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Model for contact formation of novel TeO2 containing Pb-free silver paste on n+ and p+ doped crystalline silicon 新型含TeO2无铅银浆料在n+和p+掺杂晶体硅上的接触形成模型
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2022034
F. Geml, Benjamin Gapp, Simon R. Johnson, P. Sutton, A. Goode, Jonathan Booth, H. Plagwitz, G. Hahn
Silver (Ag) pastes are widely used in the global market for most solar cell architectures. Thereby, lead (Pb) is no longer wanted in productions for environmental reasons. In this work, a model for the contact formation between Pb-free, tellurium oxide (TeO2) containing screen-printable Ag pastes and silicon is presented. It is shown that Te plays a key role in this model. Te is not only an important part in etching the surface passivation layers with TeO2 dissolving the dielectric layer but also for a formation of the contacts with Te forming a compound consisting of Ag2Te. Using EDX mapping, local contact regions can be examined and interpreted for contact formation. The used paste system enables far more flexible paste mixturing leading to a novel developed commercial paste which is on a par with other pastes used in industry concerning the resulting contact properties. This is also demonstrated in this work by the very low contact resistivity of less than 1 mΩcm2 over a wide range of firing peak temperatures. It is additionally shown that good resistivities can be achieved on both n+- and p+-doped regions.
银(Ag)浆料在全球市场上广泛应用于大多数太阳能电池结构。因此,出于环境原因,铅(Pb)不再需要在生产中使用。在这项工作中,提出了一种无铅、含TeO2的可丝网印刷银糊与硅之间的接触形成模型。结果表明,Te在该模型中起着关键作用。Te不仅在TeO2溶解介电层蚀刻表面钝化层中起重要作用,而且在与Te形成接触形成由Ag2Te组成的化合物中起重要作用。使用EDX映射,可以检查和解释局部接触区域以形成接触。所使用的膏体系统能够实现更灵活的膏体混合,从而产生一种新型开发的商业膏体,其与工业中使用的其他膏体在接触性能方面相当。这一点在本研究中也得到了证明,在很宽的燃烧峰值温度范围内,接触电阻率非常低,小于1 mΩcm2。另外还表明,在n+和p+掺杂区域都可以获得良好的电阻率。
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引用次数: 0
Reverse-bias behaviour of thin-film solar cells: effects of measurement-induced heating 薄膜太阳能电池的反偏置行为:测量引起的加热效应
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2023008
S. Heise, A. Komilov, M. Richter, B. Pieters, A. Gerber, Janet Neerken
When a solar cell is subjected to a negative voltage bias, it locally heats up due to the deposited electrical power. Therefore, every investigation of cell characteristics in the negative voltage regime faces the challenge that the measurement itself changes the state of the cell in a way that is difficult to quantify: On the one hand, the reverse breakdown is known to be strongly temperature dependent. On the other hand, negative voltages lead to metastable device changes which are also very sensitive to temperature. In the current study, we introduce a new approach to suppress this measurement-induced heating by inserting time delays between individual voltage pulses when measuring. As a sample system we use thin-film solar cells based on Cu(In,Ga)Se2 (CIGS) absorber layers. First we verify that with this approach the measurement-induced heating is largely reduced. This allows us to then analyse the impact of the heating on two characteristics of the cells: (i) the reverse breakdown behaviour and (ii) reverse-bias-induced metastable device changes. The results show that minimising the measurement-induced heating leads to a significant increase of the breakdown voltage and effectively slows down the metastable dynamics. Regarding the reverse breakdown, the fundamental tunneling mechanisms that are believed to drive the breakdown remain qualitatively unchanged, but the heating affects the quantitative values extracted for the associated energy barriers. Regarding the reverse-bias metastability, the experimental data reveal that there are two responsible mechanisms that react differently to the heating: Apart from a charge redistribution at the front interface due to the amphoteric (VSe–VCu) divacancy complex, the modification of a transport barrier is observed which might be caused by ion migration towards the back interface. The findings in this study demonstrate that local sample heating due to reverse-bias measurements can have a notable impact on device behaviour which needs to be kept in mind when developing models of the underlying physical processes.
