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Dynamic Monitoring and Optimization of Fault Diagnosis of Photo Voltaic Solar Power System Using ANN and Memetic Algorithm 被引量:1
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作者 B. Ganeshprabu M. Geethanjali 《Circuits and Systems》 2016年第11期3531-3540,共11页
Most of the photo voltaic (PV) arrays often work in harsh outdoor environment, and undergo various faults, such as local material aging, shading, open circuit, short circuit and so on. The generation of these faults w... Most of the photo voltaic (PV) arrays often work in harsh outdoor environment, and undergo various faults, such as local material aging, shading, open circuit, short circuit and so on. The generation of these faults will reduce the power generation efficiency, and when a fault occurs in a PV model, the PV model and the systems connected to it are also damaged. In this paper, an on-line distributed monitoring system based on XBee wireless sensors network is designed to monitor the output current, voltage and irradiation of each PV module, and the temperature and the irradiation of the environment. A simulation PV module model is established, based on which some common faults are simulated and fault training samples are obtained. Finally, a memetic algorithm optimized Back Propagation ANN fault diagnosis model is built and trained by the fault samples data. Experiment result shows that the system can detect the common faults of PV array with high accuracy. 展开更多
关键词 photo voltaic (pv) Artificial Neural Network (ANN)
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Power Quality Issues Concerning Photovoltaic Generation in Distribution Grids
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作者 Jaan Niitsoo Marek Jarkovoi +2 位作者 Paul Taklaja Joni Klüss Ivo Palu 《Smart Grid and Renewable Energy》 2015年第6期148-163,共16页
Unregulated utilization of renewable generation including residential photovoltaic (PV) systems can have a significant impact on load characteristics in distribution networks. For improving PV generation capabilities,... Unregulated utilization of renewable generation including residential photovoltaic (PV) systems can have a significant impact on load characteristics in distribution networks. For improving PV generation capabilities, power quality aspects have to be coordinated with present load characteristics. This paper discusses the harmonic content of PV generation and the influence to power quality indicators in residential distribution networks. PV generation measurement results including current harmonic amplitude and phase angle values are presented. Results of different modelling scenarios are analysed and a simplified model of harmonics in PVs is offered. The results of the study showed a moderate additional harmonic distortion in residential load current and voltage distortion at the substation’s busbar when PVs were added. Novelty of the paper is that harmonic current values at higher orders are presented and analysed. The results pointed out in this paper could be further used for modelling the actual harmonic loads of the PVs in distribution networks. 展开更多
关键词 Current Measurement LOAD Modelling photo voltaic POWER Quality POWER System HARMONICS
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Power Quality Issues Concerning Photovoltaic Generation and Electrical Vehicle Loads in Distribution Grids
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作者 Jaan Niitsoo Paul Taklaja +1 位作者 Ivo Palu Joni Klüss 《Smart Grid and Renewable Energy》 2015年第6期164-177,共14页
