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Design of a Solar Energy Storage Emergency Rescue Backpack Integrated With Global Positioning System, Light Emitting Diode, and a Heating Module 集成全球定位系统、发光二极管和加热模块的太阳能储能应急救援背包设计
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-29 DOI: 10.1002/ese3.70304
Jian-Sheng Huang, Li-Chin Shih

Mountain climbing often involves sudden weather changes, group separation, and mobile device battery depletion, which can lead to life-threatening emergencies. Enhancing survival and extending rescue time in such situations are crucial, making power supply and emergency equipment essential considerations. Existing equipment designs have emphasized solar power, lighting, communication, or navigation, but few address an integrated solution that simultaneously addresses survival needs such as warmth, power supply, and location tracking. To overcome these limitations, this study presents the design of an emergency rescue backpack, which serves as a self-rescue and assisted-rescue tool for climbers stranded in mountainous terrain. The backpack is equipped with light emitting diode (LED) light strips, a heating module, a global positioning system (GPS) tracking system, and a flexible solar photovoltaic panel integrated with a portable power bank. A key innovation of this study lies in the integration of the heating module, which utilizes a carbon fiber heating element sewn into the back of the backpack. By hugging the backpack, climbers can generate and retain heat to help maintain body temperature in cold environments, thereby reducing the risk of hypothermia. Additionally, the LED lighting provides illumination for nighttime navigation and deters wildlife. The GPS enables rescuers to track the stranded individual's location via satellite positioning. The flexible solar panel converts sunlight into electrical energy, which is stored in the internal power bank. Moreover, a switch-controlled USB hub with four ports is installed to minimize power consumption when not in use. Therefore, the practical contribution of the overall design is to extend rescue time and enhance the survival chances of lost hikers.

登山经常涉及突然的天气变化、团队分离和移动设备电池耗尽,这些都可能导致危及生命的紧急情况。在这种情况下,提高生存能力和延长救援时间至关重要,因此电源和应急设备是必不可少的考虑因素。现有的设备设计强调太阳能、照明、通信或导航,但很少有解决同时满足生存需求(如温暖、供电和位置跟踪)的集成解决方案。为了克服这些局限性,本研究提出了一种应急救援背包的设计,它可以作为登山者在山区被困的自救和辅助救援工具。该背包配备了发光二极管(LED)灯带、加热模块、全球定位系统(GPS)跟踪系统和与便携式电源集成的柔性太阳能光伏板。这项研究的一个关键创新在于加热模块的集成,该模块利用碳纤维加热元件缝在背包的背面。通过紧抱背包,登山者可以产生并保持热量,帮助在寒冷的环境中保持体温,从而降低体温过低的风险。此外,LED照明为夜间导航提供照明,并阻止野生动物。全球定位系统使救援人员能够通过卫星定位追踪被困个体的位置。柔性太阳能电池板将太阳光转化为电能,储存在内部的充电宝中。此外,还安装了一个开关控制的四端口USB集线器,以减少不使用时的功耗。因此,整体设计的实际贡献是延长救援时间,提高迷路徒步者的生存机会。
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引用次数: 0
Turkiye's Solar PV Market: A Methodological Guide to Applying SWOT Analysis for Strategic Market Entry 土耳其太阳能光伏市场:运用SWOT分析进行战略性市场进入的方法论指南
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-24 DOI: 10.1002/ese3.70306
Ceyda A. Tırmıkçı, Mustafa A. M. Dinçer, Seda G. Ekici, Cenk Yavuz

This article provides a methodological guide for applying SWOT analysis to Turkiye's solar photovoltaic (PV) market and shows how local developers can translate sector‑level insights into firm‑level strategies. The study clarifies scope: it does not report an empirical SWOT; instead, it offers an illustrative matrix (Table 3) and a three‑step pathway—mapping, strategic priorities, and actionable recommendations—operationalized in Table 4. Drawing on policy documents, market reports, and academic literature, guidance is outlined on how factors such as regulatory design, financing access, regional solar resource variation, and technology trends (e.g., storage and smart grids) should be incorporated into a structured SWOT. The approach is positioned alongside complementary methods, and the regional solar equity model (RSEM) is briefly introduced as a conceptual tool for region‑sensitive policy design. Limitations are noted: the guide synthesizes secondary sources without primary data collection; empirical validation, prioritization (e.g., via MCDM), and RSEM calibration are proposed for future work. The guide aims to support researchers and practitioners designing market entry and growth strategies consistent with national energy objectives.

