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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
Optimization Design Method and Application of Nitrogen Horizontal Well Drilling Technology in Coalbed Methane Reservoirs 煤层气储层氮气水平井钻井技术优化设计方法及应用
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70278
Hu Jiachen, Tan Zhanglong, Yang Fan, Hao Zhaobing, Yang Qi, Feng Lei, Wang Peng

Due to characteristics such as low permeability, low pressure, low gas saturation, low water content, and high structural stress, Yuwang coalbed methane (CBM) is prone to issues such as well leakage, coal sensitivity to water, and coal fines blockage. Conventional drilling fluids can cause irreversible damage to the coal reservoir, whereas gas drilling can effectively protect it. In this study, nitrogen was used for drilling horizontal wells, and drilling operations were conducted in Yuwang Township, Fuyuan County, Qujing City, Yunnan Province. Directional test wells and horizontal production test wells were drilled. Using proprietary software, various construction parameters such as gas injection rate, injection pressure, torque under different conditions, and erosion and wear of the drill string were calculated, and the results were consistent with the actual geological conditions. In actual construction, the total length of the directional well was 882 m, and the total length of the horizontal well was 1019.59 m. The gas injection rate ranged from 90 to 120 m3/min, and the drilling pressure ranged from 20 to 40 kN. It is noteworthy that the mechanical drilling speed using nitrogen drilling was 11.64 m/h, approximately three times faster than conventional drilling. The stability of gas pressure during drilling in this experiment demonstrates the effectiveness of this technology in preventing well leakage accidents. Valuable experience in gas drilling and important considerations were obtained from this experiment, providing valuable insights for future applications.

禹王煤层气具有低渗透、低压、低含气饱和度、低含水率、高构造应力等特点,容易出现漏井、煤对水敏感、煤粉堵塞等问题。常规钻井液会对煤储层造成不可逆的损害,而天然气钻井可以有效地保护煤储层。本研究采用氮气钻井水平井,在云南省曲靖市抚远县玉王乡进行钻井作业。钻了定向测试井和水平生产测试井。利用专有软件,对不同工况下的注气量、注入压力、扭矩、钻柱冲蚀磨损等施工参数进行了计算,结果与实际地质条件吻合。实际施工中,定向井总长度为882 m,水平井总长度为1019.59 m。注气量为90 ~ 120m3 /min,钻井压力为20 ~ 40kn。值得注意的是,采用氮气钻井的机械钻井速度为11.64 m/h,约为常规钻井速度的3倍。钻井过程中气体压力的稳定性证明了该技术在防止油井泄漏事故中的有效性。从该实验中获得了宝贵的天然气钻井经验和重要的考虑因素,为未来的应用提供了宝贵的见解。
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引用次数: 0
Single Step and Solution Process Fabrication of Mesoporous ZnOS Thin Film as an Effective Electron Transport Layer for the Cs-Based Halide Double PSCs 单步和溶液法制备作为cs基卤化物双psc有效电子传输层的介孔zno薄膜
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70301
Md. Jakir Hossen, Md. Bulu Rahman, M. Shahinuzzaman, Md. Helal Miah, Noor-E. Ashrafi, Abdur Rahim, Suhana Mohd Said, S. F. W. M. Hatta, Mohammad Aminul Islam

In this study, the ZnOS thin films have been fabricated by the spin coating technique for applying as an effective electron transport layer (ETL) for halide double perovskite solar cells (PSCs). The impact of the number of coatings and/or thickness variations on ZnOS thin films' properties has been analyzed in terms of surface morphology, crystal structure, elemental, and optoelectronic characteristics, and has been found to have a substantial impact on the properties of prepared thin films. For better understanding, an undoped ZnO thin film has also been analyzed alongside the ZnOS thin films. Also, the performance variation of halide double PSCs has been investigated utilizing ZnOS as an effective ETL by means of a solar cell capacitance simulator one-dimensional software. The highest power conversion efficiency (PCE) with the configuration of FTO/ZnOS/Cs2AgBi0.75Sb0.25Br6/CuxO/Au of 16.21% was obtained for single-coated ZnOS thin films. The result implies that ZnOS can more efficiently extract the charge carriers from the absorber layer of PSCs than pure ZnO. We anticipate that the findings of this study will lead to fresh insights into the practical applications of ZnOS as the optimum ETL for halide double PSCs.

本研究采用自旋镀膜技术制备了ZnOS薄膜,作为卤化物双钙钛矿太阳能电池(PSCs)的有效电子传输层(ETL)。从表面形貌、晶体结构、元素和光电特性等方面分析了镀层数量和/或厚度变化对zno薄膜性能的影响,并发现它们对制备的薄膜性能有实质性的影响。为了更好地理解,我们还分析了未掺杂的ZnO薄膜和ZnOS薄膜。此外,利用太阳能电池电容模拟器一维软件研究了利用zno作为有效ETL的卤化物双PSCs的性能变化。FTO/ZnOS/Cs2AgBi0.75Sb0.25Br6/CuxO/Au单涂层ZnOS薄膜的功率转换效率(PCE)最高,为16.21%。结果表明,ZnO比纯ZnO更能有效地从PSCs的吸收层中提取载流子。我们期望本研究的结果将为ZnOS作为卤化物双PSCs的最佳ETL的实际应用带来新的见解。
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引用次数: 0
Laboratory and Theoretical Investigation of Freshwater Production From Improved and Conventional Solar Desalination Ponds 改良与常规太阳能海水淡化池产淡水的实验室与理论研究
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70293
Ali Firoozi, Farshad Farahbod

