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Review of Modern Approaches in the Development of Hybrid Biogas Systems 混合沼气系统发展的现代方法综述
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X25600845
N. R. Avezova, O. Z. Toirov, A. Y. Usmanov

Biogas technologies play a main role in renewable energy; however, traditional biogas plants often fail to fully exploit the potential of raw materials, focusing solely on energy production. To enhance the efficiency of such systems, the development of hybrid biogas systems, which combine various technological processes, equipment, and energy sources, appears to be a promising approach. This study presents a review of modern engineering solutions in hybrid biogas systems based on patent analysis. A search and analysis of patent literature was conducted, covering the integration of anaerobic digestion with additional biomass treatment methods, biogas purification techniques, and combinations with other renewable energy sources (solar, wind, hydrogen, etc.). The key findings indicate that hybridization of biogas technologies significantly improves the performance and flexibility of biogas plants. Specifically, two-stage digestion increases biogas yield by 15–30%, CO2 methanation (power-to-methane) raises CH4 content up to 98%, and combined purification methods (membrane and adsorption) reduce methane losses to less than 1%. Furthermore, the integration of biogas plants with solar or wind energy systems reduces electricity production costs by 20–40%, while also ensuring more stable and predictable generation. The obtained data confirm that hybrid biogas systems enable the comprehensive utilization of organic waste while simultaneously generating energy and valuable by-products (biofertilizers, CO2 for industrial needs, etc.). The patent analysis, encompassing developments from various countries, highlights a strong global interest in hybrid biogas technologies. Many of the patents are already transitioning from prototype stages to practical implementation, confirming the high potential of hybrid biogas systems for the future of energy. The identified approaches and solutions can be practically applied to modernize existing biogas facilities and develop new, more efficient bioenergy complexes, paving the way for further industry advancement and the realization of clean energy through rational waste management.

沼气技术在可再生能源中发挥着重要作用;然而,传统的沼气厂往往不能充分利用原料的潜力,只注重能源生产。为了提高这种系统的效率,混合沼气系统的发展,它结合了各种技术过程,设备和能源,似乎是一个有前途的方法。本文介绍了基于专利分析的混合沼气系统的现代工程解决方案。对专利文献进行了检索和分析,涵盖了厌氧消化与附加生物质处理方法的整合,沼气净化技术以及与其他可再生能源(太阳能,风能,氢气等)的组合。主要研究结果表明,沼气技术的杂交显著提高了沼气工厂的性能和灵活性。具体来说,两阶段消化可使沼气产量提高15-30%,CO2甲烷化(动力制甲烷)可使CH4含量提高98%,而联合净化方法(膜和吸附)可将甲烷损失减少到1%以下。此外,沼气发电厂与太阳能或风能系统的整合可以降低20-40%的电力生产成本,同时还可以确保更稳定和可预测的发电。获得的数据证实,混合沼气系统能够综合利用有机废物,同时产生能量和有价值的副产品(生物肥料,工业所需的二氧化碳等)。专利分析,包括来自不同国家的发展,突出了全球对混合沼气技术的强烈兴趣。许多专利已经从原型阶段过渡到实际实施阶段,这证实了混合沼气系统在未来能源领域的巨大潜力。所确定的方法和解决方案可以实际应用于现有沼气设施的现代化和开发新的、更高效的生物能源综合体,为进一步的工业发展和通过合理的废物管理实现清洁能源铺平道路。
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引用次数: 0
Dynamics of Heat Accumulation by Building Envelopes 建筑围护结构的热积累动力学
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X25600377
M. A. Saliev, M. Z. Yusupova

This study proposes a method for studying heat flows inside building envelopes based on the theory of nonstationary heat conduction with periodic fluctuations in air temperature. The process of energy accumulation, heat input (heat inflow), and heat loss (heat outflow) through building envelopes is studied as a periodic process. The results of calculating the daily dynamics of heat flows through flat walls are given. The time dependence of integral temperature ({{T}_{{{text{int}}}}}) of flat wall averaged over volume, which determines accumulated heat ({{W}_{{{text{accum}}}}}) in the wall material at any given time of day or for a given time interval, is obtained. It is shown that the change in the ({{T}_{{{text{int}}}}}) value for stationary conditions is 0.5°C when the outside air temperature changes by 1°C. For a periodic heat transfer process, the change in amplitude Aint of fluctuations of the average integral wall temperature is 0.2°C when amplitude Aouts of fluctuations in the outside air temperature changes by 1°C. The daily and seasonal dynamics of ({{T}_{{{text{int}}}}}) and ({{W}_{{{text{accum}}}}}) are determined for the climatic conditions of Central Asia.