当太阳能电池受到负电压偏置时,由于沉积的电力,它在局部加热。因此,对负电压状态下电池特性的每一次研究都面临着这样的挑战:测量本身会以一种难以量化的方式改变电池的状态:一方面,已知反向击穿强烈依赖于温度。另一方面,负电压导致亚稳态器件变化,这对温度也非常敏感。在目前的研究中,我们引入了一种新的方法来抑制这种测量引起的加热,即在测量时在单个电压脉冲之间插入时间延迟。作为样品系统,我们使用了基于Cu(In,Ga)Se2 (CIGS)吸收层的薄膜太阳能电池。首先,我们验证了这种方法在很大程度上减少了测量引起的加热。这使我们能够分析加热对电池两个特性的影响:(i)反向击穿行为和(ii)反向偏置诱导的亚稳器件变化。结果表明,减小测量引起的加热会导致击穿电压的显著增加,并有效地减缓亚稳动力学。对于反向击穿,被认为驱动击穿的基本隧道机制在质量上保持不变,但加热影响了从相关能垒提取的定量值。对于反偏置亚稳性,实验数据表明,除了两性(VSe-VCu)价差配合物在前界面引起电荷重分布外,还观察到离子向后界面迁移引起的输运势垒的改变。本研究的发现表明,由于反向偏置测量引起的局部样品加热会对设备行为产生显着影响,在开发潜在物理过程模型时需要牢记这一点。
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引用次数: 0
Performance of PV array configurations under dynamic partial shadings 动态部分遮阳下光伏阵列配置性能研究
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2023012
Chuanyong Shao, A. Migan-Dubois, D. Diallo
The partial shading effect (PSE) is responsible for most power losses in a photovoltaic (PV) system. By modifying the interconnections between PV modules, called PV array reconfiguration, it is possible to improve the power output under partial shading conditions (PSCs). Compared to research on static PSCs, the impact of dynamic PSCs on PV arrays is rarely mentioned, although it deserves to be studied. This paper studies the dynamic PSE on four traditional PV configurations and two reconfiguration techniques based on a 5 × 5 PV array. The four traditional PV configurations are Series-Parallel (SP), Bridge-Link, Honey-Comb, and Total-Cross-Tied (TCT). The two reconfiguration techniques are SuDoKu (SDK) representing Physical Array Reconfiguration (PAR) and Electrical Array Reconfiguration (EAR). The dynamic PSCs are simplified to three types based on the varying orientation: horizontal, vertical, and diagonal. Simulations are carried out with Matlab & Simulink. The performance comparison for the four traditional PV array and two reconfiguration techniques is based on daily energy losses. The results show that four traditional PV configurations techniques, in all PSCs' scenarios, EAR has the most stable performance and the lowest energy losses. The energy losses of SP connection are the largest in all PSCs cases. Although their performance varies depending on the partial shading case, Total-Cross-Tied and SudoDKu lead to the lowest energy losses.
