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Coordinated control of coastal multi-source multi-load system with desalination load: a review 被引量:3
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作者 Ming Zhong Lu Jin +3 位作者 Jiyu Xia Ling Cheng Peiyu Chen Rong Zeng 《Global Energy Interconnection》 2019年第4期300-309,共10页
Traditional seawater desalination requires high amounts of energy, with correspondingly high costs and limited benefits, hindering wider applications of the process. To further improve the comprehensive economic benef... Traditional seawater desalination requires high amounts of energy, with correspondingly high costs and limited benefits, hindering wider applications of the process. To further improve the comprehensive economic benefits of seawater desalination, the desalination load can be combined with renewable energy sources such as solar energy, wind energy, and ocean energy or with the power grid to ensure its effective regulation. Utilizing energy internet(EI) technology, energy balance demand of the regional power grid, and coordinated control between coastal multi-source multi-load and regional distribution network with desalination load is reviewed herein. Several key technologies, including coordinated control of coastal multi-source multi-load system with seawater desalination load, flexible interaction between seawater desalination and regional distribution network, and combined control of coastal multi-source multi-load storage system with seawater desalination load, are discussed in detail. Adoption of the flexible interaction between seawater desalination and regional distribution networks is beneficial for solving water resource problems, improving the ability to dissipate distributed renewable energy, balancing and increasing grid loads, improving the safety and economy of coastal power grids, and achieving coordinated and comprehensive application of power grids, renewable energy sources, and coastal loads. 展开更多
关键词 DESALINATION Distribution network Power grids MULTI-source multi-load COORDINATED control
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Hybrid Deep Learning Enabled Load Prediction for Energy Storage Systems
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作者 Firas Abedi Hayder M.A.Ghanimi +8 位作者 Mohammed A.M.Sadeeq Ahmed Alkhayyat Zahraa H.Kareem Sarmad Nozad Mahmood Ali Hashim Abbas Ali S.Abosinnee Waleed Khaild Al-Azzawi Mustafa Musa Jaber Mohammed Dauwed 《Computers, Materials & Continua》 SCIE EI 2023年第5期3359-3374,共16页
Recent economic growth and development have considerably raised energy consumption over the globe.Electric load prediction approaches become essential for effective planning,decision-making,and contract evaluation of ... Recent economic growth and development have considerably raised energy consumption over the globe.Electric load prediction approaches become essential for effective planning,decision-making,and contract evaluation of the power systems.In order to achieve effective forecasting outcomes with minimumcomputation time,this study develops an improved whale optimization with deep learning enabled load prediction(IWO-DLELP)scheme for