本文提供了将SWOT分析应用于土耳其太阳能光伏(PV)市场的方法指南,并展示了当地开发商如何将行业层面的见解转化为公司层面的战略。该研究澄清了范围:它没有报告实证SWOT;相反,它提供了一个说明性矩阵(表3)和三步路径映射、战略优先事项和可操作的建议(见表4)。根据政策文件、市场报告和学术文献,指南概述了如何将监管设计、融资渠道、区域太阳能资源变化和技术趋势(如储能和智能电网)等因素纳入结构化SWOT。该方法与互补方法并列,并简要介绍了区域太阳能公平模型(RSEM),作为区域敏感政策设计的概念工具。局限性值得注意:该指南综合了第二手来源,没有收集第一手数据;建议在未来的工作中进行经验验证,优先排序(例如,通过MCDM)和RSEM校准。该指南旨在支持研究人员和从业人员设计符合国家能源目标的市场进入和增长战略。
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引用次数: 0
Effects of the Surface Wettability and Particle Size Distribution of Petroleum Coke on the Stability of Petroleum Coke–Water Slurry 石油焦表面润湿性和粒度分布对石油焦-水浆稳定性的影响
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-24 DOI: 10.1002/ese3.70303
Shuai Liu, Tingting Zhang, Eric J. Hu, Fuyan Gao, Tao Wu, Guangsuo Yu

This study explores the effects of surface wettability and particle size distribution on the stability of petroleum coke–water slurry (PCWS). Significant differences in stability were observed among slurries prepared from four types of petroleum coke. Notably, reduced surface wettability was found to enhance slurry stability. The average particle size of all petroleum coke powders was consistently maintained at 23 ± 5 μm, with their size distributions well fitted by the Rosin–Rammler equation. The model parameter n, ranging from 0.60 to 0.84, indicates a relatively uniform particle size distribution, suggesting improved packing efficiency within the slurry. As a result, PCWSs with particle size distributions falling within this optimal range exhibited markedly higher stability than those outside it. The novelty of this study lies in the combined quantitative investigation of two fundamental physicochemical factors—surface wettability (via contact angle) and particle size distribution (via Rosin–Rammler model parameters)—and their synergistic influence on the static stability of PCWS.

研究了表面润湿性和粒径分布对石油焦水浆稳定性的影响。从四种石油焦制备的浆料中观察到稳定性的显著差异。值得注意的是,表面润湿性的降低提高了浆液的稳定性。石油焦粉的平均粒径稳定在23±5 μm,粒径分布符合Rosin-Rammler方程。模型参数n的取值范围为0.60 ~ 0.84,粒径分布较为均匀,表明料浆内充填效率提高。结果表明,粒径分布在此最佳范围内的PCWSs的稳定性明显高于粒径分布不在此最佳范围内的PCWSs。本研究的新颖之处在于结合两个基本的物理化学因素——表面润湿性(通过接触角)和粒度分布(通过松香-拉姆勒模型参数)——以及它们对PCWS静态稳定性的协同影响进行定量研究。
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引用次数: 0
Characterization of Proppant Flowback in Hydraulic Fracturing Rough Fractures 水力压裂粗裂缝支撑剂返排特性研究
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-23 DOI: 10.1002/ese3.70287
Shou Ma, Xingyu Fang, Honglei Yang, Cheng Yan, Huanle Zhuang, Enjia Dong, Mingming Liu, Xiaodong Hu

