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Comparing Photovoltaic Power Prediction: Ground-Based Measurements vs. Satellite Data Using an ANN Model 比较光伏功率预测:使用人工神经网络模型的地面测量与卫星数据
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-14 DOI: 10.1109/JPHOTOV.2023.3306827
Charaf Hajjaj;Massaab El Ydrissi;Alae Azouzoute;Ayoub Oufadel;Omaima El Alani;Mohamed Boujoudar;Mounir Abraim;Abdellatif Ghennioui
Accurate prediction of photovoltaic (PV) power output is crucial for assessing the feasibility of early-stage projects in relation to specific site weather conditions. While various mathematical models have been used in the past for PV power prediction, most of them only consider irradiance and ambient temperature, neglecting other important meteorological parameters. In this article, a 1-year dataset from a high-precision meteorological station at the Green Energy Research facility is utilized, along with electrical parameters from a polycrystalline silicon c-Si PV module exposed during the study period, to forecast PV power. In addition, the accuracy of using satellite data for PV power forecasting is investigated, considering the growing trend of its utilization in recent research. Regression techniques, such as linear regression with interaction, tree regression, Gaussian process regression, ensemble learning for regression, response surface methodology, SVM cubic, and artificial neural network (ANN), are employed for PV power prediction, using both ground measurement data and satellite data. Comparatively lower accuracies are observed when using satellite data across all regression methods, in contrast to the higher accuracies achieved with ground-based measurements. Notably, the Gaussian process regression method demonstrates high accuracy (R2 = 0.25 for satellite data and R2 = 0.94 for ground-based data). Furthermore, the ANN approach further enhances the accuracy of PV power forecasting, yielding R2 = 0.42 for satellite data and R2 = 0.96 for ground-based data. These findings emphasize the need for caution when relying on satellite data for PV power forecasting, even when employing advanced ANN approaches. It underscores the importance of considering ground-based measurements for more reliable and accurate predictions.
准确预测光伏发电量对于评估与特定现场天气条件相关的早期项目的可行性至关重要。虽然过去曾使用各种数学模型进行光伏功率预测,但大多数模型只考虑辐照度和环境温度,忽略了其他重要的气象参数。在本文中,利用绿色能源研究设施高精度气象站的1年数据集,以及研究期间暴露的多晶硅c-Si光伏组件的电气参数,来预测光伏功率。此外,考虑到最近研究中卫星数据应用的增长趋势,还研究了使用卫星数据进行光伏功率预测的准确性。回归技术,如具有交互作用的线性回归、树回归、高斯过程回归、回归的集成学习、响应面方法、SVM立方体和人工神经网络(ANN),被用于光伏功率预测,使用地面测量数据和卫星数据。与地面测量获得的较高精度相比,在所有回归方法中使用卫星数据时,观测到的精度相对较低。值得注意的是,高斯过程回归方法证明了高精度(卫星数据R2=0.25,地基数据R2=0.94)。此外,ANN方法进一步提高了光伏功率预测的准确性,卫星数据的R2=0.42,地面数据的R2=0.096。这些发现强调,在依赖卫星数据进行光伏发电预测时,即使使用先进的人工神经网络方法,也需要谨慎。它强调了考虑地基测量以获得更可靠和准确预测的重要性。
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引用次数: 0
Extended FF and VOC Parameterizations for Silicon Solar Cells 硅太阳能电池的扩展FF和VOC参数化
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-14 DOI: 10.1109/JPHOTOV.2023.3309932
Karsten Bothe;David Hinken;Rolf Brendel
This work is concerned with maximal and currently obtained fill factors of crystalline silicon solar cells. Recent research activities have led to a drastically decreased recombination in the volume as well as at the surfaces and interfaces of crystalline silicon solar cells. As a result, open-circuit voltages $({{V}_{text{OC}}})$ and fill factor $({textit{FF}})$ values increased significantly. In order to classify how good the achieved improvements are, it is necessary to know the maximum achievable values. Unfortunately, there is no explicit expression for the ${textit{FF}}$ in terms of other characteristic solar cell parameters. For this reason, the empirical ${textit{FF}}_{0}$-relation by Green is widely used to predict upper ${textit{FF}}$ bounds for a given ${V}_{text{OC}}$. In order to evaluate to what extent Green's relation is a good approximation to recently obtained values, we study ${textit{FF}}$${V}_{text{OC}}$ relations for ideal resistance-free single junction silicon solar cells limited by intrinsic recombination using state-of-the-art analytical models. The obtained upper bounds are compared with recently published record values showing that all values stay below the intrinsic limit. We provide parameterizations of ${V}_{text{OC}}$ and ${textit{FF}}$ as a function of sample thickness w and base dopant density ${N}_{text{dop}}$.