The high utilization level of renewable generation including residential photovoltaic (PV) systems together with the uncontrolled charging of electric vehicles (EVs) can have a significant impact on load characteristi... The high utilization level of renewable generation including residential photovoltaic (PV) systems together with the uncontrolled charging of electric vehicles (EVs) can have a significant impact on load characteristics in distribution networks. Harmonic content of PV generation, EV charging loads, and their influence on power quality indicators in residential distribution networks are discussed in this paper. For investigating likely power quality scenarios, PV generation and EV charging measurement results including current harmonic amplitude and phase angle values are used and compared with present load characteristics. Different modelling scenarios are analysed and a simplified model of harmonics in PVs and EVs is offered. The results of the study show moderate additional harmonic distortion in residential load current and voltage distortion at the substation’s busbar when PV generation and EV loading are added. The scenarios presented in this paper can be further used for modelling the actual harmonic loads of the PVs and EVs in distribution networks. 展开更多
关键词 Current Measurement Distributed Generation Electric VEHICLES Load Modelling photo voltaic POWER Quality POWER System HARMONICS
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Reverse-Osmosis Desalination of Water Powered by Photo-Voltaic Modules
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作者 Ammar Alkhatib 《Computational Water, Energy, and Environmental Engineering》 2014年第1期22-29,共8页
The rising of the world’s population leads automatically to the rising of water demand. As a consequence the lack of drinking water increases. Currently, approximately 1.2 billion people globally (one-sixth of the wo... The rising of the world’s population leads automatically to the rising of water demand. As a consequence the lack of drinking water increases. Currently, approximately 1.2 billion people globally (one-sixth of the world’s population) do not have access to adequate clean water. Since a large part of the world’s population is concentrated in coastal areas, the desalination of seawater seems to be a promising solution, especially in our Arab world. An innovative stand-alone solar desalination system could be used to produce drinking water from seawater or any brackish water sources. The great advantage of such a system is that it combines efficient desalination technology, reverse osmosis, with a renewable energy source;the main goal is improving the technical feasibility of such systems. There are many advantages of this coupling with RE resources;first of all we separate the drinking water from the electricity grid and its faults, save the burning fossil fuel and its emissions and can provide fresh water to remote communities that do not have sufficient traditional energy sources;but as we see in the thesis we don’t have economic benefit;because these projects depend on the electricity cost in each country and its location and its solar specifications. We design and implement a small laboratorial model for PV-RO (Photo-Voltaic Powered Reverse Osmosis) to recognize the its performance for seawater and brackish water;many of the problems are interrupted such as embargo on Syria;so we see this project has to be done according to affordable local potentialities, but we crave to keep the principle of operation, so we make it for the tap water which close to brackish. 展开更多
关键词 photo-voltaic DESALINATION REVERSE Osmosis
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Ce-Co-doped BiFeO_3 multiferroic for optoelectronic and photovoltaic applications