In the process of fracturing, proppant flowback is unavoidable, and excessive proppant flowback will cause sand plugging in the wellbore, change the morphology of proppant fractures, reduce the effective flow-conducting capacity of fractures, weaken the effect of fracturing to increase production, and affect the extraction of hydrocarbons in the later stage of the fracturing process. At present, the research on proppant flowback during fracturing and re-discharge process mainly focuses on the force of proppant and its critical flowback rate at the time of startup, and there are fewer studies on the factors affecting proppant flowback, and there is not yet a theoretical model to specifically analyze the flowback characteristics of proppant in a rough fracture. Combining the above reasons, this paper constructs a three-dimensional numerical simulation model of proppant flowback in rough fracture by using the coupled computational fluid dynamics-discrete element method to study the factors affecting proppant flowback in rough fracture, and it is found that the rough fracture can reduce the flowback of proppant by comparing the flowback of proppant in the smooth fracture and the rough fracture. Meanwhile, it is clearly understood that the flow rate of return fluid and proppant particle size are the main influencing factors affecting proppant flowback. This study can provide theoretical references for the program design and field construction of the actual fracturing return phase.

在压裂过程中,支撑剂返排是不可避免的,过多的支撑剂返排会造成井筒堵砂,改变支撑剂裂缝形态,降低裂缝有效导流能力,削弱压裂增产效果,影响压裂后期油气的提取。目前,对压裂再放过程中支撑剂返排的研究主要集中在压裂启动时支撑剂的作用力及其临界返排速率,对支撑剂返排影响因素的研究较少,也没有专门分析粗裂缝中支撑剂返排特性的理论模型。结合以上原因,本文采用计算流体力学-离散元耦合方法,构建了粗裂缝中支撑剂返排的三维数值模拟模型,研究粗裂缝中支撑剂返排的影响因素,通过对比光滑裂缝和粗裂缝中支撑剂的返排,发现粗裂缝可以减少支撑剂的返排。同时,返排液流量和支撑剂粒径是影响支撑剂返排的主要因素。该研究可为实际压裂返段的方案设计和现场施工提供理论参考。
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引用次数: 0
Supercritical Pitchfork Bifurcation of a Fractional-Order Doubly-Fed Induction Generator 分数阶双馈感应发电机的超临界干草叉分岔
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-23 DOI: 10.1002/ese3.70284
Wei Chen, Zhongli Chen, Zhanhong Wei, Jiangtao Li, Jie Lin

To address the problem of the chaos phenomenon caused by the parameter drift of a doubly-fed induction generator (DFIG) due to a changing operating environment, a fractional-order stator voltage/flux-oriented control model is developed, and bifurcation theory and numerical simulations reveal that the chaos mechanism originates from supercritical pitchfork bifurcation. First, the fractional-order DFIG model is constructed by introducing Caputo fractional-order derivatives and combining linear affine transformation and time-scale transformation. Second, we analyze the bifurcation characteristics of the system's equilibrium point under diverse axial rotor voltages. Third, we apply the central manifold theorem to reduce the system dimensions to derive an equivalent downscaling model and describe the bifurcation behavior near the equilibrium point. Finally, the dynamics of the DFIG system at different fractional orders are explored by employing different numerical simulation methods for the changes in the rotor d-axis voltage component and the wind turbine output torque. The analytical results indicate that the DFIG system plunges into chaos via supercritical pitchfork bifurcation. As the fractional order diminishes, the system transitions from chaotic conditions to stable conditions. Transient chaos can occur in the DFIG system under particular combinations of fractional orders and parameters.

针对双馈异步发电机(DFIG)运行环境变化引起的参数漂移引起的混沌现象,建立了分数阶定子电压/磁通定向控制模型,并通过分岔理论和数值模拟表明,混沌机制来源于超临界干草叉分岔。首先,引入Caputo分数阶导数,结合线性仿射变换和时间尺度变换,构建分数阶DFIG模型;其次,分析了不同轴向转子电压下系统平衡点的分岔特性。第三,利用中心流形定理对系统进行降维,导出了系统的等效降维模型,并描述了系统在平衡点附近的分岔行为。最后,采用不同的数值模拟方法对转子d轴电压分量和风力机输出转矩的变化进行了数值模拟,探讨了DFIG系统在不同分数阶下的动力学特性。分析结果表明,DFIG系统通过超临界干草叉分叉进入混沌状态。随着分数阶的减小,系统从混沌状态过渡到稳定状态。在分数阶和参数的特定组合下,DFIG系统会出现瞬态混沌。
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引用次数: 0
Redundancy Strategies for Hydrogen Injection Into Natural Gas Infrastructure: An Analysis of System Reliability 天然气基础设施注氢冗余策略:系统可靠性分析
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-23 DOI: 10.1002/ese3.70275
Finn Börje Wesemeyer, Karsten Müller

