考虑变压器老化和不确定性的工作场所光伏-电动汽车充电站能源管理系统与电动汽车有功和无功功率调度

IF 3.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Electric Power Systems Research Pub Date : 2024-10-15 DOI:10.1016/j.epsr.2024.111062
Rayaprolu.M. Raghuveer, Bhavesh Bhalja, Pramod Agarwal
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引用次数: 0

摘要

本研究为并网光伏(PV)-电动汽车(EV)一体化工作场所充电站提出了一种新的能源管理系统(EMS)。所提出的 EMS 是一个凸随机混合整数二次约束问题 (MIQCP),旨在最小化预期视在功率需求,同时限制配电变压器的加速老化并满足电动汽车的行驶需求。实现这一目标的方法是通过车辆对电网(V2G)模式实时调度电动汽车的实际功率和无功功率。利用概率和分层聚类技术,分别纳入了与工作场所非电动汽车负载、光伏发电相关的固有昼夜不确定性和季节性变化。在地平线后退模型下实施所开发的 EMS,可通过适应电动汽车的动态到达实现实时运行。从配电系统运营商(DSO)、充电站所有者(CSO)和电动汽车消费者的角度出发,通过大量模拟验证了所建议的 EMS 的有效性。结果表明,与非协调充电方法相比,在满足电动汽车驾驶需求的同时,峰值需求大幅降低,变压器寿命损失(LoL)最小化,运营成本节约。
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Energy management system for a workplace PV-EV charging station with active and reactive power dispatch of EVs considering transformer aging and uncertainties
This study presents a new energy management system (EMS) for a grid-tied photovoltaic (PV) – electric vehicle (EV) integrated workplace charging station. The proposed EMS is developed as a convex stochastic mixed-integer quadratically constrained problem (MIQCP) to minimize the expected apparent power demand while limiting the distribution transformer's accelerated aging and satisfying the EV driving needs. This is accomplished by scheduling real and reactive powers of EVs in real-time through Vehicle-to-grid (V2G) mode. The inherent diurnal uncertainties and seasonal variations associated with the workplace non-EV load, PV generation are incorporated using probabilistic and hierarchical clustering techniques, respectively. The implementation of the developed EMS under receding horizon model enables real-time operation by adapting to dynamic arrivals of EVs. The effectiveness of the proposed EMS is validated through numerous simulations from the view point of the distribution system operator (DSO), charging station owner (CSO), and EV prosumer. The results indicate a substantial reduction in the peak demand, minimized transformer's loss-of-life (LoL), and operating cost saving while satisfying the EV driving needs in comparison to uncoordinated charging method.
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来源期刊
Electric Power Systems Research
Electric Power Systems Research 工程技术-工程:电子与电气
CiteScore
7.50
自引率
17.90%
发文量
963
审稿时长
3.8 months
期刊介绍: Electric Power Systems Research is an international medium for the publication of original papers concerned with the generation, transmission, distribution and utilization of electrical energy. The journal aims at presenting important results of work in this field, whether in the form of applied research, development of new procedures or components, orginal application of existing knowledge or new designapproaches. The scope of Electric Power Systems Research is broad, encompassing all aspects of electric power systems. The following list of topics is not intended to be exhaustive, but rather to indicate topics that fall within the journal purview. • Generation techniques ranging from advances in conventional electromechanical methods, through nuclear power generation, to renewable energy generation. • Transmission, spanning the broad area from UHV (ac and dc) to network operation and protection, line routing and design. • Substation work: equipment design, protection and control systems. • Distribution techniques, equipment development, and smart grids. • The utilization area from energy efficiency to distributed load levelling techniques. • Systems studies including control techniques, planning, optimization methods, stability, security assessment and insulation coordination.
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