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采用三阶段能源管理系统对社区停车场中的电动汽车车队进行协调充电,以实现效益最大化。

Coordinated charging of EV fleets in community parking lots to maximize benefits using a three-stage energy management system.

作者信息

Chandra Isha, Singh Navneet Kumar, Samuel Paulson, Bajaj Mohit, Zaitsev Ievgen

机构信息

Electrical Engineering Department, Motilal Nehru National Institute of Technology, Prayagraj, India.

Department of Electrical Engineering, Graphic Era (Deemed to be University), Dehradun, 248002, India.

出版信息

Sci Rep. 2024 Dec 30;14(1):32026. doi: 10.1038/s41598-024-83579-x.

Abstract

The rapid global adoption of electric vehicles (EVs) necessitates the development of advanced EV charging infrastructure to meet rising energy demands. In particular, community parking lots (CPLs) offer significant opportunities for coordinating EVs' charging. By integrating energy storage systems (ESSs), renewable energy sources (RESs), and building prosumers, substantial reductions in peak load and electricity costs can be achieved, while simultaneously promoting environmental sustainability. This paper presents a novel three-stage real-time Energy Management System (EMS) designed to coordinate EV charging in CPLs, integrating solar photovoltaics, wind energy, ESSs, and building backup units. The proposed EMS operates in three stages: (1) day-ahead scheduling of energy generation and consumption, (2) real-time power management to address deviations between forecasted and actual power generation and demand, and (3) priority-based EV charging, which considers EV state of charge (SOC) and owner preferences. The system is evaluated through MATLAB simulations under four different scenarios and based on six performance indices: daily electricity bills, cost savings, self-sufficiency, self-consumption, carbon emissions, and fairness in EV charging. The results demonstrate that the proposed EMS can reduce electricity bills for parking lot operators (PLOs) by up to 45%, with a corresponding decrease in carbon emissions by 40% compared to uncoordinated charging scenarios. Additionally, the EMS improves the self-sufficiency ratio by up to 75% and increases the self-consumption ratio to 85%. The system also ensures fairness in charging, achieving a fairness index of 0.82, thus addressing the needs of both PLOs and EV owners. This research underscores the potential of CPLs to optimize energy use, lower costs, and contribute to broader sustainability goals by integrating renewable energy and intelligent charging strategies.

摘要

电动汽车(EV)在全球范围内的迅速普及,使得发展先进的电动汽车充电基础设施成为满足不断增长的能源需求的必要条件。特别是社区停车场(CPL)为协调电动汽车充电提供了重要机遇。通过整合储能系统(ESS)、可再生能源(RES)和建筑产消者,可以大幅降低峰值负荷和电费,同时促进环境可持续性。本文提出了一种新颖的三阶段实时能源管理系统(EMS),旨在协调社区停车场中的电动汽车充电,该系统集成了太阳能光伏、风能、储能系统和建筑备用单元。所提出的能源管理系统分三个阶段运行:(1)日前发电和用电调度;(2)实时功率管理,以解决预测发电和需求与实际发电和需求之间的偏差;(3)基于优先级的电动汽车充电,该充电方式考虑电动汽车的充电状态(SOC)和车主偏好。通过MATLAB模拟在四种不同场景下对该系统进行评估,并基于六个性能指标:每日电费、成本节约、自给自足、自消费、碳排放和电动汽车充电的公平性。结果表明,与不协调充电场景相比,所提出的能源管理系统可为停车场运营商(PLO)降低高达45%的电费,同时碳排放相应减少40%。此外,该能源管理系统将自给自足率提高了高达75%,并将自消费率提高到85%。该系统还确保了充电的公平性,公平指数达到0.82,从而满足了停车场运营商和电动汽车车主双方的需求。这项研究强调了社区停车场通过整合可再生能源和智能充电策略来优化能源使用、降低成本并为更广泛的可持续发展目标做出贡献的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38f5/11686388/ed1da023edb7/41598_2024_83579_Fig1_HTML.jpg

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