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Research on the performance and mode switching strategy of the photovoltaic/thermal-air dual heat source direct expansion heat pump system based on micro heat pipe arrays 基于微热管阵列的光伏/热空气双热源直扩热泵系统性能及模式切换策略研究
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-24 DOI: 10.1016/j.enconman.2026.121125
Ze Bai , Yaohua Zhao , Zhenhua Quan , Yiyang Liu , Wanli Chang
Conventional flat-plate photovoltaic/thermal (PVT) modules suffer from low solar energy utilization efficiency and unstable heat supply when used as heat pump evaporators. Additionally, their heat dissipation capabilities are limited when used as condensers. To address these limitations, this study proposes a novel micro heat pipe array-integrated PVT–air evaporator/condenser (MHPA-PVTAE/C), coupled with a dual-source direct expansion heat pump. Seasonal experiments were conducted to characterize its trigeneration performance, and an adaptive heating-mode switching strategy was developed using the coefficient of performance for heating (COP(H)) as the optimization objective based on solar irradiance and ambient temperature. The system achieved a COP(H) of 6.2 (summer) and 4.9 (winter), power generation efficiency of up to 14%, and a COP(C) of 2.7. Throughout continuous multi-day tests, the compressor exhaust temperature remained below 90 °C, and the suction/exhaust pressure variation rates were both below 5%, demonstrating reliable and stable operation when the MHPA-PVTAE/C functioned as the evaporator or condenser. Compared with existing systems, the novel system enhanced the COP(H) by 13.1–68.1% (summer) and 15.3–75.2% (winter), and increased the COP(C) by 5.2–42.4%, providing a validated technical route for building-scale trigeneration system.
传统平板光伏/热(PVT)组件作为热泵蒸发器使用时,存在太阳能利用效率低、供热不稳定等问题。此外,当用作冷凝器时,它们的散热能力受到限制。为了解决这些限制,本研究提出了一种新型微型热管阵列集成pvt -空气蒸发器/冷凝器(MHPA-PVTAE/C),再加上双源直接膨胀热泵。通过季节性实验对其三联产性能进行表征,并基于太阳辐照度和环境温度,以供热性能系数(COP(H))为优化目标,提出了一种自适应供热模式切换策略。该系统夏季COP(H)为6.2,冬季COP(H)为4.9,发电效率高达14%,COP(C)为2.7。在连续多天的试验中,压缩机排气温度保持在90℃以下,吸排气压力变化率均低于5%,表明MHPA-PVTAE/C作为蒸发器或冷凝器时运行可靠稳定。与现有系统相比,该系统夏季COP(H)和冬季COP(C)分别提高13.1 ~ 68.1%和15.3 ~ 75.2%,COP(C)分别提高5.2 ~ 42.4%,为建筑规模三联供系统提供了一条行之有效的技术路线。
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引用次数: 0
Semi-supervised anomaly detection in photovoltaic systems under power tracking mode 电力跟踪模式下光伏系统的半监督异常检测
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-24 DOI: 10.1016/j.enconman.2026.121114
Fouzi Harrou , Abdelkader Dairi , Abdelhakim Dorbane , Bilal Taghezouit , Ying Sun
Fault detection in grid-connected photovoltaic (GCPV) systems is critical for ensuring operational safety and efficiency, yet the availability of labeled fault data in real-world deployments is limited. Reliable anomaly detection in GCPV systems is vital for ensuring operational safety, minimizing energy losses, and maintaining efficiency. This study presents a systematic, mode-aware benchmarking of semi-supervised anomaly detection methods for GCPV monitoring under realistic operating conditions. This study evaluates four semi-supervised techniques, Isolation Forest (iForest), Local Outlier Factor (LOF), One-Class SVM (1SVM), and Elliptic Envelope (EE), for fault detection in GCPV systems operating under Intermediate and Maximum Power Point Tracking (IPPT/MPPT) modes. Using the GPVS-Faults dataset, which contains simulated fault scenarios generated from a grid-connected PV system emulator, all models are trained exclusively on fault-free data, following a strictly semi-supervised paradigm, and evaluated across multiple metrics, including accuracy, F1-score, AUC, and false positive rate (FPR). Experimental results show that EE achieves the best average accuracy and AUC with the lowest FPR across both operating modes, reaching an average accuracy of 94.68% under MPPT and 93.54% under IPPT. LOF exhibits the highest sensitivity and F1-score, but at the expense of increased false positives, while iForest provides a balanced trade-off between precision and recall. Beyond detection performance, this work emphasizes reproducibility and interpretability in semi-supervised PV fault detection. To enhance transparency, SHapley Additive exPlanations (SHAP) analysis is used as a post-hoc interpretability layer based on an auxiliary XGBoost model, revealing fault-specific feature contributions aligned with physical system behavior. Overall, the results demonstrate complementary strengths among the evaluated methods and highlight the effectiveness of EE for low-false-alarm fault detection, alongside the value of lightweight, explainable, and mode-aware semi-supervised frameworks in supporting GCPV monitoring.