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作者 Jyoti Sharma Deepak Basandrai A K Srivastava 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第11期383-388,共6页
The Ce-Co-doped BiFeO3 multiferroic, Bi(1-x)Ce)xFe(1-x)CoxO3(x = 0.00, 0.01, 0.03, and 0.05), has been prepared by a sol-gel auto-combustion method and analyzed through Raman spectroscopy, photoluminescence, an... The Ce-Co-doped BiFeO3 multiferroic, Bi(1-x)Ce)xFe(1-x)CoxO3(x = 0.00, 0.01, 0.03, and 0.05), has been prepared by a sol-gel auto-combustion method and analyzed through Raman spectroscopy, photoluminescence, and UV-visible spectroscopy. We have observed an anomalous intensity of the second-order Raman mode at - 1260 cm^-1 in pure BFO and suppressed intensity in doped samples, which indicates the presence of spin two-phonon coupling in these samples.The photoluminescence spectra show reduction in the intensity of emission with the increasing dopant concentration, which indicates the high charge separation efficiency. A sharp absorption with three charge transfer(C-T) and two d-d transitions are shown by UV-visible spectra in the visible region. The band gap of BiFeO3(BFO) is decreasing with increasing dopant concentrations and the materials are suitable for photovoltaic applications. 展开更多
关键词 Raman and UV-visible spectroscopy photoluminescence and photo-voltaic applications
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Optimal Extraction of Photovoltaic Model Parameters Using Gravitational Search Algorithm Approach
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作者 C. Saravanan K. Srinivasan 《Circuits and Systems》 2016年第11期3849-3861,共13页
Extraction of accurate Photo Voltaic (PV) model parameters is a challenging task for PV simulator developers. To mitigate this challenging task a novel approach using Gravitational Search Algorithm (GSA) for accurate ... Extraction of accurate Photo Voltaic (PV) model parameters is a challenging task for PV simulator developers. To mitigate this challenging task a novel approach using Gravitational Search Algorithm (GSA) for accurate extraction of PV model parameters is proposed in this paper. GSA is a population based heuristic optimization method which depends on the law of gravity and mass interactions. In this optimization method, the searcher agents are collection of masses which interact with each other using laws of gravity and motion of Newton. The developed PV model utilizes mathematical equations and is described through an equivalent circuit model comprising of a current source, a diode, a series resistor and a shunt resistor including the effect of changes in solar irradiation and ambient temperature. The optimal values of photo-current, diode ideality factor, series resistance and shunt resistance of the developed PV model are obtained by using GSA. The simulations of the characteristic curves of PV modules (SM55, ST36 and ST40) are carried out using MATLAB/Simulink environment. Results obtained using GSA are compared with Differential Evolution (DE), which shows that GSA based parameters are better optimal when compared to DE. 展开更多
关键词 GSA photo voltaic Parameter Extraction MATLAB/SIMULINK
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Performance-Economic and Energy Loss Analysis of 80 KWp Grid Connected Roof Top Transformer Less Photovoltaic Power Plant
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作者 S. Sathish Kumar C. Nagarajan 《Circuits and Systems》 2016年第6期662-679,共18页