这项工作涉及晶体硅太阳能电池的最大和目前获得的填充因子。最近的研究活动已经导致晶体硅太阳能电池的体积以及表面和界面的重组显著减少。因此,开路电压$({{V}_{text{OC}})$和填充因子$({textit{FF})值显著增加。为了对所实现的改进有多好进行分类,有必要知道最大可实现值。不幸的是,就其他特征太阳能电池参数而言,没有明确的${textit{FF}}$表达式。由于这个原因,Green的经验${textit{FF}}_{0}$关系被广泛用于预测给定${V}_{text{OC}}$。为了评估格林关系在多大程度上是最近获得的值的良好近似,我们研究了${textit{FF}}$–${V}_{text{OC}}$使用最先进的分析模型对受本征复合限制的理想无电阻单结硅太阳能电池的关系。将获得的上限与最近发布的记录值进行比较,显示所有值都保持在内在极限以下。我们提供的参数化${V}_{text{OC}}$和${textit{FF}}}$作为样品厚度w和基底掺杂剂密度的函数${N}_{text{dop}}$。
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引用次数: 0
Doped GaInAs/GaP Quantum Well Superlattice Solar Cells With 27.5% Efficiency 27.5%效率的掺杂GaInAs/GaP量子阱超晶格太阳能电池
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-13 DOI: 10.1109/JPHOTOV.2023.3309915
Ryan M. France;Myles A. Steiner
Quantum wells can extend the absorption range of a solar cell and are typically placed in the intrinsic region of the device to enable efficient carrier collection via drift. Thick intrinsic regions are needed for significant absorption in the low bandgap quantum wells, resulting in a large depletion region recombination and ultimately a solar cell with a low fill factor (FF). However, in quantum well superlattice solar cells where tunneling plays a dominant role in carrier transport, collection by carrier diffusion may be possible, relieving the requirement for quantum wells to be placed in the intrinsic region. Here, we investigate doping in stress-balanced quantum well superlattice solar cells using thin 2 nm GaP barriers. Doping reduces J02 depletion region recombination and improves the solar cell FF up to 86.7%, but very high doping eventually reduces the carrier collection, leading to a tradeoff in efficiency. We show that the barrier thickness also plays an important role in carrier collection, and we demonstrate high efficiency 27.5% single-junction devices with a doped superlattice.
