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Solar Water Heating Systems Performance with Different Enhancement Techniques: A Detailed Review 采用不同增强技术的太阳能热水系统性能:详细回顾
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X24600322
Ashraf Mimi Elsaid, Ahmed A.A. Attia, Ashraf Lashin, Rana Salama

Considering the global fuel crisis, countries have made it imperative to exploit solar energy correctly, which has emerged as the most significant renewable energy source in recent times. Utilizing solar energy to heat the water appropriately to reduce global energy consumption is a challenge most countries face. Research has, therefore, been done extensively to maximize the performance of solar water heating through various applications. Several methods were enumerated and applied in this review study to determine how to enhance the performance of solar water heaters. Eleven techniques for improvement were identified. They are as follows: using nanofluid with phase change material; improving the collector design; coating; lowering the inlet water temperature; switching to a combined system in place of the conventional gas heating system; utilizing a dual glass cover; utilizing the upstream delta wing; utilizing the evacuated tube collector; utilizing the heat exchanger; utilizing the photovoltaic glass unit; and integrating the solar water heater and tubular lighting device into one unit. According to the essential results, using an absorption cooling system with solar power resulted in 34% electricity savings. The absorption system was enhanced, and the COP was raised to 2.75 by implementing the solar water heating system. Solar heating systems combined with PCM achieved the highest efficiency rating of 65%. The dryer system’s CO2 emissions were lowered by about 34% when adding a solar collector. The solar water heater’s thermal efficiency was increased by 22.53% by a CuO/H2O nanofluid.

摘要考虑到全球燃料危机,各国已将正确利用太阳能作为当务之急,太阳能已成为近代最重要的可再生能源。利用太阳能适当加热水以减少全球能源消耗是大多数国家面临的挑战。因此,为了通过各种应用最大限度地提高太阳能热水器的性能,人们进行了广泛的研究。本审查研究列举并应用了几种方法,以确定如何提高太阳能热水器的性能。确定了 11 项改进技术。它们是:使用带有相变材料的纳米流体;改进集热器设计;涂层;降低进水温度;改用组合系统代替传统的燃气加热系统;使用双玻璃盖;使用上游三角翼;使用抽真空管集热器;使用热交换器;使用光电玻璃装置;以及将太阳能热水器和管式照明装置整合为一个装置。根据基本结果,利用太阳能发电的吸收式冷却系统节电 34%。通过采用太阳能热水系统,吸收系统得到了增强,COP 提高到了 2.75。与 PCM 相结合的太阳能加热系统效率最高,达到 65%。增加太阳能集热器后,烘干机系统的二氧化碳排放量降低了约 34%。通过使用 CuO/H2O 纳米流体,太阳能热水器的热效率提高了 22.53%。
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引用次数: 0
Exploring Energy Performance of Taraxacum Leaves Undergoing Hybrid Forced Convection Solar Dryer 混合强制对流太阳能干燥器下蒲公英叶的能源性能探索
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X24600188
Haytem Moussaoui, Khaoula Chatir, Ali Idlimam, Abdelkader Lamharrar

The solar drying method consists of removing gartially and non-bound water with a small impact on the chemical structure and compositions, thus reducing the mass and minimizing the risk of numerous transformations. Taraxacum officinale leaves are well-known in the fields of pharmacology, herbal medicine, and traditional soft drinks. Since it is a seasonal plant, plants from these regions have become an indispensable element after drying and storing. The objective of this paper is to determine both total and specific energy consumption of the hybrid solar convection dryer in drying Taraxacum officinale leaves. The paper investigates the energy analysis of the leaves of Taraxacum solar drying, which includes the investigation of the impact of the aerothermal parameters’ variations: 4 temperatures (50, 60, 70, and 80°C) and 2 drying airflows (150 and 300 m3 h–1) on the specific energy utilization in the drying process. Furthermore, this work studies the thermal efficiency as well as the energy efficiency of the solar dryer which gives room to maximize the performance of the dryer chamber. The results indicate minimal values of total energy consumption are achieved at higher temperatures and airflow rates. The findings reveal that lower total energy consumption is achieved at higher temperatures and airflow rates. Moreover, the study delves into thermal efficiency and energy efficiency, highlighting a thermal efficiency of approximately 5.58% at lower temperatures 50°C.

