共查询到19条相似文献,搜索用时 93 毫秒
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常规光伏电站仅能依赖局地地表气象观测信息进行辐照度预测,难以挖掘电站周边广域光伏资源的时空关联特性,限制了光伏电站辐照度以及发电功率的预测精度。针对上述问题,该文提出基于卫星遥感的光伏电站广域辐照度空间分布映射方法,并建立基于图卷积网络(GCN)的地表辐照度超短期时空关联预测模型,在充分利用多通道卫星数据的同时,考虑时空关联特性提高地表辐照度超短期预测精度。通过某光伏场站实例仿真分析,验证地表辐照度反演模型的可行性以及在此基础上所构建的辐照度时空关联预测模型的先进性。 相似文献
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为提升短期太阳辐射预测的准确性,提出一种基于ICEEMDAN-LSTM和残差注意力的短期太阳辐照度预测方法。该方法利用改进的自适应噪声完备集合经验模态分解(ICEEMDAN)将原始辐射序列分解为多尺度模态分量,同时引入残差注意力机制对原始气象特征进行重构,然后利用长短期记忆网络分别提取两部分的时序特征,并融合所得特征输入至多层感知器,进行提前1小时的水平面总辐照度预测。实验结果表明,该方法能捕捉辐射序列的波动和突变,并考虑不同气象特征的重要程度,可有效提高短期太阳辐照度的预测精度。 相似文献
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为了提高模型预测性能,提出一种综合太阳辐射模型及深度学习的光伏功率预测模型。首先,利用太阳辐射机理建立太阳辐射模型(SRM),估算出水平面上总辐射值,再由斜面辐照度转换方法计算出光伏组件所接收的斜面辐射值。其次,通过皮尔逊相关分析法筛选出对光伏功率影响较大的主要因素,将斜面辐射计算值及主要影响因素作为输入,采用卷积神经网络(CNN)和长短期记忆网络(LSTM)建立光伏功率SRM-CNN-LSTM预测模型。分别利用春夏秋冬四季典型日的数据开展对比实验,结果表明:与几种其他方法相比,该文方法具有更好的预测效果。 相似文献
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提高光伏功率超短期预测精度可有效减小光伏发电并网对电力系统稳定性的影响。文章提出了一种基于马氏距离相似度量的光伏功率超短期预测方法。首先,文章采用Elkan K-means聚类分析方法对天气类型进行划分,并通过计算各气象因素与光伏电站输出功率间的灰色关联度,选出不同天气类型下影响光伏功率的主要气象因素;然后,根据样本日和预测日间主要气象因素的马氏距离选择若干个相似日,并将相似日的光伏功率作为预测模型的训练集,对预测日的光伏功率进行超短期预测。模拟结果表明:基于马氏距离相似度量得到的相似日光伏功率和预测日的相似度较高;将基于马氏距离相似度量得到的相似日光伏功率作为预测模型的训练集,可以提高光伏功率超短期预测精度,为光伏功率预测领域提供了有效的方法。 相似文献
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文章在阐述能源互联网概念的基础上,针对光伏出力的预测问题,提出了一种基于天气类型的改进Elman神经网络(HS-Elman)光伏出力预测模型。首先,分析了天气类型、环境温度、空气湿度、风速、太阳辐照度等对光伏出力的影响;然后,利用和声搜索算法对预测模型的权值和阈值等进行优化;最后,利用上海某能源网实验平台的历史数据,对所提出的预测模型进行验证。分析结果表明:基于HS-Elman的光伏出力预测模型的预测结果能够达到光伏出力的预测标准;与传统的Elman神经网络相比,在不同的天气类型条件下,文章所提出的预测模型具有更优的运算速度和预测精度。 相似文献
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针对高比例光伏接入电网时,光伏出力的波动性会严重影响电力系统稳定运行的问题提出一种基于平均影响值与改进粒子群优化神经网络的组合式光伏出力短期预测模型。首先,采用直接预测法,选取总辐射量、直接辐射量、散射量、相对湿度、气温、风速和降雨量7个影响光伏出力的因素,构建MIV-PSO-BPNN模型,基于Rapid Miner数据挖掘得出降雨量对光伏出力平均影响值为0.0099,影响较小,不作为模型输入变量。然后,用改进PSO优化算法对BPNN的权值与阈值进行优化。最后,利用上海浦东国际机场T2-2光伏电站数据进行验证,结果表明MIV-PSO-BPNN模型对光伏出力预测有效,在实际中有一定应用价值。 相似文献
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《International Journal of Hydrogen Energy》2022,47(9):5757-5765
At present, as the demand for electricity increases in all sectors, there is an urgent need to introduce alternative renewable energy sources into modern energy systems. Renewable energy sources, which consist of solar (photovoltaic, PV), wind and hydro power, are key alternative sources of “green energy’’ energies, but it can also be used to produce “green” hydrogen. Thanks to scientific and technological progress, the cost of photovoltaic solar radiation converters is constantly decreasing at a high rate, which makes it possible to build solar power plants of sufficiently large capacity. In the coming decades, solar energy will become an incentive for the economic development of countries that have the maximum “solar” resource. The Republic of Tajikistan is one of these countries with a high potential for solar energy.The article presents an analysis of the resources and potential of solar energy in the Republic of Tajikistan. The study of electromagnetic transients in networks with photovoltaic solar power plants is performed. The main equations, simulation model and calculations of transients are presented, taking into account changes in voltage on DC buses. An algorithm for controlling the system of automatic control of output parameters is proposed. The analysis of dynamic and static modes in parallel operation of a solar power plant with the grid is carried out. A block diagram and computer model is constructed in the MATLAB package together with Simulink and Power System Blockset. 相似文献
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A hybrid and adaptive control approach for solar photovoltaic system and fuel cell fed voltage source converter (VSC) is presented in this work. Further maximum power from solar photovoltaic array is extracted by using incremental conductance (INC) based maximum power point tracking approach. This hybrid approach combines I cos ? technique and gradient descent back propagation learning (GDBP) neural network (NN) to extract fundamental components from load current for efficient harmonics compensation and provides power quality improvement and support the three-phase AC grid by supplying power to the grid and as well as connected loads. The proposed system includes photovoltaic (PV) array, a voltage source converter (VSC), ripple filter and combination of linear and non-linear loads. The proposed control approach provides a fast response during dynamic conditions as well. Results of the proposed control technique also compared with the other available control techniques for its superiority analysis. The developed control technique is demonstrated by using MATLAB/SIMULINK platform. 相似文献