量子阱可以扩展太阳能电池的吸收范围,并且通常被放置在器件的本征区域中,以实现通过漂移的有效载流子收集。在低带隙量子阱中需要厚的本征区来进行显著吸收,从而导致大的耗尽区复合,并最终形成具有低填充因子(FF)的太阳能电池。然而,在隧穿在载流子传输中起主导作用的量子阱超晶格太阳能电池中,通过载流子扩散进行收集可能是可能的,从而减轻了将量子阱放置在本征区域的要求。在这里,我们研究了使用薄2nm GaP势垒的应力平衡量子阱超晶格太阳能电池中的掺杂。掺杂减少了J02耗尽区的复合,并将太阳能电池FF提高到86.7%,但非常高的掺杂最终减少了载流子收集,导致效率的折衷。我们证明了势垒厚度在载流子收集中也起着重要作用,并且我们证明了具有掺杂超晶格的27.5%的高效率单结器件。
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引用次数: 0
Diagonal Shadows Could Cause Arcs in Thin-Film Modules With P4 Scribes 斜影可能导致P4刻划的薄膜模组产生弧线
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-11 DOI: 10.1109/JPHOTOV.2023.3311542
Timothy J. Silverman;Ingrid R. Repins
Thin-film photovoltaic (PV) modules are often made using monolithic integration (MLI), regardless of absorber technology. MLI modules sometimes use a fourth pattern of scribe lines, P4, to divide modules into parallel substrings of cells. We simulated diagonal shadows in such modules and show that they cause a voltage difference across P4. This voltage can be enough to cause an arc across P4. An arc inside a PV module can cause burned polymers and broken glass. Such packaging failures create a risk of fire or electric shock in any PV module. These hazards go beyond the permanent loss of efficiency that vertical shadows can cause. We propose several solutions to this potential problem.
薄膜光伏(PV)模块通常使用单片集成(MLI)制造,而不考虑吸收器技术。MLI模块有时使用划线的第四图案P4将模块划分为单元的平行子串。我们模拟了这种模块中的对角阴影,并表明它们会导致P4两端的电压差。该电压可以足以在P4上引起电弧。光伏组件内部的电弧会导致聚合物燃烧和玻璃破碎。这种封装故障会在任何光伏组件中造成火灾或触电的风险。这些危险超出了垂直阴影可能造成的永久性效率损失。我们对这个潜在问题提出了几种解决方案。
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引用次数: 0
InP-Based Tunnel Junctions for Microconcentrator Photovoltaics 用于微型聚光灯光伏的InP基隧道结
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-11 DOI: 10.1109/JPHOTOV.2023.3309916
Kenneth J. Schmieder;Thomas C. Mood;Eric A. Armour;Mitchell F. Bennett;Margaret A. Stevens;Martin Diaz;Ziggy Pulwin;Matthew P. Lumb
To further improve the performance of mechanically stacked microconcentrator photovoltaic devices, we have studied high-transparency tunnel junctions for inclusion in triple junction solar cells that are fully lattice-matched to InP. These tunnel junctions are evaluated using both standalone tunnel diodes as well as full multijunction solar cells. Of particular focus herein is the p-type tunnel junction layer, which has proven challenging to integrate in multijunction solar cells with high electrical activity, a wide enough bandgap for transparency, and an abrupt doping profile. Studies include the effect of polarity, tunnel diode dopant/composition, application of a nitrogen anneal, tunnel diode growth temperature, and cladding material. Resulting InP-based triple junction devices achieved up to 370 suns-equivalent tunneling capability, which satisfies the requirements for microconcentrator photovoltaic applications in the space environment.