在光伏(PV)系统中,部分遮阳效应(PSE)是造成大部分功率损失的原因。通过修改光伏模块之间的互连,称为光伏阵列重构,可以改善部分遮阳条件下的功率输出。与静态PSCs的研究相比,动态PSCs对光伏阵列的影响很少被提及,但值得研究。本文研究了基于5 × 5光伏阵列的四种传统光伏配置和两种重构技术的动态PSE。传统的四种光伏配置是:SP(串并联)、桥接、蜂窝和TCT(全交叉连接)。这两种重新配置技术是代表物理阵列重新配置(PAR)和电子阵列重新配置(EAR)的数独(SDK)。根据不同的方向,将动态psc简化为三种类型:水平、垂直和对角。利用Matlab和Simulink进行了仿真。四种传统光伏阵列和两种重构技术的性能比较是基于日能量损失的。结果表明,在四种传统光伏配置技术中,EAR在所有PSCs场景下的性能最稳定,能量损失最低。SP连接的能量损失是所有PSCs中最大的。虽然它们的性能因部分遮阳情况而异,但Total-Cross-Tied和数独导致的能量损失最低。
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引用次数: 0
Effect of the cooling rate on encapsulant's crystallinity and optical properties, and photovoltaic modules' lifetime 冷却速率对封装剂结晶度、光学性能及光伏组件寿命的影响
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2022028
Vincent Meslier, B. Chambion, Amandine Boulanger, Ichrak Rahmoun, F. Chabuel, T. Béjat
Since the renewable energy thrive, performances and lifetime of photovoltaic (PV) modules have been one of the big international concern. The mechanical bonding between the different components and the materials' choice can significantly improve both performances and lifetime of PV modules. The manufacturing process plays also a significant part in the modules lifetime [G. Oreski, B. Ottersböck, A. Omazic, Degradation Processes and Mechanisms of Encapsulants, in Durability and Reliability of Polymers and Other Materials in Photovoltaic Modules (Elsevier, 2019), pp. 135–152]. This work deals with the controlled cooling part of the manufacturing process. The aim is to characterize its influence on an encapsulant properties, and its influences on modules degradation. This work is a part of improving both performances and lifetime of PV modules. First, the work focuses on describing the real temperature seen by a thermoplastic polyolefin encapsulant during the lamination process. A multi-chamber R&D laminator is used and studied in order to better know the industrial equipment. Results show that the cooling process reduces the time to cool down by a factor of ∼5 compared to natural air convection. Secondly, the material's micro-structure is analysed by Differential Scanning Calorimetry (DSC). The impact of the process is quantified. It does have an influence on the encapsulant crystallites' size distribution without modifying the total crystallinity. Thirdly, the impact of the cooling process on optical properties is investigated. Using spectrophotometry and haze-metry optical characterization, coupled with a known light spectrum, the light intensity coming out from the material is analysed. Results show that the cooling process does not have any influence on transmittance nor reflectance. However, a 34% reduction in the haze factor is recorded when using the industrial laminator cooling process. Fourthly, mechanical bond strength between glass and encapsulant is characterized over ageing. Normalized 10 mm width strips are used to estimate the bond strength. It demonstrates that applying pressure during cooling does not influence the bond strength between glass and encapsulant after 1000 h of damp heat ageing. Finally, impact of the cooling process over ageing on PV modules is discussed. Two accelerating ageing methods, 300 Thermal Cycles and 1000 h damp heat, are used to speed up ageing processes. The electrical components of the PV modules are analysed and used to assess the modules' degradation. Modules manufactured with the cooling process are more sensitive to damp heat after 500 h than modules cooled by natural convection. No significant differences were found in thermal cycling ageing.