energy storage systems(ESS)in smart grid platform.The major intention of the IWO-DLELP technique is to effectually forecast the electric load in SG environment for designing proficient ESS.The proposed IWO-DLELP model initially undergoes pre-processing in two stages namely min-max normalization and feature selection.Besides,partition clustering approach is applied for the decomposition of data into distinct clusters with respect to distance and objective functions.Moreover,IWO with bidirectional gated recurrent unit(BiGRU)model is applied for the prediction of load and the hyperparameters are tuned by the use of IWO algorithm.The experiment analysis reported the enhanced results of the IWO-DLELP model over the recent methods interms of distinct evaluation measures. 展开更多
关键词 load forecasting smart grid energy storage system electricity load forecasting artificial intelligence CLUSTERING
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Optimal Management of Energy Storage Systems for Peak Shaving in a Smart Grid
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作者 Firas M.Makahleh Ayman Amer +4 位作者 Ahmad A.Manasrah Hani Attar Ahmed A.A.Solyman Mehrdad Ahmadi Kamarposhti Phatiphat Thounthong 《Computers, Materials & Continua》 SCIE EI 2023年第5期3317-3337,共21页
In this paper,the installation of energy storage systems(EES)and their role in grid peak load shaving in two echelons,their distribution and generation are investigated.First,the optimal placement and capacity of the ... In this paper,the installation of energy storage systems(EES)and their role in grid peak load shaving in two echelons,their distribution and generation are investigated.First,the optimal placement and capacity of the energy storage is taken into consideration,then,the charge-discharge strategy for this equipment is determined.Here,Genetic Algorithm(GA)and Particle Swarm Optimization(PSO)are used to calculate the minimum and maximum load in the network with the presence of energy storage systems.The energy storage systems were utilized in a distribution system with the aid of a peak load shaving approach.Ultimately,the battery charge-discharge is managed at any time during the day,considering the load consumption at each hour.The results depict that the load curve reached a constant state by managing charge-discharge with no significant changes.This shows the significance of such matters in terms of economy and technicality. 展开更多
关键词 COST energy storage particle swarm optimization(PSO) peak load smart grid
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Role of Microgrids in the Smart Grid 被引量:2
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作者 David Cornforth 《Journal of Electronic Science and Technology》 CAS 2011年第1期9-16,共8页