本文提出了一种基于空气温度周期性波动的非平稳热传导理论研究建筑围护结构内部热流的方法。通过建筑围护结构进行能量积累、热输入(热流入)和热损失(热流出)的过程是一个周期性的过程。给出了平面壁面热流的日动力学计算结果。得到了平面壁面平均整体温度({{T}_{{{text{int}}}}})除以体积的时间依赖性,它决定了壁面材料在一天中的任何给定时间或给定时间间隔内的累积热量({{W}_{{{text{accum}}}}})。结果表明,当外界空气温度变化1℃时,静止条件下({{T}_{{{text{int}}}}})值的变化为0.5℃。对于周期性传热过程,当外部空气温度波动幅度Aouts变化1℃时,平均积分壁面温度波动幅度Aint的变化为0.2℃。({{T}_{{{text{int}}}}})和({{W}_{{{text{accum}}}}})的日动态和季节动态是根据中亚的气候条件确定的。
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引用次数: 0
Study of Technical and Economic Indicators of Autonomous Energy Complexes using Renewable Energy Sources for Heat and Electricity Supply to Greenhouses 利用可再生能源为温室供热供电的自主能源综合体技术经济指标研究
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X25600754
B. S. Rasakhodzhaev, L. N. Danilevskii, N. K. Kubatov, Zh. Zh. Shoimov, Ch. A. Adylov, U. Z. Akhmadjonov, A. R. Khamdamov, A. A. Mustakimov

The paper presents the results of calculations of technical and economic indicators of energy complexes based on renewable energy sources for heat and power supply of greenhouses. Costs and expenditures of heat energy resources of traditionally used types and on the basis of non-traditional, renewable energy sources for heating of greenhouses located on the ground surface and in the ground at the depth of 0.6 m are determined by calculation. Based on the calculations of technical and economic indicators and climatic conditions, as well as the accumulated experience in the use of resources based on renewable energy sources in the Republic of Uzbekistan prepared the following recommendations: the cost of 1 m3 of gas obtained from a biogas plant is quite acceptable for heating greenhouses, the payback period of biogas plants is 6.6 years of use, taking into account the winter season; when using photovoltaic plants for power supply of greenhouses in comparison with the traditional distribution network, the payback period depending on the type of grown products is from 4 to 6 years; energy resources obtained from renewable energy sources are quite suitable for heating and power supply of greenhouses on the territory of Uzbekistan. The results of calculations show that in greenhouses located on the surface and in the ground, due to the difference in the coefficient of heat of combustion, the consumption of biogas is on average 1.4 times higher. At the same time, the cost of produced energy is much higher than traditional sources when switching to alternative energy sources. The combined use of various energy saving methods allows for a significant reduction in energy production costs from 20 to 40%, depending on the region in Uzbekistan. Thus, energy resources obtained from renewable energy sources are quite suitable for heating and power supply of greenhouses.

本文介绍了以可再生能源为基础的温室供热供电能源综合体技术经济指标的计算结果。通过计算确定了地表和0.6 m地下温室采暖的传统供热方式和非传统可再生能源供热方式的成本和支出。根据技术和经济指标和气候条件的计算,以及乌兹别克斯坦共和国在利用可再生能源资源方面积累的经验,提出以下建议:从沼气厂获得的1立方米天然气的成本是完全可以接受的,用于加热温室,沼气厂的回收期为6.6年,考虑到冬季;与传统配电网相比,采用光伏电站为大棚供电时,根据种植品种的不同,投资回收期为4 ~ 6年;从可再生能源中获得的能源非常适合乌兹别克斯坦境内温室的供暖和供电。计算结果表明,在地表温室和地下温室中,由于燃烧热系数的差异,沼气的消耗量平均高出1.4倍。同时,当转向替代能源时,生产能源的成本要比传统能源高得多。根据乌兹别克斯坦的不同地区,综合使用各种节能方法可以将能源生产成本显著降低20%至40%。因此,从可再生能源中获得的能源非常适合用于温室的供暖和供电。
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引用次数: 0
Spectral Correction in the Assessment of Solar Cells Efficiency: A New Method for Improving Measurement Accuracy 太阳能电池效率评估中的光谱校正:一种提高测量精度的新方法
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X25600821
O. A. Abdulkhaev, T. I. Juraev, A. G. Komilov, J. S. Akhatov

