首页 > 最新文献

IEEE Journal of Photovoltaics最新文献

英文 中文
Understanding and Benchmarking Ground Reflectors for Bifacial Photovoltaic Yield Enhancement 了解和评估地面反射器,提高双面光伏发电量
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-10-04 DOI: 10.1109/JPHOTOV.2023.3319592
Shweta S Pal;Frank H C van Loenhout;Jelle Westerhof;Rebecca Saive
Bifacial modules combined with optimally positioned ground reflectors (albedo) can boost photovoltaic (PV) yield. Yet, a rigorous understanding and benchmarking of the reflector performance is missing, which leads to errors in power yield and economic estimates, thus hampering PV market penetration. Here, we address this impediment by establishing an experimentally validated reverse ray tracing (RRT) approach, combined with empirically derived parameters. First, we determine the spectro-angular reflection of a wide class of ground reflectors (diffuse, glossy, and specular). These parameters were fed into our RRT software, that simulated the PV yield, which was then experimentally validated with a model PV system. The validated framework enables determining an upper limit to PV yield enhancement and current mismatch within modules exposed to different kinds of reflectors. Our approach helps assessing already-existing natural and exotic reflectors, and inspire novel reflectors for enhanced PV yield and economic benefits.
双面组件与最佳位置的地面反射器(反照率)相结合,可提高光伏发电量。然而,由于缺乏对反射器性能的严格了解和基准测试,导致发电量和经济估算出现误差,从而阻碍了光伏市场的普及。在此,我们通过建立一种经过实验验证的反向光线追踪 (RRT) 方法,并结合根据经验得出的参数,来解决这一障碍。首先,我们确定了多种地面反射器(漫反射、光面反射和镜面反射)的光谱角反射。这些参数被输入到我们的 RRT 软件中,该软件模拟了光伏发电量,然后用一个模型光伏系统进行了实验验证。经过验证的框架能够确定光伏发电量提高的上限,以及暴露在不同类型反射镜下的组件内的电流失配。我们的方法有助于评估现有的天然和外来反射器,并启发新型反射器以提高光伏发电量和经济效益。
{"title":"Understanding and Benchmarking Ground Reflectors for Bifacial Photovoltaic Yield Enhancement","authors":"Shweta S Pal;Frank H C van Loenhout;Jelle Westerhof;Rebecca Saive","doi":"10.1109/JPHOTOV.2023.3319592","DOIUrl":"10.1109/JPHOTOV.2023.3319592","url":null,"abstract":"Bifacial modules combined with optimally positioned ground reflectors (albedo) can boost photovoltaic (PV) yield. Yet, a rigorous understanding and benchmarking of the reflector performance is missing, which leads to errors in power yield and economic estimates, thus hampering PV market penetration. Here, we address this impediment by establishing an experimentally validated reverse ray tracing (RRT) approach, combined with empirically derived parameters. First, we determine the spectro-angular reflection of a wide class of ground reflectors (diffuse, glossy, and specular). These parameters were fed into our RRT software, that simulated the PV yield, which was then experimentally validated with a model PV system. The validated framework enables determining an upper limit to PV yield enhancement and current mismatch within modules exposed to different kinds of reflectors. Our approach helps assessing already-existing natural and exotic reflectors, and inspire novel reflectors for enhanced PV yield and economic benefits.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"14 1","pages":"160-169"},"PeriodicalIF":3.0,"publicationDate":"2023-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10272316","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135954718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Toward the Development of an Empirical Model of Air Pollution Impact on Solar PV Output for Industry Use 开发空气污染对工业用太阳能光伏发电量影响的经验模型
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-10-03 DOI: 10.1109/JPHOTOV.2023.3317636
Haohui Liu;Yele Sun;Congyi Tan;Cyrus Ho;Lu Zhao;Anders Hove
The absence of practical models for estimating the impact of air pollution on solar output presents a challenge for forecasting of solar electricity production and creates more uncertainty for financing and insuring solar plants. While the physics of irradiance attenuation due to aerosols are well understood, complex atmospheric conditions and lack of detailed atmospheric measurement make them impractical for industry or small-scale solar users to calculate its impact on PV power generation. Simple, empirical models to quantify the overall effect from real-world observations are scarce. In this study, we make use of both the experimental approach as well as large-scale real-world observational data from more than 15 sites to empirically evaluate the impact of air pollution on PV production using only common weather parameters. We show that the impact of PM2.5 on irradiance and, hence, PV output is approximately linear at low and moderate levels of PM2.5, with a 100 μg/m3 increase corresponding to a reduction of around 15 ± 5% relative under clear sky conditions, which is broadly consistent with previous preliminary results reported from literature. This effect saturates at higher PM2.5 concentrations beyond 300 μg/m3 and is reduced at high cloud coverage. The methodology developed in this study represents a viable path towards establishing a common ground for standards. The results obtained are the most comprehensive so far in terms of breadth and depth among similar empirical studies using ground-based observations. They provide a basis for establishing a functional model for industry practitioners in the PV community.
