基于改进共生生物搜索和实时动态调整策略的孤岛微电网日前实时优化调度

IF 7 2区 工程技术 Q1 ENERGY & FUELS Sustainable Energy Technologies and Assessments Pub Date : 2025-02-01 Epub Date: 2025-01-22 DOI:10.1016/j.seta.2025.104185
Kang Yang , Chunhua Li , Xu Jing , Zhiyu Zhu , Yuting Wang , Haodong Ma , Yu Zhang
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引用次数: 0

摘要

为提高孤岛微电网能源优化调度的经济效益和应对负荷不确定性的能力,提出了基于改进共生生物搜索(ISOS)的日前优化调度和基于实时动态调整策略(RTDAS)的实时优化调度。基于多智能体系统的孤岛调度结构在实时调度中引入了消耗电阻(CR)来消耗多余的能量。在ISOS中引入重组和突变阶段是为了提高全局搜索能力,以获得更好的日前最优调度结果。然后,实时优化调度的RTDAS对电池储能系统(BESS)、微型水轮机(MT)和CR的输出功率进行调整,以应对实际负荷的波动。为了提高实时最优调度的求解速度,对BESS和MT模型进行了线性化处理。仿真结果表明,基于ISOS的日前优化调度效果优于基于SOS的实时优化调度,基于RTDAS的实时优化调度可以在1 s左右的时间内快速完成BESS、MT和CR的实时输出调节。采用BESS和MT线性化模型的实时优化调度效果优于不进行线性化处理的实时优化调度效果。
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Day-ahead and real-time optimal dispatching of islanded microgrid based on improved symbiotic organisms search and real-time dynamic adjustment strategy
To improve the economy benefit of energy optimal dispatching of islanded microgrid (MG) and the ability to deal with the uncertainty of load, the day-ahead optimal dispatching based on improved symbiotic organisms search (ISOS) and the real-time optimal dispatching based on real-time dynamic adjustment strategy (RTDAS) is proposed. The structure of islanded MG based on multi-agent system introduces consumption resistors (CR) to consume excess energy in real-time dispatching. The introduction of recombination and mutation phase in ISOS is to improve the global search ability to obtain better day-ahead optimal dispatching results. Then the RTDAS in real-time optimal dispatching adjusts the power output of batter energy storage system (BESS), micro-turbine (MT) and CR to deal with the fluctuation of actual load. To improve the solving speed of real-time optimal dispatching, the models of BESS and MT are linearized. Simulation shows that the day-ahead optimal dispatching results based on ISOS are better than that based on SOS and the real-time optimal dispatching based on RTDAS can quickly complete the real-time power output adjustment of BESS, MT and CR in about 1 s time. Moreover, the results of real-time optimal dispatching with linearization model of BESS and MT are better than those without linearization.
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来源期刊
Sustainable Energy Technologies and Assessments
Sustainable Energy Technologies and Assessments Energy-Renewable Energy, Sustainability and the Environment
CiteScore
12.70
自引率
12.50%
发文量
1091
期刊介绍: Encouraging a transition to a sustainable energy future is imperative for our world. Technologies that enable this shift in various sectors like transportation, heating, and power systems are of utmost importance. Sustainable Energy Technologies and Assessments welcomes papers focusing on a range of aspects and levels of technological advancements in energy generation and utilization. The aim is to reduce the negative environmental impact associated with energy production and consumption, spanning from laboratory experiments to real-world applications in the commercial sector.
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