随着可再生能源的蓬勃发展,光伏组件的性能和寿命一直是国际上关注的热点之一。不同组件之间的机械粘合和材料的选择可以显著提高光伏组件的性能和寿命。制造工艺在模块寿命中也起着重要作用[G]。Oreski, B. Ottersböck, A. Omazic,封装剂的降解过程和机制,光伏组件中聚合物和其他材料的耐久性和可靠性(Elsevier, 2019), pp. 135-152]。这项工作涉及制造过程中的受控冷却部分。目的是表征其对封装剂性能的影响,以及其对模块降解的影响。这项工作是提高光伏组件性能和寿命的一部分。首先,这项工作的重点是描述热塑性聚烯烃封装剂在层压过程中所看到的真实温度。为了更好地了解工业设备,对多腔室研发层压机进行了应用和研究。结果表明,与自然空气对流相比,冷却过程将冷却时间减少了约5倍。其次,用差示扫描量热法(DSC)分析了材料的微观结构。过程的影响是量化的。在不改变总结晶度的情况下,对包封剂晶粒尺寸分布有影响。第三,研究了冷却过程对光学性能的影响。利用分光光度法和雾度法光学表征,结合已知的光谱,分析了从材料中发出的光强。结果表明,冷却过程对透光率和反射率没有影响。然而,当使用工业层压机冷却过程时,雾霾系数降低了34%。第四,玻璃与密封剂之间的机械粘接强度具有过老化的特点。标准化的10毫米宽度的条带被用来估计粘合强度。结果表明,在冷却过程中施加压力,在湿热老化1000 h后,不会影响玻璃与密封剂之间的粘结强度。最后,讨论了冷却过程对光伏组件老化的影响。两种加速老化方法,300热循环和1000小时湿热,用于加速老化过程。对光伏组件的电气组件进行了分析,并用于评估组件的退化。采用冷却工艺生产的组件对500h后的湿热比采用自然对流冷却的组件更敏感。热循环老化无显著差异。
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引用次数: 0
A direct measure of positive feedback loop-gain due to reverse bias damage in thin-film solar cells using lock-in thermography 利用锁定热成像技术直接测量薄膜太阳能电池中反向偏压损伤引起的正反馈环路增益
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2022030
Suheir Nofal, B. Pieters, M. Hülsbeck, C. Zahren, A. Gerber, U. Rau
In this work, we present a method to study thermal runaway effects in thin-film solar cells. Partial shading of solar cells often leads to permanent damage to shaded cells and degrades the performance of solar modules over time. Under partial shading, the shaded cells may experience a reverse bias junction breakdown. In large-area devices such as solar cells, this junction breakdown tends to take place very locally, thus leading to very local heating and so-called “hot-spots”. Previously, it was shown that a positive feedback effect exists in Cu(In,Ga)Se2 (CIGS) thin-film solar cells, where a highly localized power dissipation is amplified, which may lead to an unstable thermal runaway process. Furthermore, we introduced a novel characterization technique, laser induced Hot-Spot Lock-In Thermography (HS-LIT), which visualizes the positive feedback effect. In this paper, we present a modified HS-LIT technique that allows us to quantify directly a loop-gain for hot-spot formation. By quantifying the loop-gain we obtain a direct measure of how unstable a local hot-spot is, which allows the non-destructive study of hot-spot formation under various conditions and in various cells and cell types. We discuss the modified HS-LIT setup for the direct measurement of the loop-gain. Furthermore, we demonstrate the new method by measuring the loop-gain of the thermal runaway effect in a CIGS solar cell as a function of reverse bias voltage.
在这项工作中,我们提出了一种研究薄膜太阳能电池热失控效应的方法。太阳能电池的部分遮阳通常会导致遮阳电池的永久性损坏,并随着时间的推移降低太阳能组件的性能。在部分遮阳下,遮阳的电池可能会经历反向偏置结击穿。在像太阳能电池这样的大面积设备中,这种结击穿往往发生在非常局部的地方,从而导致非常局部的加热和所谓的“热点”。此前研究表明,Cu(in,Ga)Se2 (CIGS)薄膜太阳能电池存在正反馈效应,其高度局域化的功耗被放大,可能导致不稳定的热失控过程。此外,我们介绍了一种新的表征技术,激光诱导热点锁定热成像(HS-LIT),它可以可视化正反馈效应。在本文中,我们提出了一种改进的HS-LIT技术,使我们能够直接量化热点形成的环路增益。通过量化环路增益,我们可以直接测量局部热点的不稳定性,从而可以在各种条件下和各种细胞和细胞类型中对热点形成进行非破坏性研究。我们讨论了用于直接测量环路增益的改进HS-LIT设置。此外,我们通过测量CIGS太阳能电池中热失控效应的环路增益作为反向偏置电压的函数来证明新方法。
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引用次数: 1
Energy performance of commercial c-Si PV modules in accordance with IEC 61853-1, -2 and impact on the annual specific yield 符合IEC 61853-1、-2的商用c-Si光伏组件的能源性能及其对年比产率的影响
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2022032
C. Monokroussos, Yating Zhang, Eleanor W. Lee, Frank Xu, Allen Zhou, Yichi Zhang, W. Herrmann