This brief correspondence addresses the issue of measurement accuracy in the efficiency of solar cells when using artificial light sources in laboratory conditions. Main attention is paid to the spectral correction of artificial light sources when simulating solar radiation, which is critically important for improving the accuracy of photovoltaic device testing results. The proposed method is based on equating not only the total number of electrons generated by artificial light sources and the solar spectrum, but also on their equalization for each wavelength. This approach helps minimize errors caused by spectral mismatch of different solar cell technologies. The proposed criteria and correction method are based on measurements of the external quantum efficiency (EQE) of elements and do not require the use of a special reference element, as well as allowing the determination of optimal combinations of light sources for each type of photovoltaic technology. The results of the study can serve as a basis for standardizing test procedures and a guide for further research on the improvement and certification of solar technologies.

这简短的通信解决了在实验室条件下使用人工光源时太阳能电池效率的测量精度问题。在模拟太阳辐射时,主要关注人工光源的光谱校正,这对提高光伏器件测试结果的精度至关重要。所提出的方法不仅基于人造光源产生的电子总数和太阳光谱的相等,而且基于它们在每个波长上的均衡。这种方法有助于减少不同太阳能电池技术的光谱不匹配造成的误差。所提出的标准和校正方法是基于对元素的外部量子效率(EQE)的测量,不需要使用特殊的参考元素,也允许为每种光伏技术确定光源的最佳组合。研究结果可作为标准化测试程序的基础,并为进一步研究太阳能技术的改进和认证提供指导。
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引用次数: 0
Design and Dynamic Performance Evaluation of an LSTM Based Deep Learning Controller for PV Systems Operating in Different Voltage Regions 基于LSTM的不同电压区光伏系统深度学习控制器设计与动态性能评估
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X24602400
A. Rehail, B. Meghni, N. Boutasseta, M. Benghanem

In this paper, a deep learning Long Short Term Memory (LSTM) controller is designed using multiple optimal PI controllers tuned in different operating regions. It has been previously shown in the literature the impact of climatic conditions and abnormal operating conditions on the power conversion efficiency of photovoltaic (PV) systems. The nonlinear characteristic curve of PV arrays exhibits an additional transient effect that influences the tracking of the Maximum Power Point MPP. The PV power conversion system is characterized by a variable open-loop transient response in the constant current, voltage and power regions, which are subdivisions of the PV array characteristic curve. For the optimal tracking of the reference generated from the MPPT algorithm in these operating regions, an input/output data collection is carried out from the closed-loop system responses using multiple PI controllers tuned in different operating regions. Then, the LSTM controller is tuned using the collected training data constructed from the concatenation of input/output data issued from all operating regions. The dynamic performance evaluation of the deep learning-based LSTM controller for different simulation scenarios, including reference step changes, stair-shaped reference changes and partial shading tracking, shows the high precision and reduced oscillations of the responses issued after using the proposed controller.

本文设计了一种深度学习长短期记忆(LSTM)控制器,该控制器采用在不同工作区域进行调谐的多个最优PI控制器。以前的文献已经显示了气候条件和异常运行条件对光伏(PV)系统功率转换效率的影响。光伏阵列的非线性特性曲线表现出额外的瞬态效应,影响最大功率点MPP的跟踪。光伏电源转换系统在恒流、恒电压和恒功率区域具有可变的开环瞬态响应特征,这三个区域是光伏阵列特性曲线的细分。为了在这些操作区域中对MPPT算法生成的参考进行最佳跟踪,使用在不同操作区域中调谐的多个PI控制器从闭环系统响应中进行输入/输出数据收集。然后,使用收集到的训练数据对LSTM控制器进行调优,这些训练数据是由来自所有操作区域的输入/输出数据拼接而成的。基于深度学习的LSTM控制器在不同仿真场景下的动态性能评估,包括参考阶跃变化、阶梯形参考变化和部分阴影跟踪,表明使用该控制器后发出的响应精度高,振荡小。
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引用次数: 0
Study of the Effect of Optical Constants of Dust Film on the Efficiency of Photovoltaic Modules 粉尘膜光学常数对光伏组件效率影响的研究
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X25600766
R. A. Muminov, V. G. Dyskin, O. F. Tukfatullin, B. N. Butunbaev, K. A. Djumamuratov