摘要 太阳干燥法是在对化学结构和成分影响较小的情况下,去除部分和非结合水,从而减少质量并最大限度地降低多次转化的风险。蒲公英叶在药理学、草药和传统软饮料领域享有盛誉。由于它是一种季节性植物,这些地区的植物在干燥和储存后已成为不可或缺的元素。本文旨在确定混合式太阳能对流干燥机在干燥蒲公英叶时的总能耗和具体能耗。本文研究了蒲公英叶太阳能干燥的能耗分析,其中包括气温参数变化的影响:4 种温度(50、60、70 和 80°C)和 2 种干燥气流(150 和 300 立方米/小时)对干燥过程中特定能量利用率的影响。此外,这项工作还研究了太阳能干燥器的热效率和能效,这为最大限度地提高干燥室的性能提供了空间。结果表明,在温度和气流速率较高的情况下,总能耗值最小。研究结果表明,温度和气流速率越高,总能耗越低。此外,研究还深入探讨了热效率和能源效率,结果表明,在温度较低的 50°C 时,热效率约为 5.58%。
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引用次数: 0
Evaluating Day-Ahead Solar Radiation Forecasts from ICON, GFS, and MeteoFrance Global NWP Models 评估来自 ICON、GFS 和 MeteoFrance 全球 NWP 模式的提前一天太阳辐射预报
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X24600152
A. F. Narynbaev, V. A. Kremer, A. G. Vaskov

The accuracy of hourly global horizontal irradiance forecasts provided by the ICON (Icosahedral Nonhydrostatic Weather and Climate Model), GFS (Global Forecast System), and MeteoFrance Global models for Moscow, Russia, over a 36-h forecast horizon, is analyzed. The study investigates the suitability of these freely available global Numerical Weather Prediction (NWP) models for predicting the output of PV power plants, considering the standards of the Russian wholesale electricity and capacity market. The study conducts a comparative assessment of the forecasts from the mentioned models. A notable conclusion drawn from the study is the superior performance of all the NWP models over the naive 36-h persistence forecast, as indicated by the root mean square error, mean absolute error and mean bias error metrics. The overall findings suggest a higher accuracy of hourly global horizontal irradiance forecasts from the ICON model compared to the others under the investigated conditions.

摘要 分析了 ICON(二十面体非静水天气和气候模型)、GFS(全球预报系统)和 MeteoFrance Global 模型为俄罗斯莫斯科提供的 36 小时预报范围内每小时全球水平辐照度预报的准确性。考虑到俄罗斯电力和容量批发市场的标准,该研究调查了这些免费提供的全球数值天气预报 (NWP) 模型在预测光伏电站输出方面的适用性。研究对上述模型的预测结果进行了比较评估。研究得出的一个显著结论是,从均方根误差、平均绝对误差和平均偏差误差指标来看,所有 NWP 模型的性能均优于天真的 36 小时持续预测。总体研究结果表明,在调查条件下,ICON 模式的每小时全球水平辐照度预报精度高于其他模式。
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引用次数: 0
Experimental Investigation of a Parabolic Solar Trough Collector with Titanium-Coated Receiver to Heat Water in a Tank for Domestic Uses 带钛涂层接收器的抛物面太阳能槽式集热器用于加热水箱中的生活用水的实验研究
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X23601904
Shivji Kumar,  Achinta Sarkar