The integration of hydrogen into existing natural gas networks represents a transformative approach to enhancing the utilization of renewable energy sources. This study focuses on the reliability of systems designed for hydrogen injection into the natural gas grid. We develop a representative system configuration and compile failure/repair data for all major components, then perform a component-level failure mode and effect analysis (FMEA) with exponential-rate assumptions to quantify subsystem and plant reliability. In the baseline (no redundancy), the overall mean time to failure (MTTF) is 186 h. Selective parallelization of pumps and compressors in Subsystems 2–5 (three units in parallel each) increases the plant-level MTTF to ~226 h (+21%), while additional parallel units show diminishing—and eventually negative—returns due to extra failure paths (valves, piping). A severity-probability (S–P) matrix pinpoints pumps and compressors as the dominant contributors to risk; control valves exhibit high impact but are not good candidates for redundancy, and the fresh water pump shows no benefit from duplication. These results provide practical guidance on where redundancy is worth the complexity and cost, and they outline priorities for future validation with hydrogen-specific field data.

将氢气整合到现有的天然气网络中代表了一种提高可再生能源利用的变革性方法。本研究的重点是为天然气电网注氢设计的系统的可靠性。我们开发了一个具有代表性的系统配置,并编译了所有主要部件的故障/修复数据,然后使用指数率假设进行组件级故障模式和影响分析(FMEA),以量化子系统和工厂的可靠性。在基线(无冗余)中,总体平均无故障时间(MTTF)为186小时。在子系统2-5中,泵和压缩机的选择性并行化(每个并联三个机组)将工厂级MTTF增加到~226小时(+21%),而额外的并联机组由于额外的故障路径(阀门,管道)而显示出减少并最终负回报。严重概率(S-P)矩阵指出泵和压缩机是造成风险的主要因素;控制阀具有很高的影响,但不是冗余的良好候选者,淡水泵没有从重复中获益。这些结果提供了实用的指导,说明了在哪些地方冗余是值得的,哪些地方的复杂性和成本是值得的,并概述了未来氢特定油田数据验证的优先事项。
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引用次数: 0
Research on Oil Cavity Lubrication Characteristics of Sliding Bearings for Wind Turbines With Strong Sudden Change and Heavy Load 强突变重载风力发电机滑动轴承油腔润滑特性研究
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-22 DOI: 10.1002/ese3.70308
Wengui Mao, Xuemei Wu, Congcong Liao, Xiwen Hu, Houjing Li, Zhikai Deng

To analyze the oil cavity lubrication characteristics of wind turbines sliding bearings with discontinuous flow in mixed lubrication wear caused by strong sudden changes and heavy loads, this paper aims to improve a method to analyze the pressure and temperature of different oil cavity shapes with different condition to enhance the lubrication reliability. This proposed method combining CFD simulation based on the Finite Volume Method with RNG kε model is demonstrated to analyze effectively the oil cavity lubrication characteristics with mixed lubrication wear. The different oil cavity shapes—circular cavity, sector cavity, and cross-shaped cavity, and different conditions including eccentricity, input pressure, temperature-viscosity, and surface roughness were analyzed to explore the effects on the maximum pressure, bearing capacity, and temperature. The study accurately evaluates the load-bearing support performance, temperature rise characteristics with different cavity shapes and different conditions. The results provide valuable references for optimizing lubrication reliability for wind power sliding bearing.