In India most part receives 4 - 7 kWh of solar radiation per square meter per day with 200 - 250 sunny days in a year. Tamilnadu state also receives the highest annual radiation in India. In this paper, the grid conne... In India most part receives 4 - 7 kWh of solar radiation per square meter per day with 200 - 250 sunny days in a year. Tamilnadu state also receives the highest annual radiation in India. In this paper, the grid connected photovoltaic plant has a peak power of 80 KWp supplies electricity requirement of GRT IET campus during day time (7 hrs) and reduces load demand and generates useful data for future implementation of such PV plant projects in the Tamilnadu region. Photovoltaic plant was installed in April 2015, monitored during 6 months, and the performance ratio and the various power losses (power electronics, temperature, soiling, internal, network, grid availability and interconnection) were calculated. The PV plant supplied 64,182.86 KWh to the grid from April to September 2015, ranging from 11,510.900 to 10,200.9 kWh. The final yield ranged from 143.886 (h/d) to 127.51 (y/d), reference yield ranged from 201.6 (h/d) to 155.31 (h/d) and performance ratio ranged from 71.3% to 82.1%, for a duration of six months, it had given a performance ratio of 83.82%, system efficiency was 4.16% and the capacity factor of GRT IET Campus for six months was 18.26%. Payback period in years = 9 years 4 months, energy saving per year = 204,400 KWh, cost reduction per year = 1,737,400, Indian rupee = 26,197.30 USD and total CO<sub>2</sub> reductions per year = 102,200 tons CO<sub>2</sub>/year. 展开更多
关键词 photo voltaic Dual MPPT Grid Connection Performance Analysis Energy Loss Analysis Economic Analysis CO2 Reduction Carbon Credit
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基于PVI与运放的IGBT串联均压电路研究 被引量:2
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作者 王永清 李雷 +1 位作者 李小佳 王海舟 《电力电子技术》 CSCD 北大核心 2009年第1期37-38,48,共3页
介绍了一种采用PVI和运算放大器控制高压绝缘栅双极晶体管(IGBT)串联均压的方法。简述了基于光压隔离器(PVI)的串联IGBT隔离驱动电路和基于PMOSFET的均压串联反馈电路,详述了采用运算放大器反馈控制实现高压IGBT串联均压的方法。最后,将... 介绍了一种采用PVI和运算放大器控制高压绝缘栅双极晶体管(IGBT)串联均压的方法。简述了基于光压隔离器(PVI)的串联IGBT隔离驱动电路和基于PMOSFET的均压串联反馈电路,详述了采用运算放大器反馈控制实现高压IGBT串联均压的方法。最后,将PMOSFET均压和运算放大器反馈控制均压电路分别运用到高压恒流源中,通过对实验数据的分析比较,运用运算放大器反馈控制均压误差小于0.6%,优于PMOSFET均压效果。 展开更多
关键词 驱动电路 串联 运算放大器/均压 光压隔离器 绝缘栅双极晶体管
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基于对流传热分析的PV/T优化设计与实验 被引量:2
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作者 肖文平 陈思铭 +1 位作者 张立荣 邱守强 《建筑电气》 2017年第3期63-68,共6页
以工艺难度较低的U型管水冷器为研究对象,以PV/T的太阳热能输入与U型管的吸热能力平衡为目标,对冷却水在层流、过渡流和湍流3种流动状态下的热传递系数进行分析,对U型管内的水流速度、管径的大小以及管道长度进行优化设计。计算结果表明... 以工艺难度较低的U型管水冷器为研究对象,以PV/T的太阳热能输入与U型管的吸热能力平衡为目标,对冷却水在层流、过渡流和湍流3种流动状态下的热传递系数进行分析,对U型管内的水流速度、管径的大小以及管道长度进行优化设计。计算结果表明:冷却水在低流速的层流状态不足以完全吸收太阳入射热功率;如果速度提高到过渡流和湍流态,可以选用标准的25 mm管径,最佳流速介于0.05~0.3 m/s之间,每平方米管长8 m即可满足吸热要求。 展开更多
关键词 pv/T系统 参数优化 对流传热 集热器 热传递 光伏发电系统 综合光伏光热应用 综合效益
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双玻光伏组件PV/T集热器特性及实验研究 被引量:4
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作者 何永泰 肖丽仙 +3 位作者 王建秋 李雷 杨姚华 张达 《太阳能学报》 EI CAS CSCD 北大核心 2021年第5期246-251,共6页
利用双玻光伏组件设计了一种新的PV/T(photovoltaic/thermal)太阳能集热器,并对其热转换和传输特性进行研究。制备了透光率分别为50%和10%的2种双玻光伏组件PV/T空气集热系统样机,并对其特性进行实验研究。结果表明透光率50%的PV/T太阳... 利用双玻光伏组件设计了一种新的PV/T(photovoltaic/thermal)太阳能集热器,并对其热转换和传输特性进行研究。制备了透光率分别为50%和10%的2种双玻光伏组件PV/T空气集热系统样机,并对其特性进行实验研究。结果表明透光率50%的PV/T太阳能集热器,其吸热板温度高于双玻光伏组件温度,透光率10%PV/T太阳能集热器中吸热板温度低于双玻光伏组件温度,其最大温度差达到30℃,光伏组件受吸热板温度影响减小,且透光率50%集热系统输出空气温度达94℃,日热效率为49.2%,光伏组件输出效率达到9.5%,具有较好的实用性,实验结果与理论分析结果一致。研究为PV/T太阳能集热器优化设计提供了一种新的途径。 展开更多
关键词 双玻光伏组件 pv/T系统 光热特性 光电特性
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A Pathway to Explore the Hidden Specialty in the Design of Fifteen Level Inverter in Grid Connected PV System
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作者 C.Gopinath M.Rajvikram 《Computer Modeling in Engineering & Sciences》 SCIE EI 2018年第6期359-386,共28页