为了进一步提高机械堆叠的微集中器光伏器件的性能,我们研究了高透明度隧道结,用于与InP完全晶格匹配的三结太阳能电池。这些隧道结使用独立的隧道二极管和全多结太阳能电池进行评估。本文特别关注的是p型隧道结层,它已被证明在具有高电活性、足够宽的带隙用于透明和突然掺杂分布的多结太阳能电池中集成具有挑战性。研究包括极性的影响、隧道二极管掺杂剂/成分、氮退火的应用、隧道二极管生长温度和包层材料。由此产生的基于InP的三结器件实现了高达370sun的等效隧穿能力,满足了空间环境中微型聚光灯光伏应用的要求。
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引用次数: 0
Exploring Optical and Electronic Properties of 2D Lead-Free Hybrid Perovskites Based on Sn-Ge for Photovoltaic Applications 用于光伏应用的基于Sn-Ge的二维无铅混合钙钛矿的光学和电子特性探索
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-11 DOI: 10.1109/JPHOTOV.2023.3307815
Tahmineh Khademi;Tayebeh Movlarooy
2D perovskites have recently become a promising substitute for 3D structures. In 2D lead-free perovskites, unique optical and electronic properties for photoelectronic and photovoltaic applications have been observed due to the quantum confinement effect. In this study, density functional theory calculations were used to examine both the electrical and optical characteristics of lead-free, 2D compounds of (PEA)2MI4 (PEA = C6H5C2H4NH3+, M = Ge, Sn, Sn0.5Ge0.5). The results of our research have shown that (PEA)2GeI4, (PEA)2SnI4, and (PEA)2Sn0.5Ge0.5I4 have a direct bandgap of about 1.0 eV, 1.2 eV, and 1.4 eV, respectively. By adding Sn to structure (PEA)2GeI4, it was possible to notice a redshift of the absorption edge and band gap shrinking in the visible light range, which demonstrates the special optical characteristics of structure (PEA)2Sn0.5Ge0.5I4 for photovoltaic applications. It is revealed that (PEA)2Sn0.5Ge0.5I4 compound has a suitable bandgap and high optical absorption and conductivity in the visible region. In addition, low reflectivity, high absorption, high conductivity, and high dielectric constant imply that these materials have a high potential for use in photovoltaic and optoelectronic devices, including optical detectors, LED, solar cells, etc.
2D钙钛矿最近已经成为3D结构的一种很有前途的替代品。在二维无铅钙钛矿中,由于量子限制效应,已经观察到用于光电和光伏应用的独特光学和电子特性。在本研究中,使用密度泛函理论计算来检验(PEA)2MI4(PEA=C6H5C2H4NH3+,M=Ge,Sn,Sn0.5Ge0.5)的无铅2D化合物的电学和光学特性。通过在结构(PEA)2GeI4中添加Sn,可以注意到吸收边的红移和在可见光范围内的带隙收缩,这证明了结构(PEA)2Sn0.5Ge0.5I4在光伏应用中的特殊光学特性。结果表明,(PEA)2Sn0.5Ge0.5I4化合物具有合适的带隙,在可见光区域具有较高的光吸收和电导率。此外,低反射率、高吸收、高导电性和高介电常数意味着这些材料在光伏和光电子器件中具有很高的应用潜力,包括光学探测器、LED、太阳能电池等。
{"title":"Exploring Optical and Electronic Properties of 2D Lead-Free Hybrid Perovskites Based on Sn-Ge for Photovoltaic Applications","authors":"Tahmineh Khademi;Tayebeh Movlarooy","doi":"10.1109/JPHOTOV.2023.3307815","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3307815","url":null,"abstract":"2D perovskites have recently become a promising substitute for 3D structures. In 2D lead-free perovskites, unique optical and electronic properties for photoelectronic and photovoltaic applications have been observed due to the quantum confinement effect. In this study, density functional theory calculations were used to examine both the electrical and optical characteristics of lead-free, 2D compounds of (PEA)\u0000<sub>2</sub>\u0000MI\u0000<sub>4</sub>\u0000 (PEA = C\u0000<sub>6</sub>\u0000H\u0000<sub>5</sub>\u0000C\u0000<sub>2</sub>\u0000H\u0000<sub>4</sub>\u0000NH\u0000<sub>3</sub>\u0000<sup>+</sup>\u0000, M = Ge, Sn, Sn\u0000<sub>0.5</sub>\u0000Ge\u0000<sub>0.5</sub>\u0000). The results of our research have shown that (PEA)\u0000<sub>2</sub>\u0000GeI\u0000<sub>4</sub>\u0000, (PEA)\u0000<sub>2</sub>\u0000SnI\u0000<sub>4</sub>\u0000, and (PEA)\u0000<sub>2</sub>\u0000Sn\u0000<sub>0.5</sub>\u0000Ge\u0000<sub>0.5</sub>\u0000I\u0000<sub>4</sub>\u0000 have a direct bandgap of about 1.0 eV, 1.2 eV, and 1.4 eV, respectively. By adding Sn to structure (PEA)\u0000<sub>2</sub>\u0000GeI\u0000<sub>4</sub>\u0000, it was possible to notice a redshift of the absorption edge and band gap shrinking in the visible light range, which demonstrates the special optical characteristics of structure (PEA)\u0000<sub>2</sub>\u0000Sn\u0000<sub>0.5</sub>\u0000Ge\u0000<sub>0.5</sub>\u0000I\u0000<sub>4</sub>\u0000 for photovoltaic applications. It is revealed that (PEA)\u0000<sub>2</sub>\u0000Sn\u0000<sub>0.5</sub>\u0000Ge\u0000<sub>0.5</sub>\u0000I\u0000<sub>4</sub>\u0000 compound has a suitable bandgap and high optical absorption and conductivity in the visible region. In addition, low reflectivity, high absorption, high conductivity, and high dielectric constant imply that these materials have a high potential for use in photovoltaic and optoelectronic devices, including optical detectors, LED, solar cells, etc.