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Short-term prediction of photovoltaic power generation based on LMD-EE-ESN with error correction
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作者 YU Xiangqian LI Zheng 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2024年第3期360-368,共9页
Considering the instability of the output power of photovoltaic(PV)generation system,to improve the power regulation ability of PV power during grid-connected operation,based on the quantitative analysis of meteorolog... Considering the instability of the output power of photovoltaic(PV)generation system,to improve the power regulation ability of PV power during grid-connected operation,based on the quantitative analysis of meteorological conditions,a short-term prediction method of PV power based on LMD-EE-ESN with iterative error correction was proposed.Firstly,through the fuzzy clustering processing of meteorological conditions,taking the power curves of PV power generation in sunny,rainy or snowy,cloudy,and changeable weather as the reference,the local mean decomposition(LMD)was carried out respectively,and their energy entropy(EE)was taken as the meteorological characteristics.Then,the historical generation power series was decomposed by LMD algorithm,and the hierarchical prediction of the power curve was realized by echo state network(ESN)prediction algorithm combined with meteorological characteristics.Finally,the iterative error theory was applied to the correction of power prediction results.The analysis of the historical data in the PV power generation system shows that this method avoids the influence of meteorological conditions in the short-term prediction of PV output power,and improves the accuracy of power prediction on the condition of hierarchical prediction and iterative error correction. 展开更多
关键词 photovoltaic(PV)power generation system short-term forecast local mean decomposition(LMD) energy entropy(EE) echo state network(ESN)
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大规模风电场在系统暂态过程中的运行实测分析
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作者 杨勇 郑晶晶 +2 位作者 杨俊 安亮亮 李鹏飞 《电气自动化》 2015年第1期58-60,共3页
甘肃电网风电装机容量已超过水电,成为第二大能源。风电带来的电网安全稳定运行压力也随之增大。经过近年来对风电机组低电压穿越能力的检测改造,以及对风电场动态无功补偿装置的运行规范,风电场在系统发生大扰动时的稳定运行能力得到... 甘肃电网风电装机容量已超过水电,成为第二大能源。风电带来的电网安全稳定运行压力也随之增大。经过近年来对风电机组低电压穿越能力的检测改造,以及对风电场动态无功补偿装置的运行规范,风电场在系统发生大扰动时的稳定运行能力得到了大幅提升。为了检验风电场的抗扰动能力,在酒泉地区开展了人工短路试验,用最接近真实的手段进行了验证分析。 展开更多
关键词 风电场 风电机组 大扰动 人工短路 直驱
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Multi-objective optimization scheduling for new energy power system considering energy storage participation 被引量:7
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作者 YUN Yun-yun DONG Hai-ying +2 位作者 CHEN Zhao HUANG Rong DING Kun 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2020年第4期365-372,共8页
For the low utilization rate of photovoltaic power generation,taking a new energy power system constisting of concentrating solar power(CSP),photovoltaic power(PP)and battery energy storage system as an example,a mult... For the low utilization rate of photovoltaic power generation,taking a new energy power system constisting of concentrating solar power(CSP),photovoltaic power(PP)and battery energy storage system as an example,a multi-objective optimization scheduling strategy considering energy storage participation is proposed.Firstly,the new energy power system model is established,and the PP scenario generation and reduction frame based on the autoregressive moving average model and Kantorovich-distance is proposed.Then,based on the optimization goal of the system operation cost minimization and the PP output power consumption maximization,the multi-objective optimization scheduling model is established.Finally,the simulation results show that introducing energy storage into the system can effectively reduce the system operation cost and improve the utilization efficiency of PP. 展开更多
关键词 new energy power system multi-objective optimization energy storage participation operation cost autoregressive moving average model
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Peak shaving operation optimization of high proportion new energypower generation considering wind-solar complementationand source-load coupling 被引量:3