为分析风力机不连续流动滑动轴承在强突变和重载混合润滑磨损下的油腔润滑特性,本文旨在改进一种分析不同油腔形状在不同条件下的压力和温度的方法,以提高润滑可靠性。该方法将基于有限体积法的CFD仿真与RNG k -ε模型相结合,有效地分析了混合润滑磨损时的油腔润滑特性。分析了不同油腔形状(圆腔、扇形腔和十字形腔)以及不同偏心距、输入压力、温度-粘度和表面粗糙度对最大压力、承载能力和温度的影响。该研究准确地评估了不同型腔形状和不同条件下的承重支撑性能、温升特性。研究结果为优化风电滑动轴承的润滑可靠性提供了有价值的参考。
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引用次数: 0
Dynamic Prediction and Control Method for Annular Pressure in Offshore Gas Wells Based on Real-Time Monitoring Data 基于实时监测数据的海上气井环空压力动态预测与控制方法
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70292
Liu Jinming, Qian Xuesen, Ding Jian, Zhang Zhi, Zhang Yue, Deng Jiangping

The phenomenon of annular pressure buildup (APB) is commonly observed in offshore gas wells, characterized by complex and coupled pressure types across multiple annuli. Field operations, including well shutdowns, pressure relief, and well interventions, further complicate the pressure dynamics, rendering traditional theoretical models incapable of accurately predicting annular pressure under the influence of these coupled conditions. Elevated annular pressure can lead to casing deformation and failure, posing significant risks to well integrity and production safety. This study addresses the challenge of predicting annular pressure under the coupling of multiple APB types by utilizing real-time monitoring data reflecting the annular pressure state of production wells and incorporating the influence of field operations. A convolutional neural network (CNN) is employed to optimize feature extraction, and a bidirectional long short-term memory (Bi-LSTM) network is established based on the optimized CNN kernels to predict annular pressure under complex coupling conditions. A dynamic management chart for APB is developed by incorporating the dynamic variation of wellbore pressure. The results demonstrate that the prediction accuracy of the CNN-optimized Bi-LSTM model exceeds that of the standalone LSTM model, with a mean error of 4.03% when compared with field-measured data. The inclusion of operational characteristic parameters enables the extraction of features related to human intervention, further improving the model's accuracy and reducing the mean error to 2.55%. The dynamic management chart, which incorporates the variation in wellbore pressure, provides effective guidance for field safety operations.

海上气井中普遍存在环空压力积聚现象,其特点是多个环空压力类型复杂且耦合。现场作业,包括关井、泄压和油井干预,使压力动态进一步复杂化,使得传统的理论模型无法在这些耦合条件的影响下准确预测环空压力。环空压力升高会导致套管变形和失效,给井的完整性和生产安全带来重大风险。该研究通过利用反映生产井环空压力状态的实时监测数据,并结合现场作业的影响,解决了在多种APB类型耦合下预测环空压力的挑战。采用卷积神经网络(CNN)对特征提取进行优化,并基于优化后的CNN核构建双向长短期记忆(Bi-LSTM)网络,用于复杂耦合条件下的环空压力预测。结合井筒压力的动态变化,建立了APB的动态管理图。结果表明,cnn优化后的Bi-LSTM模型预测精度优于独立LSTM模型,与实测数据相比平均误差为4.03%。操作特征参数的加入使得提取与人为干预相关的特征成为可能,进一步提高了模型的精度,将平均误差降低到2.55%。动态管理图包含了井筒压力变化,为现场安全作业提供了有效的指导。
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引用次数: 0
Evaluating the Influence of Operational Uncertainty on Solar Photovoltaic System Design and Economic Viability: Case Study for Commercial Building in Abu Dhabi 评估运行不确定性对太阳能光伏系统设计和经济可行性的影响:以阿布扎比商业建筑为例
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70299
Nourah Alkaabi, Raed Jaradat, Ahmad Mayyas

This study investigates the impact of uncertainty in building operation patterns on the design and techno-economic performance of solar photovoltaic (PV) systems in a commercial building in a hot arid region in Abu Dhabi, UAE. Utilizing the Design-Builder software, a model of a commercial hotel building was developed and calibrated to assess its energy demand. Three distinct operational scenarios—Austere, Baseline, and Wasteful—were analyzed in this study, each considering both grid-connected PV systems with and without energy storage solutions. The study employed sensitivity analyses to understand how variations in modeling inputs affect the levelized cost of energy (LCOE) and the levelized cost of storage (LCOS). The findings reveal significant variations in LCOE and LCOS across different scenarios, in which the minimum (LCOE) can be achieved at $0.165/kWh for the Baseline Case, $0.191/kWh for the Austere Case, and $0.162/kWh for the Wasteful Case, while the minimum (LCOS) can reach $0.30/kWh for Baseline case, $0.55/kWh for Austere case, and $0.19/kWh for Wasteful Case, underscoring the necessity of tailored PV system designs to optimize performance and economic feasibility. This study contributes to the growing body of knowledge of sustainable building energy solutions, highlighting the importance of incorporating operational uncertainties into the planning and design of renewable energy systems.