To study the influence of optical constants of the polluting film on the efficiency of the photovoltaic module, a fractal model, and a complex medium model are proposed. The fractal dimension of the dust film is determined using images of the surface of the photovoltaic module and solar collector. It is shown that up to the percolation threshold, the calculations of optical constants according to the fractal model and the complex medium model differ by less than 1%. In the process of sedimentation of non-absorbing dust particles on the surface of the photovoltaic module, a clearing effect is possible: an increase in the transmittance of the glass.

为了研究污染膜光学常数对光伏组件效率的影响,提出了分形模型和复杂介质模型。利用光伏组件和太阳能集热器表面的图像确定粉尘膜的分形维数。结果表明,在渗流阈值范围内,分形模型与复杂介质模型计算的光学常数相差不到1%。在不吸收的粉尘颗粒沉积在光伏组件表面的过程中,可能产生一种清除效果:增加玻璃的透光率。
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引用次数: 0
Multi-Criteria Optimization of Technical and Economic Indicators of a Trench-Type Solar-Fuel Greenhouse 沟槽型太阳能燃料温室技术经济指标多准则优化
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X25600675
B. M. Botirov, A. S. Halimov, N. S. Kholmirzayev, I. A. Yuldoshev, S. Q. Shoguchkarov, D. M. Pulatova

The article presents the results of a study on the optimal design of a trench greenhouse with constraints on specific annual thermal load and initial investment. In the first part of the research, an optimal trench greenhouse project was obtained with a constraint on the specific annual thermal load of 50 kWh/(m2 year) and an initial investment of $2000. For designing trench greenhouses with limited investment budgets, it is recommended to use double-layer polycarbonate sheets with a thickness of 10 mm, a heat transfer coefficient of 2.75 W/(m2 K), and a trench depth of 6.32 cm. If it is necessary to reduce the specific annual thermal load to a level below 33.52 kWh/(m2 year), it is recommended to use triple-layer polycarbonate sheets with a thickness of 16 mm, a heat transfer coefficient of 0.62 W/(m2 K), and a trench depth of 6.32 cm. An analysis of the second variant of the trench greenhouse project based on the use of aerated concrete blocks and cellular polycarbonate was conducted. The optimized project reduced the specific heating thermal load by 50% compared to the original design and decreased CO2 emissions by 75%. The total initial investment amounted to $1653.13, with a discounted payback period of 4.7 months. The research results indicate that trench greenhouses can be effective for cultivating agricultural crops. Optimizing the design and construction of trench greenhouses can significantly reduce energy consumption and greenhouse gas emissions.

本文介绍了考虑年比热负荷和初始投资约束的沟槽温室优化设计的研究结果。在研究的第一部分中,获得了一个最优的沟槽温室项目,约束条件是年比热负荷为50千瓦时/(m2年),初始投资为2000美元。对于投资预算有限的沟式温室设计,建议采用厚度为10mm、换热系数2.75 W/(m2 K)、沟深6.32 cm的双层聚碳酸酯片材。如果需要将年比热负荷降低到33.52 kWh/(m2年)以下,建议使用厚度为16mm、换热系数为0.62 W/(m2 K)、沟深为6.32 cm的三层聚碳酸酯片材。对基于加气混凝土砌块和蜂窝聚碳酸酯的壕式温室工程的第二种变体进行了分析。优化后的项目比原设计减少了50%的供热热负荷,减少了75%的二氧化碳排放。初始投资总额为1653.13美元,贴现回收期为4.7个月。研究结果表明,沟式温室是一种有效的农作物栽培方式。优化壕式温室的设计和施工,可以显著降低能耗和温室气体排放。
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引用次数: 0
Estimation of Solar Radiation: A Case Study of Gansu Province, Northwest China 太阳辐射估算——以甘肃省为例
IF 1.204 Q3 Energy Pub Date : 2025-07-15 DOI: 10.3103/S0003701X24602928
Yaping Hua, Mingbang Wei, Yufei Wei, Long Chen