Microgrids are local power systems that may or may not be connected to the distribution system and are typically controlled by the local operator.Interest in microgrids is rising and it is likely that the number of mi... Microgrids are local power systems that may or may not be connected to the distribution system and are typically controlled by the local operator.Interest in microgrids is rising and it is likely that the number of microgrids connected to distribution networks will increase.Currently,there is no consensus on how microgrids will interact with the distribution system―they have the potential to threaten stability,or to assist.However microgrids,with their emphasis on sophisticated control in order to manage their particular challenges,address many of the problems that will be required to overcome in realizing the smart grid.This paper examines some of the issues involved in connecting microgrids to the distribution networks,and illustrates how microgrids have a key role to play in the development of the smart grid. 展开更多
关键词 load shedding MICROgrid renewable energy smart grid STABILITY storage.
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Square Grid结构无线传感网数据传输的源路由策略分析
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作者 陈骞 熊庆国 李文翔 《计算机应用与软件》 CSCD 2015年第6期163-166,共4页
无线传感网中的汇聚传输模式使得靠近汇聚点的节点承担了较多的数据转发业务,导致这些节点能量很快耗尽,造成网络节点负载分布不均衡。针对这种汇聚传输问题,结合规则拓扑结构的对称性和预知性,提出基于Square Grid规则拓扑结构中分析... 无线传感网中的汇聚传输模式使得靠近汇聚点的节点承担了较多的数据转发业务,导致这些节点能量很快耗尽,造成网络节点负载分布不均衡。针对这种汇聚传输问题,结合规则拓扑结构的对称性和预知性,提出基于Square Grid规则拓扑结构中分析典型源路由策略,设计一种计算路由节点负载分布的转发指数,并依据该转发指数分析各路由策略负载性能的方法。通过Mathematica绘制各路由节点负载分布图并对比各路由策略的转发指数,实验结果验证了Balancing Forwarding路由策略的节点具有较均衡的负载分布。该方法能有效地应用于评价路由策略的优劣。 展开更多
关键词 无线传感器网络 SQUARE grid 结构 源路由策略 转发指数 负载均衡
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Comparative framework for AC-microgrid protection schemes: challenges, solutions, real applications, and future trends 被引量:5
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作者 Ahmed N.Sheta Gabr M.Abdulsalam +1 位作者 Bishoy E.Sedhom Abdelfattah A.Eladl 《Protection and Control of Modern Power Systems》 SCIE EI 2023年第2期99-138,共40页
With the rapid development of electrical power systems in recent years,microgrids(MGs)have become increasingly prevalent.MGs improve network efficiency and reduce operating costs and emissions because of the integrati... With the rapid development of electrical power systems in recent years,microgrids(MGs)have become increasingly prevalent.MGs improve network efficiency and reduce operating costs and emissions because of the integration of distributed renewable energy sources(RESs),energy storage,and source-load management systems.Despite these advances,the decentralized architecture of MGs impacts the functioning patterns of the entire system,including control strategy,energy management philosophy,and protection scheme.In this context,developing a convenient protection strategy for MGs is challenging because of various obstacles,such as the significant variance in short-circuit values under different operating modes,two-way power flow,asynchronous reclosing,protection blinding,sympathetic tripping,and loss of coordination.In light of these challenges,this paper reviews prior research on proposed protection schemes for AC-MGs to thoroughly evaluate network protection’s potential issues.The paper also provides a comprehensive overview of the MG structure and the associated protection challenges,solutions,real applications,and future trends. 展开更多
关键词 MICROgrid Active distribution network Microgrid protection Renewable energy sources Smart grids Distributed energy resources Energy storage