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作者 GU Yao-qin ZHANG Rui-ping +2 位作者 WANG Ning-bo MA Ming DONG Hai-ying 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2019年第4期379-388,共10页
To optimize peaking operation when high proportion new energy accesses to power grid,evaluation indexes are proposed which simultaneously consider wind-solar complementation and source-load coupling.A typical wind-sol... To optimize peaking operation when high proportion new energy accesses to power grid,evaluation indexes are proposed which simultaneously consider wind-solar complementation and source-load coupling.A typical wind-solar power output scene model based on peaking demand is established which has anti-peaking characteristic.This model uses balancing scenes and key scenes with probability distribution based on improved Latin hypercube sampling(LHS)algorithm and scene reduction technology to illustrate the influence of wind-solar on peaking demand.Based on this,a peak shaving operation optimization model of high proportion new energy power generation is established.The various operating indexes after optimization in multi-scene peaking are calculated,and the ability of power grid peaking operation is compared whth that considering wind-solar complementation and source-load coupling.Finally,a case of high proportion new energy verifies the feasibility and validity of the proposed operation strategy. 展开更多
关键词 wind-solar complementation source-load coupling improved Latin hypercube sampling(LHS)algorithm typical scene peak shaving operation optimization
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Control strategy of LCL-type three-phase photovoltaic grid connected inverter 被引量:2
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作者 WANG Si-hua WANG Jin-qiang 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2019年第3期254-265,共12页
The grid-connected inverter with LCL filter has the ability of easily attenuating high-frequency current harmonics. However, its suppression effect on the background harmonics in grid voltage is limited. A control str... The grid-connected inverter with LCL filter has the ability of easily attenuating high-frequency current harmonics. However, its suppression effect on the background harmonics in grid voltage is limited. A control strategy is presented, which is composed of an inner loop of capacitor current feedforward, an outer loop of grid-current feedforward and feedforward of grid voltage. The limitations and steps of parameters design for LCL filter are analyzed. Meanwhile, the capacitor current loop is employed to damp the resonant peak caused by the LCL filter and enhance the stability. The properties of different controllers are analyzed and compared, thereinto quasi-proportional-rasonant (PR) controller realizes the control with zero steady-state error of AC variables in static coordinates. In order to suppress the current distortion effected by the background harmonics in grid voltage, the feed-forward function is calculated for the grid-connected inverter with an LCL filter. After simplifying the block diagram, a full-feedforward control strategy for grid voltage is proposed. Theoretical analysis and Matlab/Simulink simulation results show that the proposed method has the advantages of high steady accuracy, fast dynamic response and strong robustness. 展开更多
关键词 three-phase grid-connected inverter LCL filter active damping quasi-proportional-resonant (PR) control full-feedforward of grid voltages
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基于“大信访”维稳机制的信访矛盾化解质效提升研究
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作者 张京文 张学云 +2 位作者 李雪红 周嘉祺 张欣婕 《办公室业务》 2021年第18期137-138,共2页
信访是反映社情民意的晴雨表。本文基于信访事件演变的视角,着重实践创新,深化“大信访维稳”机制应用,创新大信访工作体系,推进信访责任落实“零”缺失、日常管理“零”差错、问题处置“零”距离、矛盾激化“零”激化、应急处置“零”... 信访是反映社情民意的晴雨表。本文基于信访事件演变的视角,着重实践创新,深化“大信访维稳”机制应用,创新大信访工作体系,推进信访责任落实“零”缺失、日常管理“零”差错、问题处置“零”距离、矛盾激化“零”激化、应急处置“零”盲点,全面提升信访矛盾化解质效。 展开更多
关键词 大信访 信访责任 信访矛盾化解
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Coordinated control strategy for wind power accommodation based on electric heat storage and pumped storage
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作者 LI Shou dong DONG Hai ying +1 位作者 ZHANG Rui ping MA Xi ping 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2018年第3期269-278,共10页