This research paper proposes a single phase fifteen level inverter for a grid connected PV system.The proposed inverter is also called cascaded asymmetric multilevel inverter.By adopting appropriate hybrid modulation ... This research paper proposes a single phase fifteen level inverter for a grid connected PV system.The proposed inverter is also called cascaded asymmetric multilevel inverter.By adopting appropriate hybrid modulation technique improved output voltage is obtained with minimum number of power electronic switches.By reducing the number of gate triggering circuits of the switches,the size and power consumption of the driving circuits can be reduced.The total harmonic distortion of the output of the inverter is improved by this inverter.The proposed inverter developed by cascading a full bridge inverter with modified H bridge multilevel inverter.The validity of the proposed system is verified through MATLAB simulations. 展开更多
关键词 Hybrid modulation MULTILEVEL INVERTER photo voltaic system grid CONNECTED INVERTER
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Comprehensive Study,Design and Economic Feasibility Analysis of Solar PV Powered Water Pumping System
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作者 K.Karthick K.Jaiganesh S.Kavaskar 《Energy Engineering》 EI 2021年第6期1887-1904,共18页
The energy efficient product can be operated with longer duration.They offer wonderful solutions compared to other conventional water pumping system as it needs less maintenance,simple in installation,zero fuel cost,l... The energy efficient product can be operated with longer duration.They offer wonderful solutions compared to other conventional water pumping system as it needs less maintenance,simple in installation,zero fuel cost,longer operating life,highly reliable and free from production of greenhouse gases.In this paper we analyzed the different topologies of DC–DC converter in terms of their operating region of MPPT,quality of input and output currents.We discussed the MPPT algorithms to address partial shading effects in SPV array,present state of the technology,factors affecting the performance of the system,efficiency improvements and identified the research gaps.Also,the economic feasibility analysis has been done for the real time scenario using the Homer Pro software.The estimation of total dynamic head and horse power calculation has been done to decide the total load capacity.The economic analysis results such as cumulative cash flow over project lifetime of 25 years are presented.It is observed that the capital investment requirement is$7,425 for installing Fronius PV system that has a nominal capacity of 2.47 kW and annualized savings will be$134.93.In the long-term perspective,the return on investment is−2.18%as per the present tariff plan. 展开更多
关键词 DC-DC converter economic feasibility analysis MPPT solar photo voltaic solar pumps water pumping system
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新型高效光伏组件技术对比及经济性分析
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作者 王大才 曾杰 陈卫鹏 《水利水电快报》 2023年第11期95-98,共4页
为研究新型光伏组件技术在光伏项目上的应用及其经济性,介绍了新型高效光伏组件的发展,对比了N型TOPCon、HIT、IBC电池组件优劣,重点分析了新型高效N型TOPCon组件发电量、度电成本、等效利用小时数、全投资收益率等方面,并基于海南100 M... 为研究新型光伏组件技术在光伏项目上的应用及其经济性,介绍了新型高效光伏组件的发展,对比了N型TOPCon、HIT、IBC电池组件优劣,重点分析了新型高效N型TOPCon组件发电量、度电成本、等效利用小时数、全投资收益率等方面,并基于海南100 MW光伏项目工程进行经济性分析,结果表明:采用N型TOPCon组件设计方案项目,项目发电量、全投资收益率等主要经济指标均有较大提高,能有效提升项目价值;新型组件技术加速迭代,有望通过技术进步快速实现能效提升以及成本下降,进入发展快车道。 展开更多
关键词 光伏电池 N型TOPCon组件 HIT IBC
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并网光伏逆变器的选型与应用
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作者 王伟 《通信电源技术》 2023年第20期67-69,共3页