This study aims to examine the performance of a parabolic solar trough collector (PSTC) for the efficient use of green renewable solar energy. The study investigates the energy taken by water (ETW), receiver efficiency (RE), cumulative heat gain (CHG) by water in the tank, receiver terminal temperature difference (RTTD), and percentage of electric energy saving (PEES) at various mass flow rates (MFR) with and without coating of the receiver. The study found that the PSTC performed best with a coating (WC) of the receiver at a mass flow rate of 18.72 kg/h compared to the case without coating (WOC). At the mass flow rate of 18.72 kg/h, significant increases in ETW, RE, CHG of water in the tank, and RTTD were observed for the case WC compared to WOC, at 25.88, 25.87, 23.96, and 20.56%, respectively. Meanwhile, the maximum PEES of 66.8% was observed at the MFR of 18.72 kg/h for the case WC. There is a 23.45% reduction in the annual cost per kWh of energy used for the case with coating compared to the case without coating. In addition, a substantial amount of CO2, equivalent to 3,121.03 kg, can be offset by using the PSTC to heat water over its entire useful life. Pure titanium powder was used as the coating material.

摘要 本研究旨在考察抛物面太阳能槽式集热器(PSTC)的性能,以高效利用绿色可再生能源。研究调查了在不同质量流量(MFR)下,有涂层和无涂层的槽式太阳能集热器的水耗能(ETW)、集热器效率(RE)、槽内水的累积得热量(CHG)、集热器终端温差(RTTD)和电能节省百分比(PEES)。研究发现,在质量流量为 18.72 千克/小时时,接收器有涂层(WC)的 PSTC 与无涂层(WOC)的情况相比,性能最佳。在 18.72 kg/h 的质量流量下,与 WOC 相比,WC 情况下的 ETW、RE、水箱中水的 CHG 和 RTTD 显著增加,分别为 25.88%、25.87%、23.96% 和 20.56%。同时,在 MFR 为 18.72 kg/h 时,观察到 WC 的 PEES 最大值为 66.8%。与无涂层的情况相比,有涂层的情况下每千瓦时能源的年使用成本降低了 23.45%。此外,通过使用 PSTC 在整个使用寿命期间加热水,可以抵消大量的二氧化碳,相当于 3121.03 千克。涂层材料为纯钛粉。
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引用次数: 0
Visualization and Prediction of the Albedo Map on the Algeria Ground, according to Coordinates of Latitude and Longitude 根据经纬度坐标对阿尔及利亚地面反照率地图进行可视化和预测
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X22601260
Foued Chabane,  Ali Arif

Aims investigation study to predict the albedo number as a function of latitude and longitude coordinates of the Algeria area, which is situated in North Africa. The estimated range of latitude is between 18.5° and 37.7° whereas the longitude is between –8.5° and 10.5°. The study takes the database as the real data, which is considered comparable values as a reference of the confirmation. An ideal reflector is going to have an albedo of 1, whereas an object that has an albedo of 0 is going to absorb any radiation that strikes it. Albedo is a measure of how much solar radiation, or sunlight, a surface reflects. It can be stated as a percentage or a decimal number, where 0 represents complete absorption of all incoming light and 1 represents a perfect reflector. The prediction model is divided into two parts the first part gives two formulas g1 and g2 which depend on the longitude and latitude of the coordinates of the area, respectively, and then added together g1, and g2, and divided by 2 to take the albedo number. for the second part do the correction between the model and experimental data, which gives us some errors, in this case, create a new correlation of the errors estimate f1, and f2 and add in the old correlation. Finally, a new correlation is corrected and the results give a perfect approximation of the best way.