缺乏用于估计空气污染对太阳能发电量影响的实用模型,这给太阳能发电量的预测带来了挑战,并给太阳能发电厂的融资和保险带来了更多的不确定性。虽然人们对气溶胶引起的辐照度衰减的物理原理很了解,但复杂的大气条件和缺乏详细的大气测量使工业或小型太阳能用户无法计算其对光伏发电的影响。很少有简单的实证模型来量化真实世界观察的总体效果。在这项研究中,我们利用实验方法和来自15多个地点的大规模真实世界观测数据,仅使用常见的天气参数,实证评估空气污染对光伏发电的影响。我们发现,PM2.5对辐照度的影响,因此,在PM2.5的低水平和中等水平下,光伏输出大致呈线性,在晴朗的天空条件下,增加100微克/立方米,相对减少约15±5%,这与之前文献报道的初步结果大致一致。这种影响在PM2.5浓度超过300微克/立方米时饱和,在云层覆盖率高时减弱。本研究中制定的方法为建立标准的共同基础提供了一条可行的途径。就广度和深度而言,所获得的结果是迄今为止使用地面观测进行的类似实证研究中最全面的。它们为光伏行业从业者建立功能模型提供了基础。
{"title":"Toward the Development of an Empirical Model of Air Pollution Impact on Solar PV Output for Industry Use","authors":"Haohui Liu;Yele Sun;Congyi Tan;Cyrus Ho;Lu Zhao;Anders Hove","doi":"10.1109/JPHOTOV.2023.3317636","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3317636","url":null,"abstract":"The absence of practical models for estimating the impact of air pollution on solar output presents a challenge for forecasting of solar electricity production and creates more uncertainty for financing and insuring solar plants. While the physics of irradiance attenuation due to aerosols are well understood, complex atmospheric conditions and lack of detailed atmospheric measurement make them impractical for industry or small-scale solar users to calculate its impact on PV power generation. Simple, empirical models to quantify the overall effect from real-world observations are scarce. In this study, we make use of both the experimental approach as well as large-scale real-world observational data from more than 15 sites to empirically evaluate the impact of air pollution on PV production using only common weather parameters. We show that the impact of PM2.5 on irradiance and, hence, PV output is approximately linear at low and moderate levels of PM2.5, with a 100 μg/m\u0000<sup>3</sup>\u0000 increase corresponding to a reduction of around 15 ± 5% relative under clear sky conditions, which is broadly consistent with previous preliminary results reported from literature. This effect saturates at higher PM2.5 concentrations beyond 300 μg/m\u0000<sup>3</sup>\u0000 and is reduced at high cloud coverage. The methodology developed in this study represents a viable path towards establishing a common ground for standards. The results obtained are the most comprehensive so far in terms of breadth and depth among similar empirical studies using ground-based observations. They provide a basis for establishing a functional model for industry practitioners in the PV community.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"991-997"},"PeriodicalIF":3.0,"publicationDate":"2023-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71903008","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
Using Inverter MPPT Voltage to Detect Vegetation Shading in Solar Farms 利用逆变器MPPT电压检测太阳能电站植被遮阳
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-10-02 DOI: 10.1109/JPHOTOV.2023.3318828
Haohui Liu;Lu Zhao
Underperformances in PV solar farms pose great risks to project returns and financial health. It is important to adopt proactive asset management and O&M practices to ensure good performance. Among the various possible causes of underperformance, those due to external factors such as snow, soiling, and extraordinary shading from vegetation growth can usually be mitigated. However, there is a lack of cost effective and reliable method to detect these phenomena. In this work, we explore the possibility of utilizing inverter MPPT voltage readings available from common SCADA and monitoring systems to detect vegetation shading. It is found that vegetation shading can cause significant deviation in voltage characteristics. This includes increased discrepancy among MPPT inputs, decrease in voltage level, and excessive voltage fluctuation under clear sky. Based on these signature patterns, it is possible to design algorithms to detect vegetation growth episodes and issue performance alerts to remote operators.