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"873-881"},"PeriodicalIF":3.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71902907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Global Progress Toward Renewable Electricity: Tracking the Role of Solar (Version 3) 全球可再生电力发展:追踪太阳能的作用(第三版)
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-08 DOI: 10.1109/JPHOTOV.2023.3309922
Nancy M. Haegel;Sarah R. Kurtz
2022 was a milestone year for photovoltaics (PV), with cumulative installed global capacity exceeding 1 TW. PV represented 56% of newly installed global electricity generating capacity for 2022, the second year in a row that this metric exceeded 50%. The combined contributions of nonhydro renewable electricity generation (solar, wind, tidal, geothermal, and biomass) was comparable to that of hydropower for the first time in history. However, the total combination of carbon-free generation sources (hydro, nuclear, and renewables) stayed constant at ∼38% of total electricity, with the annual growth in overall generation (∼2%) balancing the large fractional growth in solar (25%) and wind (14%). Following its initial publication in 2021 with 1990–2020 data, this annual article will continue to collect information from multiple sources and present it systematically as a convenient reference for IEEE JPV readers. This year, for the first time, we present data on the growth of storage capacity. We find that growth of stationary battery storage now exceeds growth of pumped hydropower storage. That same annual investment in new stationary batteries, however, is small compared to the growth of battery storage in electric vehicles.
2022年是光伏发电具有里程碑意义的一年,全球累计装机容量超过1 TW。光伏发电占2022年全球新增装机发电容量的56%,这是该指标连续第二年超过50%。非水力可再生发电(太阳能、风能、潮汐能、地热能和生物质)的综合贡献在历史上首次与水力发电相当。然而,无碳发电来源(水电、核能和可再生能源)的总组合保持不变,占总电力的约38%,总发电量的年增长率(约2%)平衡了太阳能(25%)和风能(14%)的大部分增长。继2021年首次发表1990-2020年的数据后,这篇年度文章将继续从多个来源收集信息,并系统地将其作为IEEE JPV读者的方便参考。今年,我们首次提供了存储容量增长的数据。我们发现,现在固定式电池储能的增长超过了抽水蓄能的增长。然而,与电动汽车电池存储的增长相比,每年对新型固定电池的投资是很小的。
{"title":"Global Progress Toward Renewable Electricity: Tracking the Role of Solar (Version 3)","authors":"Nancy M. Haegel;Sarah R. Kurtz","doi":"10.1109/JPHOTOV.2023.3309922","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3309922","url":null,"abstract":"2022 was a milestone year for photovoltaics (PV), with cumulative installed global capacity exceeding 1 TW. PV represented 56% of newly installed global electricity generating capacity for 2022, the second year in a row that this metric exceeded 50%. The combined contributions of nonhydro renewable electricity generation (solar, wind, tidal, geothermal, and biomass) was comparable to that of hydropower for the first time in history. However, the total combination of carbon-free generation sources (hydro, nuclear, and renewables) stayed constant at ∼38% of total electricity, with the annual growth in overall generation (∼2%) balancing the large fractional growth in solar (25%) and wind (14%). Following its initial publication in 2021 with 1990–2020 data, this annual article will continue to collect information from multiple sources and present it systematically as a convenient reference for IEEE JPV readers. This year, for the first time, we present data on the growth of storage capacity. We find that growth of stationary battery storage now exceeds growth of pumped hydropower storage. That same annual investment in new stationary batteries, however, is small compared to the growth of battery storage in electric vehicles.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"768-776"},"PeriodicalIF":3.0,"publicationDate":"2023-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71903084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Microscopic Origins of Contact Deterioration During Annealing of Silicon Heterojunction Solar Cell Contacts 硅异质结太阳能电池触点退火过程中触点退化的微观原因