To solve the severe problem of wind power curtailment in the winter heating period caused by "power determined by heat" operation constraint of cogeneration units, this paper analyzes thermoelectric load, wind power... To solve the severe problem of wind power curtailment in the winter heating period caused by "power determined by heat" operation constraint of cogeneration units, this paper analyzes thermoelectric load, wind power output distribution and fluctuation characteristics at different time scales, and finally proposes a two level coordinated control strategy based on electric heat storage and pumped storage. The optimization target of the first level coordinated control is the lowest operation cost and the largest wind power utilization rate. Based on prediction of thermoelectric load and wind power, the operation economy of the system and wind power accommodation level are improved with the cooperation of electric heat storage and pumped storage in regulation capacity. The second level coordinated control stabilizes wind power real time fluctuations by cooperating electric heat storage and pumped storage in control speed. The example results of actual wind farms in Jiuquan, Gansu verifies the feasibility and effectiveness of the proposed coordinated control strategy. 展开更多
关键词 wind power accommodation electric heat storage pumped storage wind power fluctuation coordinated control
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Dynamic reactive power planning method for CSP-PV hybrid power generation system
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作者 ZHANG Hong DONG Hai-ying +2 位作者 CHEN Zhao HUANG Rong DING Kun 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2020年第3期258-266,共9页
Aiming at the faults of some weak nodes in the concentrated solar power-photovoltaic(CSP-PV)hybrid power generation system,it is impossible to restore the transient voltage only relying on the reactive power regulatio... Aiming at the faults of some weak nodes in the concentrated solar power-photovoltaic(CSP-PV)hybrid power generation system,it is impossible to restore the transient voltage only relying on the reactive power regulation capability of the system itself.We propose a dynamic reactive power planning method suitable for CSP-PV hybrid power generation system.The method determines the installation node of the dynamic reactive power compensation device and its compensation capacity based on the reactive power adjustment capability of the system itself.The critical fault node is determined by the transient voltage stability recovery index,and the weak node of the system is initially determined.Based on this,the sensitivity index is used to determine the installation node of the dynamic reactive power compensation device.Dynamic reactive power planning optimization model is established with the lowest investment cost of dynamic reactive power compensation device and the improvement of system transient voltage stability.Furthermore,the component of the reactive power compensation node is optimized by particle swarm optimization based on differential evolution(DE-PSO).The simulation results of the example system show that compared with the dynamic position compensation device installation location optimization method,the proposed method can improve the transient voltage stability of the system under the same reactive power compensation cost. 展开更多
关键词 transient voltage recovery index sensitivity index dynamic reactive power planning optimization particle swarm optimization based on differential evolution(DE-PSO)
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思想上高度重视 行动上认真落实
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作者 林一凡 《国家电网》 2023年第10期78-79,共2页
在全党深入开展学习贯彻习近平新时代中国特色社会主义思想主题教育,是以习近平同志为核心的党中央为全面贯彻党的二十大精神、动员全党同志为完成党的中心任务而团结奋斗所作的重大部署,是深入推进新时代党的建设新的伟大工程的重大举... 在全党深入开展学习贯彻习近平新时代中国特色社会主义思想主题教育,是以习近平同志为核心的党中央为全面贯彻党的二十大精神、动员全党同志为完成党的中心任务而团结奋斗所作的重大部署,是深入推进新时代党的建设新的伟大工程的重大举措。国网甘肃省电力公司把开展主题教育作为首要政治任务,按照国家电网公司党组部署安排,牢牢把握“学思想、强党性、重实践、建新功”总要求,在思想上高度重视、政治上紧紧跟随、行动上认真落实,将理论学习、调查研究、推动发展、检视整改一体贯通,在以学铸魂、以学增智、以学正风、以学促干方面取得了明显实效。 展开更多
关键词 习近平新时代中国特色社会主义思想 全面贯彻 主题教育 党的中心任务 国家电网公司 以学 重大举措 甘肃省电力公司
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