光伏太阳能发电场的业绩不佳对项目回报和财务健康构成了巨大风险。采取积极主动的资产管理和运营维护实践以确保良好的业绩是很重要的。在表现不佳的各种可能原因中,由雪、泥土和植被生长造成的异常遮荫等外部因素引起的表现不佳通常可以得到缓解。然而,缺乏成本有效和可靠的方法来检测这些现象。在这项工作中,我们探索了利用常见SCADA和监测系统中的逆变器MPPT电压读数来检测植被遮荫的可能性。研究发现,植被遮荫会引起电压特性的显著偏差。这包括MPPT输入之间的差异增加、电压电平降低以及在晴朗的天空下电压波动过大。基于这些特征模式,可以设计算法来检测植被生长情况,并向远程操作员发出性能警报。
{"title":"Using Inverter MPPT Voltage to Detect Vegetation Shading in Solar Farms","authors":"Haohui Liu;Lu Zhao","doi":"10.1109/JPHOTOV.2023.3318828","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3318828","url":null,"abstract":"Underperformances in PV solar farms pose great risks to project returns and financial health. It is important to adopt proactive asset management and O&M practices to ensure good performance. Among the various possible causes of underperformance, those due to external factors such as snow, soiling, and extraordinary shading from vegetation growth can usually be mitigated. However, there is a lack of cost effective and reliable method to detect these phenomena. In this work, we explore the possibility of utilizing inverter MPPT voltage readings available from common SCADA and monitoring systems to detect vegetation shading. It is found that vegetation shading can cause significant deviation in voltage characteristics. This includes increased discrepancy among MPPT inputs, decrease in voltage level, and excessive voltage fluctuation under clear sky. Based on these signature patterns, it is possible to design algorithms to detect vegetation growth episodes and issue performance alerts to remote operators.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"979-985"},"PeriodicalIF":3.0,"publicationDate":"2023-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71903004","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
Role of Solar Photovoltaics for a Sustainable Energy System in Puerto Rico in the Context of the Entire Caribbean Featuring the Value of Offshore Floating Systems 太阳能光伏在波多黎各可持续能源系统中的作用——以海上漂浮系统的价值为特色的整个加勒比地区
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-10-02 DOI: 10.1109/JPHOTOV.2023.3319022
Christian Breyer;Ayobami Solomon Oyewo;Alejandro Kunkar;Rasul Satymov
The Caribbean and Puerto Rico are lagging in ramping renewable energy (RE) capacities. Energy system transition pathways reaching 100% RE by 2050 for Puerto Rico and the Caribbean are analyzed for all energy supplies. Islands are often limited in available land; therefore, scenario variations are considered, including offshore floating photovoltaics (PV). The results for Puerto Rico clearly indicate the enormous benefits of reaching 100% RE, as the levelized cost of electricity (LCOE) can be reduced from more than 100 €/MWh in 2020 to 47.4 €/MWh in 2050, and the levelized cost of energy, including all energy sectors, declines from 79 to 53 €/MWh, respectively. PV reaches 81% of all electricity supply, leading to 33.4 GW installed capacity, thereof 17.5 GW offshore floating PV due to area limitation. Without area limitation, the total system cost would be about 2.7% lower. The key metrics for the Caribbean development from 2020 to 2050 are as follows: electricity generation from 110 to 677 TWh, PV supply share from 2% to 92%, PV capacity from 1 to 332 GW, thereof 19% prosumer, 81% utility-scale with up to 38% offshore floating PV, and LCOE from above 100 to 31.9 €/MWh. The prosperity of Puerto Rico and the Caribbean is closely related to solar PV, the dominating source of energy in their Solar-to-X Economy.
加勒比和波多黎各在提高可再生能源(RE)能力方面落后。分析了波多黎各和加勒比地区所有能源供应到2050年达到100%可再生能源的能源系统转型途径。岛屿的可用土地往往有限;因此,考虑了情景变化,包括海上浮动光伏(PV)。波多黎各的结果清楚地表明,达到100%可再生能源的巨大好处,因为平准化电力成本(LCOE)可以从2020年的100欧元/兆瓦时降至2050年的47.4欧元/兆瓦小时,而包括所有能源部门在内的平准化能源成本分别从79欧元/兆瓦h降至53欧元/兆瓦。光伏发电量占总电力供应量的81%,装机容量为33.4吉瓦,其中由于面积限制,海上浮动光伏发电量为17.5吉瓦。在没有面积限制的情况下,系统总成本将降低约2.7%。从2020年到2050年,加勒比地区发展的关键指标如下:发电量从110到677太瓦时,光伏供应份额从2%到92%,光伏发电量从1到332吉瓦,其中19%是生产消费者,81%是公用事业规模,海上浮式光伏发电量高达38%,LCOE从100到31.9欧元/MWh以上。波多黎各和加勒比地区的繁荣与太阳能光伏密切相关,太阳能光伏是其太阳能到X经济的主要能源。
{"title":"Role of Solar Photovoltaics for a Sustainable Energy System in Puerto Rico in the Context of the Entire Caribbean Featuring the Value of Offshore Floating Systems","authors":"Christian Breyer;Ayobami Solomon Oyewo;Alejandro Kunkar;Rasul Satymov","doi":"10.1109/JPHOTOV.2023.3319022","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3319022","url":null,"abstract":"The Caribbean and Puerto Rico are lagging in ramping renewable energy (RE) capacities. Energy system transition pathways reaching 100% RE by 2050 for Puerto Rico and the Caribbean are analyzed for all energy supplies. Islands are often limited in available land; therefore, scenario variations are considered, including offshore floating photovoltaics (PV). The results for Puerto Rico clearly indicate the enormous benefits of reaching 100% RE, as the levelized cost of electricity (LCOE) can be reduced from more than 100 €/MWh in 2020 to 47.4 €/MWh in 2050, and the levelized cost of energy, including all energy sectors, declines from 79 to 53 €/MWh, respectively. PV reaches 81% of all electricity supply, leading to 33.4 GW installed capacity, thereof 17.5 GW offshore floating PV due to area limitation. Without area limitation, the total system cost would be about 2.7% lower. The key metrics for the Caribbean development from 2020 to 2050 are as follows: electricity generation from 110 to 677 TWh, PV supply share from 2% to 92%, PV capacity from 1 to 332 GW, thereof 19% prosumer, 81% utility-scale with up to 38% offshore floating PV, and LCOE from above 100 to 31.9 €/MWh. The prosperity of Puerto Rico and the Caribbean is closely related to solar PV, the dominating source of energy in their Solar-to-X Economy.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"842-848"},"PeriodicalIF":3.0,"publicationDate":"2023-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71902901","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