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Non-point source pollution of Wujiang River watershed in Guizhou Province, SW China
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作者 Congguo TANG Congqiang LIU 《Chinese Journal Of Geochemistry》 EI CAS 2006年第B08期141-142,共2页
关键词 非点源污染 河流 水体污染 GIS 栅格模型
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Superconducting energy storage technology-based synthetic inertia system control to enhance frequency dynamic performance in microgrids with high renewable penetration 被引量:7
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作者 Gaber Magdy Abualkasim Bakeer Mohammed Alhasheem 《Protection and Control of Modern Power Systems》 2021年第1期460-472,共13页
With high penetration of renewable energy sources(RESs)in modern power systems,system frequency becomes more prone to fluctuation as RESs do not naturally have inertial properties.A conventional energy storage system(... With high penetration of renewable energy sources(RESs)in modern power systems,system frequency becomes more prone to fluctuation as RESs do not naturally have inertial properties.A conventional energy storage system(ESS)based on a battery has been used to tackle the shortage in system inertia but has low and short-term power support during the disturbance.To address the issues,this paper proposes a new synthetic inertia control(SIC)design with a superconducting magnetic energy storage(SMES)system to mimic the necessary inertia power and damping properties in a short time and thereby regulate the microgrid(µG)frequency during disturbances.In addition,system frequency deviation is reduced by employing the proportional-integral(PI)controller with the proposed SIC system.The efficacy of the proposed SIC system is validated by comparison with the conventional ESS and SMES systems without using the PI controller,under various load/renewable perturbations,nonlinearities,and uncertainties.The simulation results highlight that the proposed system with SMES can efficiently manage several disturbances and high system uncertainty compared to the conventional ESS and SMES systems,without using the PI controller. 展开更多
关键词 Synthetic inertia control(SIC) load frequency control(LFC) Superconducting magnetic energy storage(SMES) Renewable energy sources(RESs) Microgrid(µG)
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Optimized coordinated control of LFC and SMES to enhance frequency stability of a real multi-source power system considering high renewable energy penetration 被引量:11
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作者 Gaber Magdy G.Shabib +1 位作者 Adel A.Elbaset Yasunori Mitani 《Protection and Control of Modern Power Systems》 2018年第1期416-430,共15页