摘要 调查研究的目的是预测位于北非的阿尔及利亚地区的反照率数值与经纬度坐标的函数关系。估计纬度范围为 18.5° 至 37.7°,经度范围为 -8.5° 至 10.5°。本研究将数据库作为真实数据,将可比数值作为确认的参考。理想反射体的反照率为 1,而反照率为 0 的物体会吸收照射到它的任何辐射。反照率是衡量物体表面反射多少太阳辐射或阳光的指标。它可以用百分比或小数表示,其中 0 代表完全吸收所有入射光,1 代表完全反射。预测模型分为两部分,第一部分给出两个公式 g1 和 g2,分别取决于该地区坐标的经度和纬度,然后将 g1 和 g2 相加,除以 2 得出反照率数值。第二部分是对模型和实验数据进行修正,修正后会产生一些误差,在这种情况下,将误差估算值 f1 和 f2 建立新的相关性,并将旧的相关性加入其中。最后,对新的相关性进行校正,得出的结果就是最佳的近似值。
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引用次数: 0
Plasma Vacuum-Arc Treatment Technology for the Metal Pipe Surfaces of Solar Thermal Power Plants 太阳能热电厂金属管道表面的等离子真空-电弧处理技术
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X24602643
V. N. Arustamov, M. V. Kremkov, B. R. Kakhramonov, I. Kh. Khudaykulov, Kh. B. Ashurov

Currently, there is widespread interest in developing efficient technologies for harnessing solar energy, both in direct conversion of solar energy into electrical energy and in solar thermal power plants (STPPs). STPPs are sustainable sources of electricity due to the accumulation of heat in a heat carrier, which can be water, molten salt, or oil. The key to increasing the attractiveness of this technology lies in replacing the method of directly generating steam by heating water with solar radiation, with a receiver method using an intermediate heat transfer fluid. The technology of transferring heat obtained from solar radiation through liquid salt (a mixture of potassium nitrate and sodium nitrate, among others) imposes high demands on the pipes of this system that carry the heat transfer fluid, particularly regarding their corrosion resistance and service life. Using pipes made of ordinary steel grades with a special anti-corrosion coating applied to their inner surface can significantly reduce costs and increase the service life of the pipes, as well as the efficiency and reliability of STPPs. The study demonstrates that the method of comprehensive plasma vacuum arc treatment of the inner surface of metal pipes of various configurations, and the application of special coatings, ensures high anti-corrosion protection. For instance, applying a thin-layer coating of austenitic steel with a high chromium content (up to 28%) to samples of martensitic steel pipes resulted in 100% retention of the original sprayed material composition. Thus, the mechanical strength of the base material of the metal pipes in salt STPPs is combined with the high anti-corrosion properties of the applied material. Recommendations are provided for using plasma vacuum arc technology to ensure high operational properties of the circulating pipe systems in salt STPPs.

摘要目前,人们普遍关注开发高效的太阳能利用技术,包括将太阳能直接转化为电能和太阳能热发电厂(STPPs)。太阳能热电站是一种可持续的电力来源,其原理是将热量积聚在载热体中,载热体可以是水、熔盐或油。要提高这项技术的吸引力,关键在于用使用中间传热流体的接收器方法取代通过太阳辐射加热水直接产生蒸汽的方法。通过液态盐(硝酸钾和硝酸钠等的混合物)传递从太阳辐射中获得的热量的技术对该系统中输送导热液体的管道提出了很高的要求,尤其是在耐腐蚀性和使用寿命方面。使用内表面涂有特殊防腐涂层的普通钢管可以大大降低成本,延长管道的使用寿命,提高 STPP 的效率和可靠性。研究表明,对各种结构的金属管道内表面进行综合等离子真空电弧处理并涂上特殊涂层的方法可确保较高的防腐保护。例如,在马氏体钢管样品上喷涂一层含铬量高(高达 28%)的奥氏体钢薄层涂层后,原始喷涂材料成分的保留率达到 100%。因此,盐基 STPP 中金属管道基体材料的机械强度与喷涂材料的高防腐性能相结合。建议使用等离子真空电弧技术确保盐业 STPP 循环管道系统的高运行性能。
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引用次数: 0
On the Issue of Choosing Indicators of Energy Security of the Republic of Uzbekistan in the Context of Scaling Renewable Energy 关于在扩大可再生能源规模的背景下选择乌兹别克斯坦共和国能源安全指标的问题
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X2460262X
K. R. Allayev, N. R. Avezova, T. G. Zoryna, N. N. Dalmuradova