Albedo-Dependent Bifacial Gain Losses in Photovoltaic Modules With Rear-Side Support Structures 具有背面支撑结构的光伏模块中与反照率相关的双面增益损失
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-29 DOI: 10.1109/JPHOTOV.2023.3317970
Shuto Tsuchida;Yuki Tsuno;Daisuke Sato;Takashi Oozeki;Noboru Yamada
Bifacial photovoltaic (PV) modules can generate power even from rear-side solar irradiance. Consequently, the rear side of the bifacial PV module must not be hindered by structures. However, structures such as beams are often installed behind modules to ensure structural strength and for various other reasons. In such cases, the output power of the bifacial module is reduced because of partial shading on the rear side. This study entailed an analysis of the albedo dependence of the bifacial gain losses in bifacial modules due to inherent partial shading produced by rear-side support structures (e.g., mounting, frame, and beams). An analysis method combining ray tracing and electrical circuit simulation was implemented and verified through field experiments. The results demonstrate that the bifacial gain decreases nonlinearly at high albedo when the beam is closely attached to the rear side of the module. This loss is reduced by half upon placing the beam at a distance equivalent to the thickness of the beam from the module. The results also indicate the mismatch loss caused by each part of the module's support structure.
双面光伏(PV)模块甚至可以从背面的太阳辐射中发电。因此,双面光伏模块的后侧必须不受结构的阻碍。然而,由于各种其他原因,诸如梁之类的结构通常安装在模块后面以确保结构强度。在这种情况下,由于后侧的部分遮光,双面模块的输出功率降低。这项研究分析了由于后侧支撑结构(如安装、框架和梁)产生的固有部分阴影导致的双面模块中双面增益损失的反照率相关性。实现了光线跟踪与电路仿真相结合的分析方法,并通过现场实验进行了验证。结果表明,当光束紧密附着在模块后侧时,在高反照率下,双面增益呈非线性下降。当将梁放置在与模块的梁厚度相等的距离处时,这种损失减少了一半。结果还表明,模块支撑结构的每个部分都会造成失配损失。
{"title":"Albedo-Dependent Bifacial Gain Losses in Photovoltaic Modules With Rear-Side Support Structures","authors":"Shuto Tsuchida;Yuki Tsuno;Daisuke Sato;Takashi Oozeki;Noboru Yamada","doi":"10.1109/JPHOTOV.2023.3317970","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3317970","url":null,"abstract":"Bifacial photovoltaic (PV) modules can generate power even from rear-side solar irradiance. Consequently, the rear side of the bifacial PV module must not be hindered by structures. However, structures such as beams are often installed behind modules to ensure structural strength and for various other reasons. In such cases, the output power of the bifacial module is reduced because of partial shading on the rear side. This study entailed an analysis of the albedo dependence of the bifacial gain losses in bifacial modules due to inherent partial shading produced by rear-side support structures (e.g., mounting, frame, and beams). An analysis method combining ray tracing and electrical circuit simulation was implemented and verified through field experiments. The results demonstrate that the bifacial gain decreases nonlinearly at high albedo when the beam is closely attached to the rear side of the module. This loss is reduced by half upon placing the beam at a distance equivalent to the thickness of the beam from the module. The results also indicate the mismatch loss caused by each part of the module's support structure.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"938-944"},"PeriodicalIF":3.0,"publicationDate":"2023-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71903030","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
Influence of Temperature Coefficient and Sensor Choice on PV System Performance 温度系数和传感器选择对光伏系统性能的影响
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-29 DOI: 10.1109/JPHOTOV.2023.3311896
Maxime Mussard;Heine N. Riise;Marie S. Wiig;Sigrid Rønneberg;Sean E. Foss
Owing to the well-known temperature dependence of photovoltaic (PV) module performance, it is important to correct the performance ratio with respect to temperature. In this study, temperature coefficients given by the manufacturer for three different PV cell technologies are compared with experimentally obtained temperature coefficients for a PV park situated in southern Norway. Three irradiance estimation methods are used to calculate these experimental temperature coefficients. The results show that they can differ significantly from the ones provided in the datasheet of the manufacturer for all three PV systems, but whether the temperature coefficient value increases or decreases depends on the systems and/or the irradiance estimation method. Furthermore, by analyzing nine clear sky days at different times of the year, it is found that the seasonality of the performance ratio can be significantly reduced when employing the experimental temperature coefficient rather than the datasheet temperature coefficient. As such, it may be more relevant to correct the performance ratio with experimental temperature coefficients rather than with the temperature coefficient from the system datasheet, especially for systems that experience large temperature differences. It is also found that the irradiance estimation method can significantly impact the experimental temperature coefficient. This study shows that the choice of irradiance estimation method and temperature coefficient can affect the performance interpretation of solar PV systems and must then be considered carefully.