With rapidly growing of Renewable Energy Sources(RESs)in renewable power systems,several disturbances influence on the power systems such as;lack of system inertia that results from replacing the synchronous generator... With rapidly growing of Renewable Energy Sources(RESs)in renewable power systems,several disturbances influence on the power systems such as;lack of system inertia that results from replacing the synchronous generators with RESs and frequency/voltage fluctuations that resulting from the intermittent nature of the RESs.Hence,the modern power systems become more susceptible to the system instability than conventional power systems.Therefore,in this study,a new application of Superconducting Magnetic Energy Storage(SMES)(i.e.,auxiliary Load Frequency Control(LFC))has been integrated with the secondary frequency control(i.e.,LFC)for frequency stability enhancement of the Egyptian Power System(EPS)due to high RESs penetration.Where,the coordinated control strategy is based on the PI controller that is optimally designed by the Particle Swarm Optimization(PSO)algorithm to minimize the frequency deviations of the EPS.The EPS includes both conventional generation units(i.e.,non-reheat,reheat and hydraulic power plants)with inherent nonlinearities,and RESs(i.e.,wind and solar energy).System modelling and simulation results are carried out using Matlab/Simulink^(■)software.The simulation results reveal the robustness of the proposed coordinated control strategy to preserve the system stability of the EPS with high penetration of RESs for different contingencies. 展开更多
关键词 Renewable energy sources(RESs) load frequency control(LFC) Egyptian power system(EPS) Superconducting magnetic energy storage(SMES)
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Passive energy storage using distributed electric loads with thermal storage 被引量:1
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作者 Ning LU Maziar VANOUNI 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2013年第3期264-274,共11页
This paper presents the concept of controlling distributed electric loads with thermal energy storage as a passive electric energy storage system(PEESS).Examples of such loads include different types of thermostatical... This paper presents the concept of controlling distributed electric loads with thermal energy storage as a passive electric energy storage system(PEESS).Examples of such loads include different types of thermostatically controlled appliances(TCAs)such as hot water heaters,air conditioners,and refrigerators.Each TCA can be viewed as a thermal cell that stores electricity as thermal energy.A centralized control mechanism can be used to control the timing of each thermal cell to consume electric energy so that the aggregated electricity consumption of the thermal cells will vary against a baseline consumption.Thus,when the aggregated consumption is higher than the baseline,the PEESS is charging;otherwise,the PEESS is discharging.The overall performance of a PEESS will be equivalent to that of a battery energy storage device.This paper presents the configuration and formulates the control of a PEESS.The modeling results demonstrate the feasibility of implementing the PEESS. 展开更多
关键词 Energy storage Demand response load management Thermostatically controlled appliances Distributed control Smart grid
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计及储能调频能力的高比例新能源电力系统优化调度
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作者 林俐 丁文敏 +2 位作者 唐传伟 马笑寒 赵冬梅 《华北电力大学学报(自然科学版)》 北大核心 2026年第1期1-11,I0001,I0002,共13页