Since solar radiation observation stations in China are very few, it is necessary to use models to estimate total solar radiation for a small region because solar engineering is established in a specific location. The study selected Gansu province as a case study, in which 6 models were applied to calculate monthly total solar radiation with existing measured data. Through accuracy verification, the Angstrom–Prescot model is proved to be the suitable model for Gansu province. The annual and monthly average total solar radiation for 80 counties in Gansu during 1980–2020 were obtained. The study found that: (1) overall, the annual average total solar radiation showed a fluctuating and slightly downward trend, with a decline rate of 1.87MJ/(m2 year) and values between 5102~5640 MJ/m2; (2) spatially, from west to east, the annual average total solar radiation shows a decreasing trend. The solar radiation in the west of Wuwei is the largest, reaching 6394 MJ/m2, which is the “richest area” of solar radiation resources. The radiation in Longnan is the smallest with the value of 4259 MJ/m2. The monthly average of the multi-year total solar radiation in 80 counties of Gansu province from 1981 to 2020 calculated by the A–P model provides a valuable data basis for solar energy utilization in Gansu province.

由于中国的太阳辐射观测站很少,由于太阳工程建立在一个特定的位置,有必要使用模型估算小区域的太阳总辐射。本研究以甘肃省为例,利用已有的实测数据,应用6个模型计算月总太阳辐射。通过精度验证,证明了Angstrom-Prescot模型是适合甘肃省的模型。获得了甘肃80个县1980—2020年的年平均和月平均太阳总辐射。研究发现:(1)总体上,年平均太阳总辐射呈波动和小幅下降趋势,下降幅度为1.87MJ/(m2年),值在5102~5640 MJ/m2之间;(2)从空间上看,从西向东,年平均太阳总辐射呈减少趋势。武威西部的太阳辐射最大,达到6394 MJ/m2,是太阳辐射资源“最富庶的地区”。陇南地区辐射最小,为4259 MJ/m2。利用a - p模式计算了1981 ~ 2020年甘肃省80个县多年太阳总辐射的月平均值,为甘肃省太阳能利用提供了有价值的数据依据。
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引用次数: 0
Performance Assessment and Optimization of a Concentrated Triple-Junction Solar Cell Coupled with a Thermoelectric Generator and a New Trimmed Fins Heat Sink 热电发电机与新型散热片耦合的聚光三结太阳能电池性能评估与优化
IF 1.204 Q3 Energy Pub Date : 2025-06-10 DOI: 10.3103/S0003701X24602783
Omar Emad Ahmed, Mohamed Emam, Ahmed A. A. Attia, M. A. Abdelrahman

The current numerical analysis presents a novel approach for passive cooling of triple-junction (TJ) solar cells integrated with thermoelectric generator (TEG) by an innovative trimmed fins heat sink. The fins design, length and cutting angle are tailored based on the thermal distribution of the hybrid system. The envisaged configuration enables the extraction of excess heat from the cell and its conversion into secondary power via thermoelectric generator. This enhances the system’s cooling efficiency and power generation while minimizing material usage. Three-dimensional thermo-electric model was developed and simulated at various dimensions and cutting angles of the finned heat sink. Results showed that the new trimmed fins heat sink with a flat base area of 2500 mm2 and fins cutting angle of 44° is ideally compatible for operating the HCPV TJ cell at the highest possible performance while avoiding significantly increasing the system’s weight. This design improves the TJ cell performance, allowing for maximum allowable solar concentration of 205 and 157 suns at 1 m/s compared to 43.5 and 33 suns for the uncooled reference cell at ambient temperatures of 25 and 45°C, respectively. Accordingly, the system was enabled to generate a higher power of 7.89 and 6.03 W/cm2 (based on cell active area), while the uncooled cell is limited to 1.65 and 1.3 W/cm2. The remarkable increase in system efficiency caused by the hybrid cooling system achieved environmental benefits by reducing CO2 emissions by 189.4-ton Co2/yr⋅m2. Finally, Taguchi analysis revealed that the solar incident irradiance concentration ratio has greatest effect on system performance when compared to the other operational variables.