由于众所周知的光伏(PV)模块性能的温度依赖性,校正相对于温度的性能比是很重要的。在这项研究中,制造商为三种不同的光伏电池技术给出的温度系数与位于挪威南部的光伏园区的实验获得的温度系数进行了比较。使用三种辐照度估计方法来计算这些实验温度系数。结果表明,对于所有三个光伏系统,它们可能与制造商数据表中提供的数据有很大不同,但温度系数值是增加还是减少取决于系统和/或辐照度估计方法。此外,通过分析一年中不同时间的9个晴朗天气,发现使用实验温度系数而不是数据表温度系数可以显著降低性能比的季节性。因此,用实验温度系数而不是系统数据表中的温度系数来校正性能比可能更相关,尤其是对于经历大温差的系统。还发现辐照度估计方法会显著影响实验温度系数。这项研究表明,辐照度估计方法和温度系数的选择会影响太阳能光伏系统的性能解释,因此必须仔细考虑。
{"title":"Influence of Temperature Coefficient and Sensor Choice on PV System Performance","authors":"Maxime Mussard;Heine N. Riise;Marie S. Wiig;Sigrid Rønneberg;Sean E. Foss","doi":"10.1109/JPHOTOV.2023.3311896","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3311896","url":null,"abstract":"Owing to the well-known temperature dependence of photovoltaic (PV) module performance, it is important to correct the performance ratio with respect to temperature. In this study, temperature coefficients given by the manufacturer for three different PV cell technologies are compared with experimentally obtained temperature coefficients for a PV park situated in southern Norway. Three irradiance estimation methods are used to calculate these experimental temperature coefficients. The results show that they can differ significantly from the ones provided in the datasheet of the manufacturer for all three PV systems, but whether the temperature coefficient value increases or decreases depends on the systems and/or the irradiance estimation method. Furthermore, by analyzing nine clear sky days at different times of the year, it is found that the seasonality of the performance ratio can be significantly reduced when employing the experimental temperature coefficient rather than the datasheet temperature coefficient. As such, it may be more relevant to correct the performance ratio with experimental temperature coefficients rather than with the temperature coefficient from the system datasheet, especially for systems that experience large temperature differences. It is also found that the irradiance estimation method can significantly impact the experimental temperature coefficient. This study shows that the choice of irradiance estimation method and temperature coefficient can affect the performance interpretation of solar PV systems and must then be considered carefully.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"920-928"},"PeriodicalIF":3.0,"publicationDate":"2023-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71903081","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
Field and Accelerated Aging of Cracked Solar Cells 破裂太阳能电池的场和加速老化
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-19 DOI: 10.1109/JPHOTOV.2023.3309933
Michael G. Deceglie;Timothy J Silverman;Ethan Young;William B. Hobbs;Cara Libby
Cracks can form in silicon solar cells in an otherwise intact photovoltaic module due to mechanical stresses such as rough handling or hail. The immediate impact on power due to these cracks can be readily measured, but it is also known from accelerated testing that the cracks can worsen over time. However, it is not clear how to predict the extent of future field degradation due to cracked cells, which requires a calibrated accelerated test. We describe progress toward such a test. In particular, we report on the outdoor aging of modules with cracked cells for nearly two years. We find that modules with cracked cells degraded in the field an average of 0.5% absolute more than uncracked modules over a period of 21 months. We also characterize the modules with multitemperature electroluminescence and find that the degradation is associated with cell fragments that become electrically isolated. We compare the weathering outdoors with the two types of accelerated tests: thermal cycling and a novel accelerated test, dynamic mechanical acceleration (DMX). DMX can apply thousands of pressure cycles at a frequency of approximately 10 Hz and pressures <200 Pa, which are relevant to the wind-driven pressure cycles experienced by modules outdoors. We find that the thermal cycles designed to reproduce the cumulative temperature change from the field overestimate field degradation and can excite noncell-crack degradation. DMX results were promising, reproducing degradation levels similar to those observed outdoors over 21 months with a test that can be performed in less than an hour.