本研究探讨了建筑运行模式的不确定性对阿联酋阿布扎比炎热干旱地区商业建筑太阳能光伏(PV)系统设计和技术经济性能的影响。利用Design-Builder软件,开发并校准了商业酒店建筑的模型,以评估其能源需求。本研究分析了三种不同的运行场景——严峻、基线和浪费,每种场景都考虑了并网光伏系统是否有储能解决方案。该研究采用敏感性分析来了解模型输入的变化如何影响平准化能源成本(LCOE)和平准化存储成本(LCOS)。研究结果显示,不同方案的LCOE和LCOS存在显著差异,其中基线方案的最低LCOE可达0.165美元/千瓦时,严峻方案为0.191美元/千瓦时,浪费方案为0.162美元/千瓦时,而最低LCOS可达0.30美元/千瓦时,严峻方案为0.55美元/千瓦时,浪费方案为0.19美元/千瓦时,强调了定制光伏系统设计的必要性,以优化性能和经济可行性。这项研究为可持续建筑能源解决方案的知识体系的增长做出了贡献,强调了将运营不确定性纳入可再生能源系统规划和设计的重要性。
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引用次数: 0
The Green Future Building Through Energy Optimization in High-Rise Buildings 从高层建筑节能优化看绿色未来建筑
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70302
Mobina Kalantari, Ahmad Hajinezhad, Seyed Farhan Moosavian, Reza Fattahi

This study investigates the application of photovoltaic (PV) systems in 30-meter high-rise residential buildings in Tehran, evaluating the impact of four geographical orientations (north, south, east, and west). Using PV*SOL software, system energy production and performance were simulated based on Tehran's specific climatic conditions and solar radiation data. The primary goal is to assess the influence of panel orientation on energy efficiency, cost-effectiveness, and environmental benefits. Results show that south-facing systems, receiving 2151.86 kWh/m² of global radiation, achieved the highest energy yield of 57,937 kWh annually, with a 6.9-year payback period. In contrast, north-facing systems generated only 36,328 kWh/year and required 11.1 years for cost recovery. South-oriented systems also achieved the greatest environmental benefit, reducing CO₂ emissions by 27,196 kg per year. The economic analysis demonstrates that optimized orientation significantly improves long-term financial viability. This study highlights the strategic importance of rooftop PV deployment in high-rise buildings to enhance energy efficiency and reduce urban energy consumption. The findings also provide a valuable reference for urban renewable energy planning in cities with similar climate conditions. Future research should include the integration of energy storage systems and assess long-term dust accumulation impacts on PV system performance in dense urban settings.

本研究调查了光伏(PV)系统在德黑兰30米高层住宅中的应用,评估了四个地理方向(北、南、东、西)的影响。利用PV*SOL软件,根据德黑兰特定的气候条件和太阳辐射数据,模拟了系统的发电量和性能。主要目标是评估面板朝向对能源效率、成本效益和环境效益的影响。结果表明,南向系统的总辐射量为2151.86 kWh/m²,年发电量最高为57,937 kWh,投资回收期为6.9年。相比之下,朝北的系统仅产生36328 千瓦时/年,需要11.1年才能收回成本。南向系统也取得了最大的环境效益,每年减少了27196公斤的二氧化碳排放量。经济分析表明,优化的定位显著提高了长期财务可行性。这项研究强调了高层建筑屋顶光伏部署对提高能源效率和减少城市能源消耗的战略重要性。研究结果也为类似气候条件城市的城市可再生能源规划提供了有价值的参考。未来的研究应包括能源存储系统的集成,并评估在密集的城市环境中长期积尘对光伏系统性能的影响。
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引用次数: 0
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