目前的数值分析提出了一种利用新型的修整翅片散热器对热电发电机(TEG)集成的三结(TJ)太阳能电池进行被动冷却的新方法。根据混合动力系统的热分布,对翅片的设计、长度和切割角度进行了定制。设想的配置可以从电池中提取多余的热量,并通过热电发电机将其转化为二次动力。这提高了系统的冷却效率和发电量,同时最大限度地减少了材料的使用。建立了翅片式散热器的三维热电模型,并对不同尺寸、不同切割角度的散热片进行了模拟。结果表明,新设计的平基面积为2500 mm2、翅片切割角度为44°的整流散热片能够在不显著增加系统重量的情况下,以尽可能高的性能运行HCPV TJ电池。这种设计提高了TJ电池的性能,在1米/秒的速度下,允许最大太阳浓度为205和157太阳,而在环境温度为25°C和45°C时,非冷却参考电池的最大太阳浓度分别为43.5和33太阳。因此,该系统能够产生7.89和6.03 W/cm2(基于电池的有效面积)的更高功率,而非冷却电池被限制在1.65和1.3 W/cm2。混合冷却系统显著提高了系统效率,减少了189.4吨CO2 /yr⋅m2的二氧化碳排放量,实现了环境效益。最后,Taguchi分析表明,与其他操作变量相比,太阳入射辐照浓度比对系统性能的影响最大。
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引用次数: 0
Study the Radiation Effect on the Photovoltaic Properties of Silicon Heterojunction Solar Cells 辐射对硅异质结太阳能电池光电性能的影响研究
IF 1.204 Q3 Energy Pub Date : 2025-06-10 DOI: 10.3103/S0003701X24602692
Sh. B. Utamuradova, E. I. Terukov, O. K. Ataboev, I. E. Panaiotti, A. S. Gudovskikh, A. I. Baranov, O. P. Mikhaylov, A. A. Bazeley, K. X. Iniyatova

In this work, influence of electron irradiation on the photovoltaic properties of n-type silicon heterojunction solar cells has been investigated. It has been shown that when irradiated with electrons with a fluence of 5 × 1014 cm–2, a significant decrease in the quantum efficiency occurs at wavelengths of more than 600 nm, leading to a decrease in the short-circuit current from 33.1 to 22 mA/cm2 and the open-circuit voltage from 0.68 to 0.53 V, and at a fluence of 1 × 1015 cm–2 up to 18.25 mA/cm2 and 0.51 V, respectively. Also, from the load current-voltage characteristics, the values of the surface recombination velocity are ~16 cm/s before irradiation, ~500 cm/s at 5 × 1014 cm–2 and 580 cm/s at 1 × 1015 cm–2 have been calculated. Using the admittance spectroscopy, a defect with an activation energy of 0.18 eV and capture cross section of σn = 5 × 10–15 cm2 was detected in irradiated structures, which may probably be responsible for this behavior of characteristics, its concentration increases with increasing fluence.

本文研究了电子辐照对n型硅异质结太阳能电池光电性能的影响。结果表明,当施加5 × 1014 cm-2的电子辐照时,在大于600 nm波长处量子效率显著降低,导致短路电流从33.1降至22 mA/cm2,开路电压从0.68降至0.53 V,施加1 × 1015 cm-2的电子辐照时,短路电流从33.1降至22 mA/cm2,开路电压从0.68降至0.51 V。根据载荷电流-电压特性,计算出辐照前表面复合速度为~16 cm/s,辐照5 × 1014 cm - 2时表面复合速度为~500 cm/s,辐照1 × 1015 cm - 2时表面复合速度为580 cm/s。利用导纳谱分析,在辐照结构中发现了活化能为0.18 eV,俘获截面为σn = 5 × 10-15 cm2的缺陷,这可能是造成这种特性的原因,其浓度随辐照量的增加而增加。
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引用次数: 0
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Applied Solar Energy
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