由于机械应力(如粗暴处理或冰雹),否则完整的光伏模块中的硅太阳能电池可能会形成裂纹。这些裂纹对功率的直接影响可以很容易地测量,但从加速测试中也可以看出,裂纹可能会随着时间的推移而恶化。然而,目前尚不清楚如何预测未来因电池破裂而导致的电场退化程度,这需要经过校准的加速测试。我们描述了这种测试的进展。特别是,我们报道了电池破裂的模块在户外老化近两年的情况。我们发现,在21个月的时间里,具有破裂细胞的模块在现场的降解率比未破裂的模块平均高0.5%。我们还对具有多温度电致发光的模块进行了表征,并发现降解与电隔离的细胞碎片有关。我们将户外风化与两种类型的加速试验进行了比较:热循环和一种新的加速试验,即动态机械加速度(DMX)。DMX可以在大约10 Hz的频率和<200的压力下应用数千个压力循环 Pa,这与模块在室外经历的风驱动压力循环有关。我们发现,设计用于再现场的累积温度变化的热循环高估了场退化,并可能激发非单元裂纹退化。DMX的结果很有希望,通过不到一小时的测试,重现了21个月来在户外观察到的类似降解水平。
{"title":"Field and Accelerated Aging of Cracked Solar Cells","authors":"Michael G. Deceglie;Timothy J Silverman;Ethan Young;William B. Hobbs;Cara Libby","doi":"10.1109/JPHOTOV.2023.3309933","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3309933","url":null,"abstract":"Cracks can form in silicon solar cells in an otherwise intact photovoltaic module due to mechanical stresses such as rough handling or hail. The immediate impact on power due to these cracks can be readily measured, but it is also known from accelerated testing that the cracks can worsen over time. However, it is not clear how to predict the extent of future field degradation due to cracked cells, which requires a calibrated accelerated test. We describe progress toward such a test. In particular, we report on the outdoor aging of modules with cracked cells for nearly two years. We find that modules with cracked cells degraded in the field an average of 0.5% absolute more than uncracked modules over a period of 21 months. We also characterize the modules with multitemperature electroluminescence and find that the degradation is associated with cell fragments that become electrically isolated. We compare the weathering outdoors with the two types of accelerated tests: thermal cycling and a novel accelerated test, dynamic mechanical acceleration (DMX). DMX can apply thousands of pressure cycles at a frequency of approximately 10 Hz and pressures <200 Pa, which are relevant to the wind-driven pressure cycles experienced by modules outdoors. We find that the thermal cycles designed to reproduce the cumulative temperature change from the field overestimate field degradation and can excite noncell-crack degradation. DMX results were promising, reproducing degradation levels similar to those observed outdoors over 21 months with a test that can be performed in less than an hour.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"836-841"},"PeriodicalIF":3.0,"publicationDate":"2023-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71902899","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
Spectral Mismatch Uncertainty Estimation in Solar Cell Calibration Using Monte Carlo Simulation 基于蒙特卡罗模拟的太阳能电池标定中光谱失配不确定性估计
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-18 DOI: 10.1109/JPHOTOV.2023.3311890
Kinza Maham;Petri Kärhä;Erkki Ikonen
A solar cell is characterized using a solar simulator and a reference cell in accordance with standard testing conditions. Deviations between the spectral responsivities of the reference cell and the cell being studied, and deviations of the spectral irradiance of the light source used from the specified air mass 1.5 introduce systematic errors in the calibration of solar cells. These errors are corrected with the so-called spectral mismatch (SMM) correction factor. We demonstrate a Monte Carlo simulation-based analysis of the uncertainties present in an SMM correction factor taking into account the possible spectral correlations of the input parameters, such as the spectral irradiance and the spectral responsivities of the reference cell and the solar cell under test. We also perform a detailed uncertainty analysis of the subcomponents of the SMM factor mainly arising from the spectral irradiance incident on the solar cell. In order to test our estimates, we present a comparison of the uncertainties by six other independent calculations carried out by other institutes. We obtain the worst-case, average, and best-case scenario uncertainties of the SMM correction factor by assuming components to be severely correlated, partially correlated, and not correlated, respectively. The corresponding expanded uncertainties (k $=$ 2) are 1.26%, 0.44%, and 0.06%. The worst- and best-case uncertainties lie at the maximum and minimum extremes of the uncertainties estimated by the participants, while the uncertainty estimate obtained assuming partial correlations is close to the median and mean of all results.