As energy yields of photovoltaic modules are highly related to local climate and ambient conditions, it is necessary to assess the energy-yield performance of PV modules under various operating conditions. This work compares commercial crystalline silicon (c-Si) based PV modules (including mono c-Si Al BSF, mono c-Si PERC, multi-crystalline (mc-Si) Al BSF, and n-type c-Si solar cells) sampled from 27 PV module manufacturers located in the Asia-Pacific region between 2016 and 2022. Several test items were compared including: (i) light-induced degradation (LID), (ii) irradiance-temperature-efficiency (GTE) matrix, (iii) angular response and (iv) temperature coefficients, which are correspondingly performed according to IEC 61215-1, -1-1, -2 and IEC 61853-1, -2. The coefficient of variation (CoV) was calculated to express the module-to-module differences within similar technology types. Benefiting from the technological innovation of c-Si based PV modules, emerging PV modules feature better performance in some extreme ambient conditions, such as low irradiance, high ambient temperature, and high ratio of diffuse irradiance. The analysis of CoV indicates that the difference of irradiance-dependent and thermal behavior between modules within the same technology may exceed the differences between different technologies. Using synthetic hourly meteorological data of 5 sites from MeteoNorm in PVsyst, the annual specific yield of four technology groups of PV modules were simulated and compared. Overall, it is shown that the maximum differences as large as 7.34% in terms of PV module's specific yield are expected within same PV technology, which exceeds the maximum difference of 2.16% obtained for specific yields of different PV technologies.
由于光伏组件的产能与当地气候和环境条件密切相关,因此有必要对光伏组件在各种运行条件下的产能性能进行评估。本研究比较了2016年至2022年间亚太地区27家光伏组件制造商的商用晶体硅(c-Si)光伏组件(包括单c-Si Al BSF、单c-Si PERC、多晶(mc-Si) Al BSF和n型c-Si太阳能电池)。比较了几个测试项目,包括:(i)光致降解(LID), (ii)辐照-温度效率(GTE)矩阵,(iii)角响应和(iv)温度系数,分别根据IEC 61215-1, -1-1, -2和IEC 61853-1, -2进行了相应的测试。计算变异系数(CoV)来表达相似技术类型中模块间的差异。得益于碳硅基光伏组件的技术创新,新兴光伏组件在一些极端环境条件下,如低辐照度、高环境温度和高漫射辐照度比,具有更好的性能。CoV分析表明,同一技术模块之间的辐照依赖和热行为差异可能超过不同技术之间的差异。利用MeteoNorm在PVsyst中5个站点的逐时综合气象资料,对4组光伏组件的年比产进行了模拟和比较。总体而言,在同一光伏技术下,光伏组件比产率的最大差异可达7.34%,超过了不同光伏技术比产率的最大差异2.16%。
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引用次数: 1
Advanced UV-fluorescence image analysis for early detection of PV-power degradation 先进的紫外荧光图像分析,用于早期检测光伏功率退化
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2023001
L. Neumaier, G. Eder, Yuliya Voronko, K. Berger, G. Ujvari, K. Knöbl
Reliability and durability of photovoltaic modules are a key factor for the development of emerging PV markets worldwide. Reliability is directly dependent on the chemical and physical stability of the polymeric encapsulation materials. One method capable of detecting ageing effects of the polymeric encapsulant directly on-site is UltraViolet Fluorescence (UVF) imaging. This work deals with advanced imaging analysis of UVF images and the subsequent correlation to electrical parameters of PV modules, which were exposed to climate-specific, long-term, accelerated aging procedures. For establishing a correlation, a so called UVF area ratio was established, resulting from the typical fluorescence patterns of the encapsulant material, which arise due to stress impact (e.g., water vapor ingress, elevated temperature, irradiation) and aging/degradation processes. Results of the data analysis show a clear correlation of the UVF area ratios and the electrical parameters with increasing aging time. In particular, the relationship between power and series resistance could be confirmed by extensive long-term test series with different climate-specific aging processes. Assuming the same type of polymeric encapsulation and backsheet and a comparable climate, determining the UVF area ratio can be used to estimate the service life and electrical power dissipation of each module installed in a PV array.