随着可再生能源大量并网,其波动性、间歇性给电网调峰调频带来了困难和挑战,而储能作为优质的调节资源可以缓解日益增长的调峰与频率响应压力。据此,本文分析多源联合系统的惯性响应和一次调频机理,研究电化学储能的频率响应能力,确定... 随着可再生能源大量并网,其波动性、间歇性给电网调峰调频带来了困难和挑战,而储能作为优质的调节资源可以缓解日益增长的调峰与频率响应压力。据此,本文分析多源联合系统的惯性响应和一次调频机理,研究电化学储能的频率响应能力,确定其非调峰阶段的基本调频容量;以最大化利用储能为目标,对电化学储能荷电状态进行分区,提出一种基于SoC的储能调频容量增量划分方法。以净负荷波动最小为目标确定储能调频的时间区间、容量;以系统运行成本最低最大消纳新能源为目标构建计及储能调频能力的高比例新能源电力系统双层优化调度模型;最后,选取改进IEEE-39节点算例系统进行分析,验证所提模型的有效性和可行性。 展开更多
关键词 储能 优化调度 调峰调频 新能源消纳 多源联合
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基于源-网-荷-储多类型资源协同的连锁故障阻断方法
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作者 康海鹏 张衡 +2 位作者 张沈习 程浩忠 李长城 《电力系统自动化》 北大核心 2026年第1期143-156,共14页
开展连锁故障防御研究对于保障电力系统安全稳定运行具有重要意义。文中提出了基于源-网-荷-储多类型资源协同的连锁故障阻断方法,旨在解决现有阻断策略实施故障阶段选取方法考虑因素片面及多类型资源协同不充分造成的经济成本与停电风... 开展连锁故障防御研究对于保障电力系统安全稳定运行具有重要意义。文中提出了基于源-网-荷-储多类型资源协同的连锁故障阻断方法,旨在解决现有阻断策略实施故障阶段选取方法考虑因素片面及多类型资源协同不充分造成的经济成本与停电风险高的问题。首先,考虑故障连锁演化过程中负荷分阶段损失特征,建立了改进的故障链风险评估指标。然后,考虑系统应对故障级联传播的反应能力及不同故障阶段处的风险增大程度,构建了基于时间-风险综合重要度的阻断策略实施故障阶段选取方法。最后,考虑源、网、荷、储侧资源在连锁故障阻断中的作用机制及互补潜力,提出了融合源侧多类电源出力调节特点、网侧输电网拓扑结构灵活调整能力、荷侧不同重要度负荷分级保供要求以及储能设备快速响应特性的连锁故障协同阻断模型。仿真结果表明,在所选取故障阶段处采用所提阻断方法可有效降低连锁故障引发的停电风险,显著提升阻断策略的经济性与电力系统的安全性。 展开更多
关键词 连锁故障 阻断 源-网-荷-储 拓扑 电力保供
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“源网荷储一体化项目”的发展现状与关键技术
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作者 孟旭瑶 刘佳佳 +2 位作者 文福拴 刘福炎 应琪 《电力系统自动化》 北大核心 2026年第1期1-19,共19页
“源网荷储一体化项目”(简称一体化项目)的建设与运营可以提升新能源就地消纳率和系统清洁用电率,提升电力市场的灵活性,推动新型电力系统建设和支撑“双碳”目标实现。目前,一体化项目的发展进度并不理想,推进慢、落地难等问题比较突... “源网荷储一体化项目”(简称一体化项目)的建设与运营可以提升新能源就地消纳率和系统清洁用电率,提升电力市场的灵活性,推动新型电力系统建设和支撑“双碳”目标实现。目前,一体化项目的发展进度并不理想,推进慢、落地难等问题比较突出。文中首先归纳并总结一体化项目在政策推行、申报实施方面的发展近况;随后,梳理一体化项目当前的技术应用与市场参与现状;然后,总结一体化项目推行过程中的关键技术问题;最后,展望一体化项目未来的发展趋势和研究方向。 展开更多
关键词 新型电力系统 电力市场 新能源 源网荷储 实施路径
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考虑分级备用的源荷储协同优化调度
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作者 孟祥飞 袁振华 +3 位作者 石冰珂 张元欣 邱轩宇 刘念 《现代电力》 北大核心 2026年第1期104-115,I0004,共13页
随着呈现“双高”特征的新型电力系统的不断发展与可调火电资源的日益紧张,新能源预测误差带来的备用配置问题逐渐成为人们关注的焦点,同时源荷储系统可调资源的丰富化为备用留取提供了更多的途径。针对源荷储系统中不同时间尺度备用协... 随着呈现“双高”特征的新型电力系统的不断发展与可调火电资源的日益紧张,新能源预测误差带来的备用配置问题逐渐成为人们关注的焦点,同时源荷储系统可调资源的丰富化为备用留取提供了更多的途径。针对源荷储系统中不同时间尺度备用协同优化这一难题,使用互补集合经验模态分解方法对电网净负荷预测误差进行多时间尺度分解,为合理平衡风险与备用配置的矛盾,使用条件风险价值对系统风险进行刻画,提出计及弃风光切负荷风险的分级备用协同优化方法。在此基础上,考虑源荷储多类型系统响应特性,以备用配置成本、发电效益与系统潜在风险为目标,建立考虑分级备用的源荷储协同互补优化调度模型。算例结果表明,所提分级备用优化方法能合理权衡系统风险与备用配置,有效提高系统的可靠性,实现保供应、促消纳。 展开更多
关键词 备用配置 多时间尺度分解 源荷储系统 协同互补 弃风 切负荷
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基于市场机制引导下的源网荷储协同参与储能运行控制研究
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作者 宣筱青 王祥浩 《科学技术创新》 2026年第3期65-68,共4页
为了构建适应高比例可再生能源接入的新型电力系统,开展基于市场机制引导下的源网荷储协同参与储能运行控制研究。通过介绍市场机制引导下的电力市场架构、需求侧与电力系统的互动关系、分时电价调控模型以及基于峰谷套利的储能运行控... 为了构建适应高比例可再生能源接入的新型电力系统,开展基于市场机制引导下的源网荷储协同参与储能运行控制研究。通过介绍市场机制引导下的电力市场架构、需求侧与电力系统的互动关系、分时电价调控模型以及基于峰谷套利的储能运行控制方法,分析源网荷储协同参与储能运行的关键技术和调控策略,提出一种综合考虑经济性和安全性的储能优化控制框架。研究结果表明:市场机制能够有效引导需求侧资源参与系统调节,分时电价模型可显著提升储能设备的套利空间,所提出的峰谷套利控制方法在保证电网安全运行的同时实现了经济效益最大化。 展开更多
关键词 市场机制 源网荷储 协同 储能 调控 运行控制
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基于多模式功率分配的源网荷储系统稳定性提升
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作者 李崇 章鑫杰 +2 位作者 熊峰 崔岩峰 夏彦辉 《电气技术》 2026年第1期35-41,48,共8页
