利用混合MINLP框架优化城市能源系统可再生能源整合的智能电网灵活性

IF 4.7 3区 工程技术 Q2 ENERGY & FUELS
Sameer Algburi , Omer Al-Dulaimi , Hassan Falah Fakhruldeen , Shakhlo Isametdinova , I.B. Sapaev , Saiful Islam , Quadri Noorulhasan Naveed , Ayodele Lasisi , Israa alhani , Qusay Hassan , Doaa H. Khalaf , Michael Ssebunya , Feryal Ibrahim Jabbar
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引用次数: 0

摘要

城市电网面临着扩大可再生能源部署的挑战,同时抑制排放,最大限度地减少网络加固的资本负担,所有这些都依赖于有效的灵活性整合。引入混合优化框架,将混合整数非线性规划与重新制定的MILP结构相结合,对光伏系统、电池储能、分级网络升级以及电动汽车作为负载和分布式储能的动态参与进行联合优化。通过基于多面体的方法整合了数千个EV约束,并使用根据馈线容量增量定制的分段线性模型捕获了加固成本。Tuwaiq智能城市网络覆盖3780个家庭,采用2024年的一分钟分辨率数据对五种运营方案进行基准测试:无灵活性、需求响应、智能充电、车辆到电网和综合分散式能源管理(IDEM)。与基线相比,IDEM的年化系统成本降低了43.8% %,峰值进口降低了46% %,光伏和储能的产能分别降低了75% %和82% %,并网费用降低了65% %。150次运行的蒙特卡罗测试证实了成本稳定性在±6 %,验证了在随机太阳能和流动性曲线下分层灵活性的稳健性。在标准硬件上,只需几分钟就可以解决全年的问题,这证实了该框架在战略能源规划方面的实用价值
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimizing smart grid flexibility with a hybrid MINLP framework for renewable integration in urban energy systems
Urban grids face the challenge of expanding renewable deployment while curbing emissions and minimizing the capital burden of network reinforcements, all of which depend on effective flexibility integration. A hybrid optimization framework is introduced, combining Mixed-Integer Nonlinear Programming with a reformulated MILP structure to jointly size photovoltaic systems, battery storage, staged network upgrades, and the dynamic participation of electric vehicles as both load and distributed storage. Thousands of EV constraints are consolidated through a polytope-based approach, and reinforcement costs are captured using a piece-wise linear model tailored to feeder capacity increments. Application to the Tuwaiq Smart City network, covering 3780 households, employs one-minute resolution data for 2024 to benchmark five operational schemes: No Flexibility, Demand Response, Smart Charging, Vehicle-to-Grid, and Integrated Decentralised Energy Management (IDEM). Compared with the baseline, IDEM achieves a 43.8 % reduction in annualised system cost, 46 % decrease in peak imports, and capacity cuts of 75 % and 82 % for PV and storage respectively, alongside a 65 % drop in grid integration expenses. A Monte Carlo test of 150 runs confirms cost stability within ±6 %, validating the robustness of layered flexibility under stochastic solar and mobility profiles. Solving across a full-year span is achieved within minutes on standard hardware, confirming the framework’s practical value for strategic energy planning
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来源期刊
Energy Reports
Energy Reports Energy-General Energy
CiteScore
8.20
自引率
13.50%
发文量
2608
审稿时长
38 days
期刊介绍: Energy Reports is a new online multidisciplinary open access journal which focuses on publishing new research in the area of Energy with a rapid review and publication time. Energy Reports will be open to direct submissions and also to submissions from other Elsevier Energy journals, whose Editors have determined that Energy Reports would be a better fit.
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