光伏组件的可靠性和耐用性是全球新兴光伏市场发展的关键因素。可靠性直接取决于聚合物封装材料的化学和物理稳定性。一种能够直接现场检测聚合物封装剂老化效应的方法是紫外荧光(UVF)成像。这项工作涉及UVF图像的高级成像分析以及随后与光伏组件电气参数的相关性,这些组件暴露于特定气候,长期,加速老化程序中。为了建立相关性,建立了所谓的UVF面积比,这是由封装材料的典型荧光模式产生的,这种荧光模式是由于应力影响(例如,水蒸气进入、温度升高、辐照)和老化/降解过程引起的。数据分析结果表明,随着老化时间的增加,UVF面积比和电学参数有明显的相关性。特别是,功率与串联电阻之间的关系可以通过不同气候老化过程的大量长期试验系列来确定。假设相同类型的聚合物封装和背板以及类似的气候,确定UVF面积比可用于估计PV阵列中安装的每个模块的使用寿命和功耗。
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引用次数: 2
Evaluating the effects of photovoltaic module heating during electroluminescence inspection 电致发光检测中光伏组件加热的效果评估
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2023002
Lukas Koester, Emanuel Vallarella, A. Louwen, S. Lindig, D. Moser
The application of electroluminescence imaging of photovoltaic modules increased in the last years, due to the reliable and detailed identification of degradation and failures. In future plants the time-consuming connection of power supplies could be overcome by use of inverters with bi-directional functionality, allowing backpowering of connected module strings directly. Temperature influences the open-circuit voltage of photovoltaic modules and must therefore be considered during backpowering. This work investigates the heating due to backpowering of photovoltaic modules of different types during electroluminescence inspection. The temperature increase until saturation is estimated by energy balance calculations and experimentally verified to be around 20 °C, with resulting voltage drops of up to 3 V. Further, these changes have an effect on the recorded luminescence intensity: a decrease of the electroluminescence signal intensity between beginning of backpowering and reaching saturation temperature is shown. For application of the results to a real-world scenario, the electroluminescence window of an electroluminescence-ready inverter is introduced, giving the boundaries of current and voltage that can be supplied. Combined with a simulation of the dark current–voltage curves of a connected photovoltaic module string, the electroluminescence inspection possibilities are visualized. Finally, the applicability of this heating phenomenon for snow melting is discussed.
电致发光成像在光伏组件上的应用近年来有所增加,因为它可以可靠而详细地识别退化和故障。在未来的工厂中,使用具有双向功能的逆变器可以克服耗时的电源连接,允许直接对连接的模块串进行反向供电。温度会影响光伏组件的开路电压,因此在回电时必须考虑温度。本文研究了不同类型光伏组件在电致发光检测过程中因回电而产生的发热问题。通过能量平衡计算和实验验证,温度升高到饱和时约为20°C,产生的电压降高达3 V。此外,这些变化对记录的发光强度也有影响:电致发光信号强度在回电开始和达到饱和温度之间有所下降。为了将结果应用于实际场景,介绍了电致发光逆变器的电致发光窗口,给出了可以提供的电流和电压的边界。结合对连接的光伏组件串的暗电流-电压曲线的模拟,可视化了电致发光检测的可能性。最后,讨论了该加热现象在融雪过程中的适用性。
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引用次数: 0
Snapshot of Photovoltaics − May 2023 光伏快照−2023年5月
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2023016
A. Jäger-Waldau
In 2022 the cumulative installed photovoltaic electricity generation capacity increased to over 1 TW, 10 years after it reached the 100 GW level in 2012. In 2022, overall investment in renewable energy has increased by 16% to USD 499 billion compared to USD 953 billion for fossil fuels, which saw an increase of 6%. Investments in solar photovoltaics accounted for USD 301.5 billion or 60% of the renewable energy investments. The annual installations of solar photovoltaic electricity generation systems increased by about 40% to over 230 GWp in 2022. Compared to 2021, the number of countries which installed 1 GWp/year or more has increased by almost 80% to 32. Despite the increase in hardware costs for solar photovoltaic systems and battery storage, both markets had a strong growth, driven by the soaring energy prices in 2022. The increase of the levelised costs for solar photovoltaic electricity was well below the increase of electricity generated with fossil fuels. The electrification of heating, transport and industry will create additional demand for renewable electricity, including solar, if we want to stay on track for not more than 1.5 °C global temperature increase.