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-04 DOI: 10.1109/JPHOTOV.2023.3307822
Stefan Lange;Angelika Hähnel;Christoph Luderer;David Adner;Martin Bivour;Christian Hagendorf
Over the last years, the dominating charge carrier transport barrier in silicon heterojunction (SHJ) solar cells could be boiled down to the contact of the indium–tin oxide (ITO) to the doped amorphous silicon (a-Si) layer. The formation of a parasitic oxide at this junction was hypothesized to act as a source for contact deterioration after annealing. However, no experimental proof could be obtained so far. In this contribution, we simultaneously investigate the contact resistivity and nanoscopic structure of the electron contact of a SHJ solar cell in the annealing temperature range between 140 $^circ text{C}$ and 240 $^circ text{C}$. For this purpose, micro transfer length measurements, time-of-flight secondary ion mass spectrometry, and electron–energy loss spectroscopy as well as energy-dispersive X-ray spectroscopy in a (scanning) transmission electron microscope are applied. A minimum contact resistivity of around 120 $text{m}Omega {text{cm}^{2}}$ is obtained at 160 $^circ text{C}$. At higher temperatures, the contact resistivities increase rapidly. This contact degradation correlates with the thickening of a parasitic silicon oxide layer found at the ITO/a-Si junction and an increase in Si oxidation state within this interlayer. Additionally, Ag from the metallization diffuses into the Si, which may induce deep acceptor trap states. Furthermore, a TiO${}_{text{x}}$ layer with ${text{x}}sim {1}$ is proven between ITO and the AgPdTi metallization, which does not impair the current transport.
在过去的几年里,硅异质结(SHJ)太阳能电池中主要的电荷载流子传输势垒可以归结为铟锡氧化物(ITO)与掺杂的非晶硅(a-Si)层的接触。假设在该结处形成寄生氧化物作为退火后接触劣化的源。然而,到目前为止还没有实验证据。在这篇文章中,我们同时研究了在140$^cirtext{C}$和240$^ccirctext{C}$之间的退火温度范围内,SHJ太阳能电池的电子接触的接触电阻率和纳米结构。为此,在(扫描)透射电子显微镜中应用了微转移长度测量、飞行时间二次离子质谱、电子能量损失光谱以及能量色散X射线光谱。在160$^circtext{C}$下获得约120$text{m}Omega的最小接触电阻率。在较高的温度下,接触电阻率迅速增加。这种接触退化与在ITO/a-Si结处发现的寄生氧化硅层的增厚以及该中间层内Si氧化态的增加相关。此外,来自金属化的Ag扩散到Si中,这可能引起深受主陷阱态。此外,在ITO和AgPdTi金属化之间证明了具有${text{x}}sim{1}$的TiO${}_{ttext{x}}$层,这不会损害电流传输。
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引用次数: 1
Comparative Evaluation of Solar Power Smoothing Techniques Considering Battery Degradation 考虑电池退化的太阳能平滑技术的比较评价
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-01 DOI: 10.1109/JPHOTOV.2023.3308259
Angelos I. Nousdilis;Georgios C. Kryonidis;Theofilos A. Papadopoulos
The intermittent and volatile nature of renewable energy sources (RESs) has introduced new technical challenges that affect the secure and reliable grid operation. These challenges can be tackled at the RES level by reducing power fluctuations with the use of power smoothing (PS) techniques. Several PS methods have been proposed in the literature to smooth RES output exploiting battery energy storage systems (BESSs). However, a comprehensive comparative evaluation of PS methods is missing. Moreover, the effect of the long-term PS operation on the BESS life is usually ignored in such analyses. This article proposes a methodology for the systematic evaluation of well-established PS techniques, comparing their effectiveness on the PS of photovoltaic output based on various signal metrics. In addition, an accurate aging model for lithium-ion batteries is employed to investigate the impact of PS on the BESS lifetime, highlighting the main parameters that influence capacity degradation.
