optimHome: A Shrinking Horizon Control Architecture for Bidirectional Smart Charging in Home Energy Management Systems

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2024-04-20 DOI:10.3390/en17081963
Corrado Maria Caminiti, Marco Merlo, Mohammad Ali Fotouhi Ghazvini, Jacob Edvinsson
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Abstract

This study aims to develop an adaptable home energy management system capable of integrating the bidirectional smart charging of electric vehicles. The final goal is to achieve a user-defined objectives such as cost minimization or maximizing renewable self-consumption. Industrialwise, the present work yields valuable outcomes in identifying operational frameworks and boundary conditions. Optimal scheduling benefits both users and the electric network, thus enhancing grid utilization and increasing renewable energy integration. By coordinating power interactions with dynamic time-of-use tariffs, the energy management system minimizes user costs and aids the grid by cutting peak hour energy consumption. Charging and discharging operations in electric vehicles comply with energy level constraints outlined by bidirectional charging protocols. The proposed approach ensures the scheduling of cycles that minimize detrimental effects on battery health when evaluating an economically ageing mechanism. Compared to uncontrolled charging, optimal scheduling resulted in a significant reduction in the total operational cost of the dwelling. Trade-off conditions between renewable integration and potential savings are identified and numerically evaluated by means of multiobjective optimization. In contrast to scheduling-based models, the proposed architecture possesses the ability to iteratively adapt decision variables in response to system changes, thus responding effectively to external stochastic uncertainty.
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optimHome:家庭能源管理系统中双向智能充电的缩小地平线控制架构
本研究旨在开发一种能够整合电动汽车双向智能充电的适应性家庭能源管理系统。最终目标是实现用户定义的目标,如成本最小化或可再生能源自我消耗最大化。从工业角度看,本研究在确定运行框架和边界条件方面取得了有价值的成果。优化调度既有利于用户,也有利于电网,从而提高电网利用率,增加可再生能源集成。通过协调电力互动与动态分时电价,能源管理系统最大限度地降低了用户成本,并通过减少高峰时段的能源消耗来帮助电网。电动汽车的充放电操作符合双向充电协议规定的能级限制。在评估经济的老化机制时,所提出的方法可确保最大限度地减少对电池健康的不利影响。与不受控制的充电相比,优化调度可显著降低住宅的总运营成本。通过多目标优化,确定了可再生能源整合与潜在节约之间的权衡条件,并对其进行了数值评估。与基于调度的模型相比,所提出的架构能够根据系统变化迭代调整决策变量,从而有效应对外部随机不确定性。
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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
期刊介绍: ACS Applied Electronic Materials is an interdisciplinary journal publishing original research covering all aspects of electronic materials. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials science, engineering, optics, physics, and chemistry into important applications of electronic materials. Sample research topics that span the journal's scope are inorganic, organic, ionic and polymeric materials with properties that include conducting, semiconducting, superconducting, insulating, dielectric, magnetic, optoelectronic, piezoelectric, ferroelectric and thermoelectric. Indexed/​Abstracted: Web of Science SCIE Scopus CAS INSPEC Portico
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