到2022年,光伏发电累计装机容量将超过1太瓦,距离2012年达到100吉瓦水平已有10年。2022年,可再生能源投资总额增长16%,达到4990亿美元,而化石燃料投资总额为9530亿美元,增长6%。太阳能光伏投资为3015亿美元,占可再生能源投资的60%。到2022年,太阳能光伏发电系统的年安装量将增加约40%,超过230gwp。与2021年相比,每年安装1 GWp或以上的国家数量增加了近80%,达到32个。尽管太阳能光伏系统和电池存储的硬件成本有所增加,但在2022年能源价格飙升的推动下,这两个市场都实现了强劲增长。太阳能光伏发电平准化成本的增长远低于化石燃料发电的增长。如果我们想保持全球气温上升不超过1.5°C的目标,供暖、运输和工业的电气化将创造对包括太阳能在内的可再生电力的额外需求。
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引用次数: 6
A self-consistent hybrid model connects empirical and optical models for fast, non-destructive inline characterization of thin, porous silicon layers 一个自一致的混合模型连接经验和光学模型快速,非破坏性的在线表征薄,多孔硅层
IF 2.5 Q3 PHYSICS, APPLIED Pub Date : 2023-01-01 DOI: 10.1051/epjpv/2022035
Alexandra Wörnhör, M. Demant, H. Vahlman, S. Rein
Epitaxially-grown wafers on top of sintered porous silicon are a material-efficient wafer production process, that is now being launched into mass production. This production process makes the material-expensive sawing procedure obsolete since the wafer can be easily detached from its seed substrate. With high-throughput inline production processes, fast and reliable evaluation processes are crucial. The quality of the porous layers plays an important role regarding a successful detachment. Therefore, we present a fast and non-destructive investigation algorithm of thin, porous silicon layers. We predict the layer parameters directly from inline reflectance data by using a convolutional neural network (CNN), which is inspired by a comprehensive optical modelling approach from literature. There, a numerical fitting approach on reflection curves calculated with a physical model is performed. By adding the physical model to the CNN, we create a hybrid model, that not only predicts layer parameters, but also recalculates reflection curves. This allows a consistency check for a self-supervised network optimization. Evaluation on experimental data shows a high similarity with Scanning Electron Microscopy (SEM) measurements. Since parallel computation is possible with the CNN, 30.000 samples can be evaluated in roughly 100 ms.
在烧结多孔硅上外延生长晶圆是一种材料高效的晶圆生产工艺,目前正投入大规模生产。这种生产过程使得材料昂贵的锯切过程过时,因为晶圆片可以很容易地从它的种子基板上分离出来。在高通量的在线生产过程中,快速可靠的评估过程至关重要。多孔层的质量对成功剥离起着重要的作用。因此,我们提出了一种快速、无损的薄多孔硅层检测算法。我们使用卷积神经网络(CNN)直接从内联反射率数据预测层参数,这是受到文献中综合光学建模方法的启发。在此基础上,对物理模型计算的反射曲线进行了数值拟合。通过将物理模型添加到CNN中,我们创建了一个混合模型,该模型不仅可以预测层参数,还可以重新计算反射曲线。这允许对自监督网络优化进行一致性检查。实验数据与扫描电子显微镜(SEM)测量结果高度相似。由于CNN可以进行并行计算,因此可以在大约100毫秒内评估30,000个样本。
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引用次数: 1
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EPJ Photovoltaics
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