可再生能源的间歇性和波动性带来了新的技术挑战,影响了电网的安全可靠运行。通过使用功率平滑(PS)技术减少功率波动,可以在RES级别解决这些挑战。文献中提出了几种利用电池储能系统(BESS)平滑RES输出的PS方法。然而,缺少对PS方法的全面比较评估。此外,在这种分析中,长期PS操作对BESS寿命的影响通常被忽略。本文提出了一种系统评估已建立的PS技术的方法,基于各种信号度量比较它们对光伏输出PS的有效性。此外,还采用了一个准确的锂离子电池老化模型来研究PS对BESS寿命的影响,强调了影响容量退化的主要参数。
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引用次数: 0
Development of a Fault Detection and Localization Algorithm for Photovoltaic Systems 光伏系统故障检测与定位算法研究
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-08-31 DOI: 10.1109/JPHOTOV.2023.3306073
Qing Xiong;Angelo L. Gattozzi;Xianyong Feng;Charles E. Penney;Chen Zhang;Shengchang Ji;Shannon M. Strank;Robert E. Hebner
Photovoltaic systems provide electrical power with reduced emissions at competitive costs compared to legacy systems. A low or medium voltage dc distribution system is usually used for solar integration. In dc systems, parallel and series arc faults are a safety concern. Thus, reliable and timely detection and mitigation of arc faults are critical. DC arc detection methods typically use time or frequency spectrum variations of the circuit current or voltage to differentiate the arcing event from other system events. Since practical systems include power electronics and maximum-power-point tracking, any detection scheme must perform robustly in the electrical environment that these components establish in the dc power system. A capacitor placed in parallel with the main system is an effective sensor for series arc fault detection and localization applicable in this complex electrical environment. This article shows that the analysis of the amplitude, polarity, and spectrum characteristics of the capacitor current and voltage resulting from perturbations caused by the arc provides an effective method to identify and localize faults. The detection accuracy of the proposed approach is 98.3% and the localization accuracy rate is 100% for the correctly detected faults.
与传统系统相比,光伏系统以具有竞争力的成本提供具有减少排放的电力。低压或中压直流配电系统通常用于太阳能集成。在直流系统中,并联和串联电弧故障是一个安全问题。因此,可靠、及时地检测和缓解电弧故障至关重要。DC电弧检测方法通常使用电路电流或电压的时间或频谱变化来将电弧事件与其他系统事件区分开来。由于实际系统包括电力电子和最大功率点跟踪,任何检测方案都必须在直流电力系统中这些组件建立的电气环境中稳健地执行。与主系统并联放置的电容器是适用于这种复杂电气环境的串联电弧故障检测和定位的有效传感器。本文表明,分析电弧扰动引起的电容器电流和电压的振幅、极性和频谱特性,为识别和定位故障提供了一种有效的方法。对于正确检测到的故障,该方法的检测准确率为98.3%,定位准确率为100%。
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引用次数: 0
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IEEE Journal of Photovoltaics
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