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Himanshu Dehra 《Solar Energy》2009,83(11):1933-1942
A two dimensional thermal network model is proposed to predict the temperature distribution for a section of photovoltaic solar wall installed in an outdoor room laboratory in Concordia University, Montréal, Canada. The photovoltaic solar wall is constructed with a pair of glass coated photovoltaic modules and a polystyrene filled plywood board as back panel. The active solar ventilation through a photovoltaic solar wall is achieved with an exhaust fan fixed in the outdoor room laboratory. The steady state thermal network nodal equations are developed for conjugate heat exchange and heat transport for a section of a photovoltaic solar wall. The matrix solution procedure is adopted for formulation of conductance and heat source matrices for obtaining numerical solution of one dimensional heat conduction and heat transport equations by performing two dimensional thermal network analyses. The temperature distribution is predicted by the model with measurement data obtained from the section of a photovoltaic solar wall. The effect of conduction heat flow and multi-node radiation heat exchange between composite surfaces is useful for predicting a ventilation rate through a solar ventilation system. 相似文献
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《International Journal of Hydrogen Energy》2023,48(53):20264-20278
The article presents various methods and technologies for using of solar energy in anaerobic bioconversion systems. Various methods of convertion of solar radiation are consistently considered – from its direct use to photovoltaic, thermal, photovoltaic thermal and concentrating. Schemes for introducing solar energy converters into anaerobic bioconversion systems, as well as various solar radiation converters for heat and electricity supply of anaerobic bioconversion systems, are proposed. As power generating components in the article also discusses photovoltaic modules with an extended rated power period, photovoltaic thermal roofing panels with a two-component polysiloxane compound, thermal and photovoltaic thermal solar roofing panels, air-cooled photovoltaic thermal siding panel and concentrator solar photovoltaic thermal module with high-voltage matrix photovoltaic converters. The proposed schemes of systems and design of solar modules will ensure a reduction in the use of thermal energy from the produced gas for power supply for the own needs of anaerobic bioconversion systems, which will make them cheaper and more efficient in operation. 相似文献
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A novel topology of the bidirectional energy storage photovoltaic grid-connected inverter was proposed to reduce the negative impact of the photovoltaic grid-connected system on the grid caused by environmental instability. Using the proposed Inverter as a UPS power supply in case of a grid failure, storage electrical energy and regulating the energy delivered to the grid for reducing the pressure on the grid. A new artificial fish-swarm algorithm and variable step voltage perturbation method were presented to track the maximum power point of the solar panels. Analysis was done to reduce the output ripple of the inverter and sinusoidal pulse width modulation (SPWM) was selected to control the inverter. Model simulation was performed using PSpice software to obtain the volt-ampere characteristic curve of the solar panel output. The solar array simulator was used to verify the effect of maximum power point tracking at different light intensities. The study concludes that the maximum power point tracking (MPPT) efficiency of the bidirectional energy storage photovoltaic grid-connected inverter designed was as high as 99.9%. The distortion rate of the grid-connected current waveform was within 2% and the DC current component was less than 0.5%. The output voltage and power were in full compliance with the grid connection standard. 相似文献
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高速铁路的运营需要大量电力供给,为缓解铁路电网压力,减少能源消耗,提出一种在高速铁路上方架设光伏组件的发电系统;对上述系统进行相关计算,量化全国设计时速超过200 km/h高速铁路线路的光伏发电潜力。研究结果表明,在中国太阳年辐射量大于1200 kWh/m2的高速铁路线架设光伏系统,年发电量超过7×104GWh,接近三峡大坝的年发电量,能有效缓解铁路电网压力;时速350 km/h的列车全速运行时,其上方4.5 m处的光伏组件表面压强分布正/负极值为140 Pa/-225 Pa,风速极值为3.5 m/s,满足光伏组件最大风载荷极限值要求,高速铁路光伏系统节能减排效益显著,并具有投资的经济可行性。 相似文献
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针对中国大中型面南的水库电站大坝,向光性比较好,具备安装太阳能光伏发电系统的条件,并使得2种可再生能源融合并网发电模式具有一定的创新性.水库电站的发电系统是已建成的,增加太阳能光伏发电系统并建设融合型并网发电系统,不仅体现了投资成本低发电效益高等特点,同时具有节约国土资源、保护大坝和节能减排等社会效益.在设计和实践过程... 相似文献