The accelerated transformation of the world’s energy system, associated with events observed over the past 10 years, such as the global energy crisis that began in 2021, the COVID-19 pandemic, and others, have influenced a noticeable change in the face of global energy, dictating the introduction of renewable energy sources at a rapid pace for a “post-crisis” recovery of the global economy. As in other countries of the world, the fourth energy transition in Uzbekistan is also accompanied in accordance with the Sustainable Development Goals. The state plans to install renewable energy sources with a capacity of 4300 MW in 2023, which ultimately contributes to the diversification of energy resources and will make it possible to assess the country’s energy security level, taking into account the share of newly introduced renewable energy capacities. However, if we take into account the peculiarity of the “instability” of renewable energy sources, the energy security of the state may remain under threat. The purpose of this work is to identify the most significant indicators of energy security in assessing its level for Uzbekistan, taking into account the geostrategic, political, technical, and technological features of the country’s energy system based on a detailed and critical review of existing global methodologies regarding the comparison of primary data from two or more samples. It has been revealed that the weight of the indicator “Ratio of primary energy production (extraction) from renewable energy sources to gross fuel and energy consumption” has a significantly comparable role with the indicators of the blocks “Block of diversification of suppliers and types of energy resources,” “Block of reliability of electricity supply,” and “Block of reproduction of the main fund of production (MFP)” due to the political course of Uzbekistan in recent years. Based on the selected indicators, a methodology for assessing the level of energy security of the Republic of Uzbekistan is proposed, which allows one to obtain a transparent picture of energy security in economic sectors. As a result of which it is possible to identify strengths and weaknesses in various areas and timely prevent expected negative results through energy scenarios with a stable and reliable indicator of electricity supply, contributing to an increase in the level of energy security of the country.

摘要 世界能源系统的加速转型与过去 10 年发生的事件有关,如 2021 年开始的全球能源危机、COVID-19 大流行病等,这些事件影响了全球能源面貌的显著变化,决定了全球经济在 "危机后 "的复苏中必须快速引入可再生能源。与世界其他国家一样,乌兹别克斯坦的第四次能源转型也是根据可持续发展目标进行的。国家计划在 2023 年安装容量为 4 300 兆瓦的可再生能源,这最终将有助于实现能源资源的多样化,并有可能在考虑到新引进的可再生能源容量份额的情况下评估国家的能源安全水平。然而,如果我们考虑到可再生能源的 "不稳定性 "这一特点,国家的能源安全可能仍然受到威胁。这项工作的目的是在对现有的全球方法进行详细和批判性审查的基础上,结合乌兹别克斯坦能源系统的地缘战略、政治、技术和工艺特点,确定评估乌兹别克斯坦能源安全水平的最重要指标,这些方法涉及对来自两个或多个样本的原始数据进行比较。结果显示,由于乌兹别克斯坦近年来的政治进程,"从可再生能源中生产(提取)的一次能源与燃料和能源消费总量之比 "指标的权重与 "能源供应商和类型多样化指标"、"电力供应可靠性指标 "和 "主要生产资金再生产指标 "的权重具有明显的可比性。在选定指标的基础上,提出了评估乌兹别克斯坦共和国能源安全水平的方法,使人们能够获得经济部门能源安全的透明图景。因此,可以通过稳定可靠的电力供应指标,确定各领域的优势和劣势,并通过能源方案及时防止预期的负面结果,从而有助于提高国家的能源安全水平。
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引用次数: 0
Analysis of Dye-Sensitized Solar Cells Based on ZnO and ZnO–Ni Photoanodes with Various Ni Concentrations 基于不同镍浓度的氧化锌和氧化锌镍光阳极的染料敏化太阳能电池分析
IF 1.204 Q3 Energy Pub Date : 2024-08-21 DOI: 10.3103/S0003701X23600649
H. Abdullah, K. J. Xian, K. C. Ying, N. M. Naim, M. Akhtaruzzaman, D. D. Berhanuddin, L. K. Keng, M. Rizwan, M. H. D. Othman, M. F. Ahmad, Y. W. Fen, A. N. Jannah