根据标准测试条件,使用太阳能模拟器和参考电池来表征太阳能电池。参考电池和正在研究的电池的光谱响应度之间的偏差,以及所用光源的光谱辐照度与指定空气质量1.5之间的偏差在太阳能电池的校准中引入了系统误差。利用所谓的频谱失配(SMM)校正因子来校正这些误差。我们展示了对SMM校正因子中存在的不确定性的基于蒙特卡罗模拟的分析,该分析考虑了输入参数的可能光谱相关性,例如参考电池和被测太阳能电池的光谱辐照度和光谱响应度。我们还对主要由入射到太阳能电池上的光谱辐照度引起的SMM因子的子成分进行了详细的不确定性分析。为了检验我们的估计,我们对其他机构进行的其他六项独立计算的不确定性进行了比较。我们通过分别假设分量是严重相关的、部分相关的和不相关的,来获得SMM校正因子的最坏情况、平均情况和最佳情况场景的不确定性。相应的扩展不确定性(k$=$2)分别为1.26%、0.44%和0.06%。最坏和最好情况下的不确定性位于参与者估计的不确定性的最大和最小极值,而假设部分相关性获得的不确定性估计接近所有结果的中值和平均值。
{"title":"Spectral Mismatch Uncertainty Estimation in Solar Cell Calibration Using Monte Carlo Simulation","authors":"Kinza Maham;Petri Kärhä;Erkki Ikonen","doi":"10.1109/JPHOTOV.2023.3311890","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3311890","url":null,"abstract":"A solar cell is characterized using a solar simulator and a reference cell in accordance with standard testing conditions. Deviations between the spectral responsivities of the reference cell and the cell being studied, and deviations of the spectral irradiance of the light source used from the specified air mass 1.5 introduce systematic errors in the calibration of solar cells. These errors are corrected with the so-called spectral mismatch (SMM) correction factor. We demonstrate a Monte Carlo simulation-based analysis of the uncertainties present in an SMM correction factor taking into account the possible spectral correlations of the input parameters, such as the spectral irradiance and the spectral responsivities of the reference cell and the solar cell under test. We also perform a detailed uncertainty analysis of the subcomponents of the SMM factor mainly arising from the spectral irradiance incident on the solar cell. In order to test our estimates, we present a comparison of the uncertainties by six other independent calculations carried out by other institutes. We obtain the worst-case, average, and best-case scenario uncertainties of the SMM correction factor by assuming components to be severely correlated, partially correlated, and not correlated, respectively. The corresponding expanded uncertainties (\u0000<italic>k</i>\u0000 \u0000<inline-formula><tex-math>$=$</tex-math></inline-formula>\u0000 2) are 1.26%, 0.44%, and 0.06%. The worst- and best-case uncertainties lie at the maximum and minimum extremes of the uncertainties estimated by the participants, while the uncertainty estimate obtained assuming partial correlations is close to the median and mean of all results.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"899-904"},"PeriodicalIF":3.0,"publicationDate":"2023-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71902923","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
Influence of V-Pits on the Turn-On Voltage of GaN-Based High Periodicity Multiple Quantum Well Solar Cells v坑对氮化镓基高周期性多量子阱太阳能电池导通电压的影响
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-15 DOI: 10.1109/JPHOTOV.2023.3311891
Marco Nicoletto;Alessandro Caria;Fabiana Rampazzo;Carlo De Santi;Matteo Buffolo;Giovanna Mura;Francesca Rossi;Xuanqui Huang;Houqiang Fu;Hong Chen;Yuji Zhao;Gaudenzio Meneghesso;Enrico Zanoni;Matteo Meneghini
Based on combined electrical analysis, microscopy investigation, and two-dimensional simulations we investigate the influence of V-pits on the turn-on voltage and current-voltage characteristics of high periodicity InGaN-GaN multiple quantum wells solar cells. Experimental measurements indicate that the sample with the thinnest p-GaN layer presents an early turn-on, which is not present for thicker p-GaN layers. Through technology computer aided design (TCAD) simulations, we show that the early turn-on is due to the insufficient V-pit planarization, as demonstrated by scanning electron microscopy and transmission electron microscopy analysis. V-pits penetrate the junctions, and locally put the quantum well region in closer connection with the p-side contact. The results provide insight on the role of V-pits on the electrical performance of high-periodicity quantum well devices, and demonstrate the existence of a trade-off between the need of a thin p-GaN (to limit short-wavelength absorption) and a thicker p-GaN, to favor V-pit planarization.