为实现“碳达峰”和“碳中和”的目标,光伏发电作为新能源产业的重要一环,将迎来高速发展,并成为推动新能源发展的重要力量。随着技术的不断进步,光伏发电系统和光伏电站的类型日益多样化,并网光伏逆变器的种类和应用技术也在不断丰富... 为实现“碳达峰”和“碳中和”的目标,光伏发电作为新能源产业的重要一环,将迎来高速发展,并成为推动新能源发展的重要力量。随着技术的不断进步,光伏发电系统和光伏电站的类型日益多样化,并网光伏逆变器的种类和应用技术也在不断丰富。文章主要分析了并网光伏逆变器的选型对光伏系统成本、效率和运行的影响,为实际应用提供指导。 展开更多
关键词 并网光伏 逆变器选型 系统效率 系统成本
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关于甘肃省采煤沉陷区发展光伏项目的构想
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作者 李旭东 《电工技术》 2023年第12期65-67,71,共4页
我国作为最大的煤矿大国,采煤沉陷区发展光伏项目有着重大的意义,在“碳达峰、碳中和”的国家战略目标背景下,甘肃省加快推进采煤沉陷区综合治理的战略布局。利用采煤沉陷区发展光伏发电综合治理项目,以“光伏+生态治理”模式治理采煤... 我国作为最大的煤矿大国,采煤沉陷区发展光伏项目有着重大的意义,在“碳达峰、碳中和”的国家战略目标背景下,甘肃省加快推进采煤沉陷区综合治理的战略布局。利用采煤沉陷区发展光伏发电综合治理项目,以“光伏+生态治理”模式治理采煤沉陷区土地,不仅可以有效利用生态植被脆弱的闲置土地,还可以利用太阳能清洁能源改善当地能源结构,推动资源型城市的转型发展,达到多方面共赢的效果。 展开更多
关键词 碳达峰、碳中和 新能源发电 采煤沉陷区 光伏+ 生态治理
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交直流型微电网中光伏逆变器并联控制策略 被引量:17
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作者 袁建华 高厚磊 +4 位作者 高峰 吴疆 刘博 季笑庆 王云波 《电网技术》 EI CSCD 北大核心 2012年第8期19-23,共5页
针对光伏电源和储能装置主要配置在直流网,交流网在离网时需克服光伏电源出力波动的问题,提出一种微电网离网模式下的光伏逆变器并联控制策略:直流网侧逆变器为主逆变器,采用恒定电压幅值以及P-f下垂法为交流网提供全部无功及部分有功功... 针对光伏电源和储能装置主要配置在直流网,交流网在离网时需克服光伏电源出力波动的问题,提出一种微电网离网模式下的光伏逆变器并联控制策略:直流网侧逆变器为主逆变器,采用恒定电压幅值以及P-f下垂法为交流网提供全部无功及部分有功功率;少数较小容量的光伏逆变器为从逆变器,从逆变器不提供无功,采用自适应下垂系数法输出与实时最大功率匹配的有功功率,既维持交流网电压稳定,又充分利用光伏发电。基于MATLAB的系统模型仿真证明了该方法的正确性与可行性。 展开更多
关键词 交直流 微电网 光伏逆变器 控制策略 最大功率
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基于模拟退火粒子群优化的光伏多峰最大功率跟踪算法 被引量:5
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作者 杨洁 蒋林 +2 位作者 蹇清平 张勇军 李永德 《计算机应用》 CSCD 北大核心 2014年第A01期330-333,共4页
在光伏发电系统多峰最大功率跟踪中,针对采用干扰观察法跟踪时间长和粒子群优化算法扰动较大等问题,设计了基于模拟退火粒子群优化(SA-PSO)的最大功率跟踪算法。该方法引入粒子速度收缩因子和最优粒子的轮盘赌策略的扰动,有效避免陷入... 在光伏发电系统多峰最大功率跟踪中,针对采用干扰观察法跟踪时间长和粒子群优化算法扰动较大等问题,设计了基于模拟退火粒子群优化(SA-PSO)的最大功率跟踪算法。该方法引入粒子速度收缩因子和最优粒子的轮盘赌策略的扰动,有效避免陷入局部最大功率并快速跟踪到全局最大功率,保证了光伏发电系统在光照强度和温度变化时的动态响应和稳态精度。在相同条件下,对3种光伏发电系统最大功率跟踪方法进行仿真对比分析,其结果表明所提方法具有更好的实时性和鲁棒性。 展开更多
关键词 光伏 多峰 最大功率跟踪 模拟退火粒子群优化
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关于筹建青海大规模光伏发电与水电结合的国家综合能源基地的建议(续) 被引量:12
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作者 严陆光 周孝信 +11 位作者 张楚汉 费维扬 夏训诚 周凤起 胡学浩 许洪华 黄常纲 刘峰松 王澍 马吉明 王保国 彭燕昌 《电工电能新技术》 CSCD 北大核心 2011年第1期8-11,共4页
中国科学院学部组织有关院士与专家进行了青海省大规模光伏发电与水电结合的国家综合能源基地的研究。本文论述了光伏与水电结合综合能源基地的重要意义;在青海筹建基地的已有基础和特殊意义;面临的问题与所需采取的措施等,提出了筹建... 中国科学院学部组织有关院士与专家进行了青海省大规模光伏发电与水电结合的国家综合能源基地的研究。本文论述了光伏与水电结合综合能源基地的重要意义;在青海筹建基地的已有基础和特殊意义;面临的问题与所需采取的措施等,提出了筹建青海光伏与水电结合的国家综合能源基地的建议。 展开更多
关键词 青海省 光伏发电 水电 国家综合能源基地
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计及P2H的电-热互联综合能源系统概率能量流分析 被引量:38
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作者 孙娟 卫志农 +3 位作者 孙国强 陈胜 臧海祥 陈霜 《电力自动化设备》 EI CSCD 北大核心 2017年第6期62-68,共7页
电转热(P2H)技术可以平抑分布式可再生能源发电功率波动,促进光伏发电的消纳与电-热互联综合能源系统的协同运行。建立了含光伏的电-热互联综合能源系统概率能量流模型,采用Nataf变换对相关非正态的光伏输入随机变量进行抽样,并与拉丁... 电转热(P2H)技术可以平抑分布式可再生能源发电功率波动,促进光伏发电的消纳与电-热互联综合能源系统的协同运行。建立了含光伏的电-热互联综合能源系统概率能量流模型,采用Nataf变换对相关非正态的光伏输入随机变量进行抽样,并与拉丁超立方采样相结合,定量评估P2H对电力系统和热力系统概率能量流的影响。实际巴厘岛的算例分析结果验证了所建立模型的有效性。在含光伏的电-热互联综合能源系统中,P2H可促进分布式可再生光伏的消纳,并有效增强系统的安全性。 展开更多
关键词 电-热互联综合能源系统 电转热技术 概率能量流 光伏发电 拉丁超立方采样
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改进神经网络模型在光伏发电预测中的应用 被引量:5
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作者 胡克用 李云龙 +2 位作者 江霞 李静 胡则辉 《计算机系统应用》 2019年第12期37-46,共10页
针对传统的BP神经网络模型在光伏发电功率预测中,存在着的预测精度不高、收敛速度较慢的弊端,本文提出一种改进型的BP神经网络模型,运用增加动量项以及自适应选取最佳隐含层的方法来改进传统BP模型的缺陷.文中首先进行了各类气象因素对... 针对传统的BP神经网络模型在光伏发电功率预测中,存在着的预测精度不高、收敛速度较慢的弊端,本文提出一种改进型的BP神经网络模型,运用增加动量项以及自适应选取最佳隐含层的方法来改进传统BP模型的缺陷.文中首先进行了各类气象因素对于光伏发电功率输出影响的相关性分析,提取出最能影响光伏发电功率的6个气象因素,作为网络模型的输入,然后建立了改进型的BP网络模型,结合光伏功率输出的历史数据,来进行发电数据的直接预测;最后根据不同气候类型下的预测结果,分析并验证了采用该模型进行功率预测的可行性和有效性. 展开更多
关键词 光伏发电 相关性分析 气象因素 神经网络
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