The increasing global population and declining freshwater availability have intensified the need for sustainable water treatment solutions, particularly in arid and semiarid regions. Solar desalination ponds offer a cost-effective and environmentally friendly alternative for freshwater production; however, their efficiency remains limited by conventional materials and designs, such as the use of steel plates for the pond base and standard insulation without advanced thermal enhancement features. This study presents a comparative laboratory and theoretical investigation of two solar desalination ponds: a conventional system using steel plates and an Fe₂O₃-enhanced configuration. The modified pond demonstrated a significant improvement in thermal behavior, freshwater yield, and energy utilization. Specifically, the modified system produced up to 60% more freshwater than the conventional unit during peak summer conditions, with an average annual productivity increase of 21%. Furthermore, the highest energy and exergy efficiencies were observed in July, whereas the lowest occurred in January, underscoring the seasonal performance dynamics. Exergy efficiency consistently trailed energy efficiency by approximately 39%, highlighting system irreversibilities. This study introduces a scalable, low-cost material innovation that leverages the thermal and optical advantages of nano-ferric oxide to substantially improve desalination performance under real-world climatic conditions.

全球人口的增加和淡水供应的减少使得对可持续水处理解决办法的需求更加迫切,特别是在干旱和半干旱地区。太阳能海水淡化池为淡水生产提供了一种成本效益高、环境友好的替代方案;然而,它们的效率仍然受到传统材料和设计的限制,例如池塘底部使用钢板和没有先进热增强功能的标准隔热材料。这项研究提出了两个太阳能海水淡化池的比较实验室和理论研究:一个使用钢板的传统系统和一个Fe₂O₃增强配置。改造后的池塘在热行为、淡水产量和能源利用方面都有显著改善。具体来说,在夏季高峰期,改造后的系统比传统装置多生产了60%的淡水,平均年生产率提高了21%。此外,7月份的能源和火用效率最高,而1月份的效率最低,强调了季节性的绩效动态。能源效率一直落后于能源效率约39%,突出了系统的不可逆性。这项研究介绍了一种可扩展的、低成本的材料创新,利用纳米氧化铁的热学和光学优势,大大提高了现实气候条件下的海水淡化性能。
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引用次数: 0
Optimizing a Straight-Bladed Vertical Axis Wind Turbine With Computational Fluid Dynamics (CFD), Artificial Neural Network (ANN), and Genetic Algorithm (GA) 基于计算流体力学(CFD)、人工神经网络(ANN)和遗传算法(GA)的直叶垂直轴风力机优化
IF 3.4 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2025-09-21 DOI: 10.1002/ese3.70289
Sepehr Sanaye, Saeed Yazdani, Armin Farvizi

Vertical axis wind turbine (VAWT) is a suitable renewable power generation tool for use in urban areas, especially at low wind speeds and with low noise level. However, an approach with accurate results, acceptable time consumption, and cost for optimizing this turbine is not reported in the literature. The aim of this study is to propose an approach for optimizing a VAWT with three straight blades. In the first step, the air forces acting on the turbine blades are estimated by computational fluid dynamics (CFD). Three effective parameters, that is, turbine diameter, tip speed ratio, and airfoil chord length, were changed, and 180 CFD runs were performed. In the second step, to save running time and cost, an artificial neural network (ANN) method was used, and the turbine power coefficient, which was the ANN output, was predicted just by specifying the above three effective parameters. In the third step, the Genetic Algorithm optimization technique was used to find the maximum value of the power coefficient of the vertical axis wind turbine (� � C� � P) as the objective function and the above three effective parameters as design variables in the specified range. The optimum value of power coefficient for the optimized VAWT by the use of the procedure proposed here was 0.319 (15.16% increase in comparison with 0.277 for the existing VAWT). The optimum values of design variables were also obtained: 2.5 m for diameter (instead of 1.7 m), 0.213 m (instead of 0.246 m) for the airfoil chord length, and 2.3 for the blade tip speed ratio (instead of 2.23).

垂直轴风力涡轮机(VAWT)是一种适合在城市地区使用的可再生能源发电工具,特别是在低风速和低噪音水平下。然而,一种具有准确结果的方法,可接受的时间消耗,以及优化这种涡轮机的成本在文献中没有报道。本研究的目的是提出一种优化三直叶片VAWT的方法。首先,利用计算流体力学(CFD)对作用在涡轮叶片上的空气力进行估算。改变了涡轮直径、叶尖速比和翼型弦长三个有效参数,并进行了180次CFD运行。第二步,为了节省运行时间和成本,采用人工神经网络(ANN)方法,仅通过指定上述三个有效参数来预测作为人工神经网络输出的涡轮功率系数。在第三步,采用遗传算法优化技术,以垂直轴风力机功率系数(cp)的最大值为目标函数,以上述三个有效参数为设计变量指定范围。优化后的VAWT功率系数的最优值为0.319,比现有VAWT的0.277提高了15.16%。设计变量的最佳值也获得:2.5米直径(而不是1.7米),0.213米(而不是0.246米)为翼型弦长,2.3叶尖速比(而不是2.23)。
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引用次数: 0
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Energy Science & Engineering
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