基于电学分析、显微镜研究和二维模拟,我们研究了V型凹坑对高周期InGaN-GaN多量子阱太阳能电池导通电压和电流-电压特性的影响。实验测量表明,具有最薄p-GaN层的样品表现出早期导通,而对于较厚的p-GaN层则不存在这种情况。通过技术计算机辅助设计(TCAD)模拟,我们表明早期开启是由于V形坑平面化不足,扫描电子显微镜和透射电子显微镜分析证明了这一点。V型坑穿透结,并使量子阱区域与p侧接触更紧密地连接。该结果深入了解了V型坑对高周期量子阱器件电性能的影响,并证明了在需要薄p-GaN(以限制短波长吸收)和厚p-GaN之间存在折衷,以利于V型坑平坦化。
{"title":"Influence of V-Pits on the Turn-On Voltage of GaN-Based High Periodicity Multiple Quantum Well Solar Cells","authors":"Marco Nicoletto;Alessandro Caria;Fabiana Rampazzo;Carlo De Santi;Matteo Buffolo;Giovanna Mura;Francesca Rossi;Xuanqui Huang;Houqiang Fu;Hong Chen;Yuji Zhao;Gaudenzio Meneghesso;Enrico Zanoni;Matteo Meneghini","doi":"10.1109/JPHOTOV.2023.3311891","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3311891","url":null,"abstract":"Based on combined electrical analysis, microscopy investigation, and two-dimensional simulations we investigate the influence of V-pits on the turn-on voltage and current-voltage characteristics of high periodicity InGaN-GaN multiple quantum wells solar cells. Experimental measurements indicate that the sample with the thinnest p-GaN layer presents an early turn-on, which is not present for thicker p-GaN layers. Through technology computer aided design (TCAD) simulations, we show that the early turn-on is due to the insufficient V-pit planarization, as demonstrated by scanning electron microscopy and transmission electron microscopy analysis. V-pits penetrate the junctions, and locally put the quantum well region in closer connection with the p-side contact. The results provide insight on the role of V-pits on the electrical performance of high-periodicity quantum well devices, and demonstrate the existence of a trade-off between the need of a thin p-GaN (to limit short-wavelength absorption) and a thicker p-GaN, to favor V-pit planarization.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"891-898"},"PeriodicalIF":3.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71902922","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
Measuring the Absorber Doping Concentration of Si, CdSeTe, and Perovskite Solar Cells Using Injection-Dependent Quasi-Steady-State Photoluminescence 用注入相关准稳态光致发光法测量Si、CdSeTe和钙钛矿太阳能电池的吸收掺杂浓度
IF 3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2023-09-15 DOI: 10.1109/JPHOTOV.2023.3313109
Mason Mahaffey;Arthur Onno;Carey Reich;Adam Danielson;Walajabad Sampath;Zachary C. Holman
There are few doping concentration measurement techniques that are contactless and usable for all semiconductors. In this article, we demonstrate the use of injection-dependent quasi-steady-state photoluminescence to simultaneously measure the external radiative efficiency, minority-carrier lifetime, and activated dopant concentration of solar cell absorber layers. We first demonstrate this measurement on Si, for which established lifetime and doping measurement techniques exist, and determine a doping density of 4.2 × 1015 cm−3, which is within a factor of 2 from the 2.1 × 1015 cm−3 value calculated from quasi-steady state photoconductance. Then, we demonstrate the use of the technique to measure doping concentrations of CdSeTe over two orders of magnitude and of perovskite down to nearly 1014 cm−3—materials that are much more difficult to accurately assess with other techniques.
很少有非接触式且可用于所有半导体的掺杂浓度测量技术。在这篇文章中,我们演示了使用依赖于注入的准稳态光致发光来同时测量太阳能电池吸收层的外部辐射效率、少数载流子寿命和活化掺杂剂浓度。我们首先证明了在Si上的这种测量,已经建立了Si的寿命和掺杂测量技术,并确定了4.2的掺杂密度 × 1015 cm−3,与2.1相差不到2 × 根据准稳态光电导计算的1015 cm−3值。然后,我们演示了使用该技术测量两个数量级以上的CdSeTe和低至近1014 cm−3的钙钛矿的掺杂浓度,这些材料用其他技术更难准确评估。
{"title":"Measuring the Absorber Doping Concentration of Si, CdSeTe, and Perovskite Solar Cells Using Injection-Dependent Quasi-Steady-State Photoluminescence","authors":"Mason Mahaffey;Arthur Onno;Carey Reich;Adam Danielson;Walajabad Sampath;Zachary C. Holman","doi":"10.1109/JPHOTOV.2023.3313109","DOIUrl":"https://doi.org/10.1109/JPHOTOV.2023.3313109","url":null,"abstract":"There are few doping concentration measurement techniques that are contactless and usable for all semiconductors. In this article, we demonstrate the use of injection-dependent quasi-steady-state photoluminescence to simultaneously measure the external radiative efficiency, minority-carrier lifetime, and activated dopant concentration of solar cell absorber layers. We first demonstrate this measurement on Si, for which established lifetime and doping measurement techniques exist, and determine a doping density of 4.2 × 10\u0000<sup>15</sup>\u0000 cm\u0000<sup>−3</sup>\u0000, which is within a factor of 2 from the 2.1 × 10\u0000<sup>15</sup>\u0000 cm\u0000<sup>−3</sup>\u0000 value calculated from quasi-steady state photoconductance. Then, we demonstrate the use of the technique to measure doping concentrations of CdSeTe over two orders of magnitude and of perovskite down to nearly 10\u0000<sup>14</sup>\u0000 cm\u0000<sup>−3</sup>\u0000—materials that are much more difficult to accurately assess with other techniques.","PeriodicalId":445,"journal":{"name":"IEEE Journal of Photovoltaics","volume":"13 6","pages":"800-807"},"PeriodicalIF":3.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71903001","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
期刊
IEEE Journal of Photovoltaics
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1