对源网荷储系统可调节资源的功率分配是系统稳定运行的重要组成部分,针对传统源网荷储系统功率分配中因未充分考虑可调节资源动态响应差异导致的稳定性下降问题,提出一种基于多模式功率分配的源网荷储系统控制方法。将可调节资源划分为... 对源网荷储系统可调节资源的功率分配是系统稳定运行的重要组成部分,针对传统源网荷储系统功率分配中因未充分考虑可调节资源动态响应差异导致的稳定性下降问题,提出一种基于多模式功率分配的源网荷储系统控制方法。将可调节资源划分为快速响应资源(如储能电池、超级电容)和慢速响应资源(如风电、光伏),分别采用步进式和目标式功率分配模式,并通过硬件在环仿真实验验证。仿真结果表明,所提方法使储能系统调节时间缩短70.92%,光伏系统调节时间缩短51.84%,超调、欠调情况显著减少。该方法通过差异化功率分配策略有效提升了源网荷储系统的稳定性,具有工程应用价值。 展开更多
关键词 源网荷储系统 多模式功率分配 目标式功率分配模式 步进式功率分配模式 稳定性
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考虑不确定性的配电系统源网荷储协调能量优化研究
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作者 王祥浩 宣筱青 《科学技术创新》 2026年第2期49-52,共4页
为了提升含高比例可再生能源的配电系统运行经济性与安全性,开展考虑不确定性的配电系统源网荷储协调能量优化研究。通过介绍多源异构数据归一化处理方法、时空异质性建模技术和改进门控图卷积网络算法,分析光伏出力波动与负荷需求变化... 为了提升含高比例可再生能源的配电系统运行经济性与安全性,开展考虑不确定性的配电系统源网荷储协调能量优化研究。通过介绍多源异构数据归一化处理方法、时空异质性建模技术和改进门控图卷积网络算法,分析光伏出力波动与负荷需求变化等不确定性因素对系统运行的影响,提出融合数据驱动与模型驱动的源网荷储协调优化框架。研究结果表明:设计的混合归一化方法能有效保持不同类型数据的特征关联性,构建的时空异构图可准确量化不确定性传播路径,改进门控图卷积网络通过门控注意力机制和不确定性感知层显著提升优化策略的适应性。 展开更多
关键词 不确定性 配电系统 源网荷储 协调 能量 优化
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基于生成对抗网络修正的源网荷储协同优化调度 被引量:4
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作者 谢桦 李凯 +3 位作者 郄靖彪 张沛 王珍意 路学刚 《中国电机工程学报》 北大核心 2025年第5期1668-1679,I0003,共13页
大规模风光可再生能源发电并网给电力系统带来强不确定性,使得系统全局优化决策面临挑战,该文提出基于生成对抗网络(generative adversarial networks,GAN)修正的源网荷储协同优化调度策略设计方法。首先,考虑新型电力系统中各类可调节... 大规模风光可再生能源发电并网给电力系统带来强不确定性,使得系统全局优化决策面临挑战,该文提出基于生成对抗网络(generative adversarial networks,GAN)修正的源网荷储协同优化调度策略设计方法。首先,考虑新型电力系统中各类可调节资源的运行特性,构建基于近端策略优化(proximal policy optimization,PPO)算法的源网荷储协同优化调度模型;其次,引入GAN对PPO算法的优势函数进行修正,减少价值函数的方差,提高智能体探索效率;然后,GAN中的判别器结合专家策略指导生成器生成调度策略;最后,判别器与生成器不断对抗寻找纳什均衡点,得到优化调度策略。算例分析表明,设计的源网荷储协同的日内优化调度策略,采用GAN修正的PPO算法,相较于传统的PPO算法缩短了训练过程的收敛时间,在线控制提升了可再生能源消纳能力。 展开更多
关键词 源网荷储协同 生成对抗网络 近端策略优化算法 优化调度 可再生能源消纳
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100%新能源场景下考虑频率稳定约束的源网荷储一体化系统储能优化配置 被引量:13
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作者 赵冬梅 宋晨铭 +2 位作者 冯向阳 虞程超 徐辰宇 《电工技术学报》 北大核心 2025年第7期2146-2161,共16页
新能源富集和负荷集中地区建设源网荷储一体化系统是推动新能源大规模就地消纳的有效方式。然而,100%新能源场景下,一体化系统缺乏同步惯量支撑,频率稳定面临极大挑战。为深度挖掘“源-网-荷-储”各环节调频潜力,首先对跟网型和构网型... 新能源富集和负荷集中地区建设源网荷储一体化系统是推动新能源大规模就地消纳的有效方式。然而,100%新能源场景下,一体化系统缺乏同步惯量支撑,频率稳定面临极大挑战。为深度挖掘“源-网-荷-储”各环节调频潜力,首先对跟网型和构网型新能源场站,以及需求侧响应的频率支撑能力进行研究,并根据系统实际运行状态和预想故障场景设置合理的虚拟惯性时间常数,建立一体化系统频率响应模型;其次,在100%新能源场景下的储能配置模型中,提出考虑各调频资源协同运行的储能优化配置方法,并利用时域仿真将频率安全稳定约束嵌入配置模型;最后,基于西南某地区待建设的源网荷储一体化试点工程进行算例验证,结果表明,该文提出的配置方法能够有效提升一体化系统频率稳定性。 展开更多
关键词 源网荷储一体化系统 跟网型 构网型 频率稳定 储能优化配置
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基于深度强化学习的有源配电网多时间尺度源荷储协同优化调控 被引量:12
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作者 李鹏 钟瀚明 +3 位作者 马红伟 李建锋 刘洋 王加浩 《电工技术学报》 北大核心 2025年第5期1487-1502,共16页
构建以新能源为主体的新型电力系统是实现“双碳”目标的重要举措,配电网源荷储协同是促进高比例风光能源消纳的有力措施。基于数据驱动的人工智能方法具有无模型、自适应等特点,可以自主学习风光能源及负荷的复杂不确定性,对有源配电... 构建以新能源为主体的新型电力系统是实现“双碳”目标的重要举措,配电网源荷储协同是促进高比例风光能源消纳的有力措施。基于数据驱动的人工智能方法具有无模型、自适应等特点,可以自主学习风光能源及负荷的复杂不确定性,对有源配电网优化调控具有良好的支撑作用。该文考虑源荷功率预测精度特点和设备运行调控特性,提出基于深度强化学习算法的有源配电网多时间尺度智能优化调控方法。其中,日前阶段制定储能系统和柔性负荷的调控计划,以实现配电网的经济运行,减小对上级电网造成的调峰压力,并针对多节点多时段状态空间设计相应的特征提取方法;日内阶段将优化调度问题转换为马尔科夫决策过程,设计表征联络线功率波动平抑和灵活性资源日前计划跟踪效果的奖励函数,实现了对全调控时段内的功率波动平抑及跟踪日前计划效果的统筹优化。最后通过修改后的IEEE 33算例系统验证了所提方法的有效性与优越性。 展开更多
关键词 有源配电网 优化调控 源荷储协同 深度强化学习
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