In recent years, ZnO nanostructure thin films have been used extensively by researchers in dye-sensitized solar cells (DSSCs) application due to its unique photovoltaic properties. The effects of the concentrations of Ni metal dopants on ZnO thin film DSSCs were investigated. ZnO–Ni nanocomposites were synthesized via sol-gel method. In this paper, the structural, morphological, and chemical properties of ZnO–Ni nanocomposite thin films were reported. Field emission scanning electron microscopy (FESEM), X-ray diffraction (XRD), atomic force microcopy (AFM) and mapping analyses have found out that the crystallite and grain sizes of ZnO-Ni is increasing when Ni percentage is increased. The optical study from UV-Vis spectroscopy indicates that the band gap energy for ZnO–Ni photoanodes is in the range 3.5–3.7 eV. Energy dispersion X-ray (EDX) and X-ray photoelectron spectroscopy (XPS) have identified the elements and chemical bonding that are related to ZnO and Ni. The photovoltaic performances were analyzed using photocurrent-voltage (J–V) measurement and electrochemical impedance spectroscopy (EIS). As the result, ZnO–Ni photoanode based DSSC with 60% of Ni concentration shows the highest power conversion efficiency (0.421%) with Jsc, Voc and FF of 1 mA/cm2, 0.95 V and 0.443.

摘要 近年来,氧化锌纳米薄膜因其独特的光伏特性被研究人员广泛应用于染料敏化太阳能电池(DSSCs)。本文研究了掺杂镍金属的浓度对氧化锌薄膜 DSSC 的影响。ZnO-Ni 纳米复合材料是通过溶胶-凝胶法合成的。本文报告了 ZnO-Ni 纳米复合薄膜的结构、形态和化学特性。通过场发射扫描电子显微镜(FESEM)、X 射线衍射(XRD)、原子力显微镜(AFM)和绘图分析发现,当镍的比例增加时,ZnO-Ni 的结晶和晶粒尺寸也随之增大。紫外可见光谱的光学研究表明,氧化锌-镍光阳极的带隙能在 3.5-3.7 eV 之间。能量色散 X 射线(EDX)和 X 射线光电子能谱(XPS)确定了与氧化锌和镍有关的元素和化学键。利用光电流-电压(J-V)测量和电化学阻抗谱(EIS)分析了光伏性能。结果表明,镍浓度为 60% 的 ZnO-Ni 光阳极 DSSC 功率转换效率最高(0.421%),Jsc、Voc 和 FF 分别为 1 mA/cm2、0.95 V 和 0.443。
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引用次数: 0
Investigations on Integration of CdS/CdTe Thin Film Solar Cell with Supercapacitor 关于 CdS/CdTe 薄膜太阳能电池与超级电容器集成的研究
IF 1.204 Q3 Energy Pub Date : 2024-07-26 DOI: 10.3103/S0003701X23601916
J. R. Sofia, K. S. Joseph Wilson

Photo-supercapacitors (PSCs) are independent energy sources serving the cause of simultaneous photoelectric conversion and energy storage. Insights on the working of PSCs are inevitable to realize higher efficiencies in these integrated systems and so theoretical analyses are highly required. A theoretical study on PSC comprising a CdS/CdTe thin film solar cell with a supercapacitor is carried out. The device physics of the solar cell is characterized by Sah-Noyce-Shockley (SNS) theory and the Electrical Circuit Model is used to model the working of supercapacitor. The temporal evolution of the PSC charging is theoretically simulated by the differential equation of the integrated circuit, solved using numerical methods. The effect of solar cell factors on the PSC charging is studied. With the optimized solar cell parameters, the maximum value of Energy Conversion and Storage Efficiency (ECSEmax %) of about 8.8% can be achieved with the proposed PSC.

