro-level Modeling of Transportation Network
摘要
Abstract
Electric vehicles are rapidly gaining popularity,and various fast and ultra-fast charging stations are continuously increasing in power.This leads to the prominent real-time fluctuation characteristics of urban charging loads.This study proposes a real-time simulation framework for urban fast-charging loads based on micro-level modeling of the transportation network.First,considering micro-level traffic behaviors such as vehicle following,overtaking,and lane-changing,a detailed traffic network model is established to illustrate the impact of the operational status of the traffic network and charging facilities on driving behavior and charging choices.Then,a traffic travel matrix is established to allocate electric vehicle travel demands.Factors such as time,distance,and prices are considered for individual electric vehicle charging choices.Finally,through a second-by-second simulation of electric vehicles' driving and charging decision-making processes in the micro-level traffic network,the real-time dynamic changes in traffic flow and fast-charging station charging loads are obtained.Using simulation examples based on the actual traffic network in Nanjing,the dynamic characteristics of charging loads are fully demonstrated,providing a powerful analytical foundation and simulation tool for fine-grained charging load scheduling.关键词
电动汽车/快速充电基础设施/微观交通仿真/充电选择决策/充电负荷动态特性Key words
electric vehicles/fast-charging infrastructure/micro-level traffic flow simulation/charging choices decision/charging load dynamics分类
信息技术与安全科学引用本文复制引用
钱涛,方铭宇,束雯暄,胡秦然,邵成成..基于微观交通流模型的城市快充负荷精细化实时仿真框架[J].中国电机工程学报,2025,45(11):4117-4129,13.基金项目
国家自然科学基金项目(52307085).Project Supported by National Natural Science Foundation of China(52307085). (52307085)