摘要 光电超级电容器(PSC)是一种独立的能源,可同时实现光电转换和能量存储。要在这些集成系统中实现更高的效率,就必须深入了解 PSC 的工作原理,因此非常有必要进行理论分析。本文对由 CdS/CdTe 薄膜太阳能电池和超级电容器组成的 PSC 进行了理论研究。太阳能电池的器件物理特性采用 Sah-Noyce-Shockley (SNS) 理论,超级电容器的工作则采用电路模型。PSC 充电的时间演化由集成电路微分方程进行理论模拟,并使用数值方法求解。研究了太阳能电池因素对 PSC 充电的影响。通过优化太阳能电池参数,拟议的 PSC 可实现约 8.8% 的最大能量转换和存储效率 (ECSEmax %)。
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引用次数: 0
Time-Frequency Image Representation Aided Deep Feature Extraction-Based Grid Connected Solar PV Fault Classification Framework 基于时频图像表征辅助深度特征提取的并网太阳能光伏故障分类框架
IF 1.204 Q3 Energy Pub Date : 2024-07-26 DOI: 10.3103/S0003701X23601667
Ananya Chakraborty, Ratan Mandal, Soumya Chatterjee

Accurate detection of faults in grid connected solar PV systems is important to ensure the reliability of power systems with distributed generation. Considering the aforesaid fact, here, a smoothed pseudo-Wigner-Ville distribution (SPWVD) and stacked sparse autoencoder (SSA) based automated feature extraction technique is proposed for accurate detection of faults in grid connected solar PV systems. To this end, three phase current data of normal as well as different fault scenarios obtained from point of common coupling (PCC) were converted into direct (d) and quadrature (q) axis using extended Park’s vector approach. Then, the obtained d-axis (Id) and q-axis (Iq) currents were converted to 2D time-frequency images using SPWVD. The converted time-frequency spectrum of the normal as well as faulty current data were used as inputs to the proposed SSA model for deep feature extraction. After extraction of deep features using SSA, analysis of variance (ANOVA) test and false discovery rate (FDR) correction was employed to select the most discriminative features. The feature selection was followed by classification using machine learning classifiers. It has been observed that the proposed technique achieved mean fault recognition accuracy of 98.79 and 97.56% for d-axis and q-axis currents respectively, respectively. The present approach can be used for accurate diagnosis of faults in grid connected solar PV systems.

摘要 准确检测并网太阳能光伏系统中的故障对于确保分布式发电电力系统的可靠性非常重要。考虑到上述事实,本文提出了一种基于平滑伪维格纳-维尔分布(SPWVD)和堆叠稀疏自动编码器(SSA)的自动特征提取技术,用于准确检测并网太阳能光伏系统中的故障。为此,使用扩展的帕克矢量方法将从公共耦合点 (PCC) 获取的正常和不同故障情况下的三相电流数据转换为直交 (d) 轴和正交 (q) 轴。然后,利用 SPWVD 将获得的 d 轴 (Id) 和 q 轴 (Iq) 电流转换为二维时频图像。转换后的正常和故障电流数据的时频谱被用作拟议的 SSA 模型的输入,以进行深度特征提取。使用 SSA 提取深度特征后,采用方差分析 (ANOVA) 检验和误发现率 (FDR) 校正来选择最具区分度的特征。特征选择之后,使用机器学习分类器进行分类。据观察,所提出的技术对 d 轴和 q 轴电流的平均故障识别准确率分别达到 98.79% 和 97.56%。本方法可用于准确诊断并网太阳能光伏系统的故障。
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Applied Solar Energy
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