并网光伏(GCPV)系统的故障检测对于确保运行安全和效率至关重要,但实际部署中标记故障数据的可用性有限。在GCPV系统中,可靠的异常检测对于确保运行安全、最大限度地减少能量损失和保持效率至关重要。本研究提出了一种系统的、模式感知的半监督异常检测方法的基准测试,用于GCPV在实际运行条件下的监测。本研究评估了隔离森林(ifforest)、局部离群因子(LOF)、一类支持向量机(1SVM)和椭圆包络(EE)四种半监督技术在GCPV系统中故障检测中的应用,这些技术在中间和最大功率点跟踪(IPPT/MPPT)模式下运行。使用GPVS-Faults数据集(包含由并网光伏系统模拟器生成的模拟故障场景),所有模型都只在无故障数据上进行训练,遵循严格的半监督范式,并通过多个指标进行评估,包括准确性、f1分数、AUC和假阳性率(FPR)。实验结果表明,在两种工作模式下,EE的平均准确率和AUC均达到最佳,FPR最低,在MPPT下平均准确率为94.68%,在IPPT下平均准确率为93.54%。LOF表现出最高的灵敏度和f1得分,但代价是假阳性增加,而ifforest在精度和召回率之间提供了平衡的权衡。除了检测性能,这项工作还强调了半监督式光伏故障检测的再现性和可解释性。为了提高透明度,SHapley加性解释(SHAP)分析被用作基于辅助XGBoost模型的事后可解释性层,揭示与物理系统行为一致的故障特定特征贡献。总体而言,结果显示了评估方法之间的互补优势,并突出了EE在低误报故障检测方面的有效性,以及轻量级、可解释和模式感知的半监督框架在支持GCPV监测方面的价值。
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引用次数: 0
Integrating weather extremes and desalination flexibility to design a resilient concentrated solar power–photovoltaic–wind system with battery and thermal storage using TRNSYS 结合极端天气和海水淡化的灵活性,使用TRNSYS设计一个具有电池和储热能力的弹性集中太阳能-光伏-风能系统
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121064
Farah Souayfane , Ricardo M. Lima , Asaad Katoua , Omar Knio
Integrating large-scale renewable energy and storage systems is essential for sustainability in hot desert regions. However, resource variability and extreme weather pose operational and economic challenges, emphasizing the need for resilient systems. This study develops a TRNSYS simulation-based multi-objective optimization framework to design a resilient renewable energy system for a community in Saudi Arabia. Its novelty lies in the iterative incorporation of extreme weather derived from 25 years of historical weather data and the leveraging of sector coupling through the operational flexibility of a desalination plant. The optimization identifies optimal capacities for a system combining concentrated solar power, photovoltaic, and wind turbines, coupled with battery and thermal storage. The most economical off-grid configuration yields a life cycle cost of $1.46 billion and a levelized cost of energy of 0.1687 $/kWh with concentrated solar power supplying 96% of the energy (peak load of 86 MW and annual energy consumption of 505 GWh), which avoids 330,900 tonnes of CO2 emissions per year. This off-grid system, designed to withstand past extreme low solar radiation and high temperature days, requires additional generation and storage capacity, which increases the cost by 19%. Leveraging the desalination plant’s operational flexibility reduces the system’s cost by 2.7% while further enhancing system resilience. The framework provides a practical and adaptable method for designing resilient renewable energy systems in response to variable extreme weather conditions, highlighting the cost of resilience and demonstrating that power coupling with desalination can help mitigate the cost of achieving resilience.
整合大规模可再生能源和存储系统对于炎热沙漠地区的可持续性至关重要。然而,资源变化和极端天气带来了运营和经济挑战,强调了对弹性系统的需求。本研究开发了一个基于TRNSYS仿真的多目标优化框架,为沙特阿拉伯的一个社区设计了一个有弹性的可再生能源系统。它的新颖之处在于从25年的历史天气数据中反复合并极端天气,并通过海水淡化厂的操作灵活性利用部门耦合。优化确定了一个系统的最佳容量,该系统结合了聚光太阳能发电、光伏发电和风力涡轮机,以及电池和储热装置。最经济的离网配置产生的生命周期成本为14.6亿美元,平均能源成本为0.1687美元/千瓦时,集中太阳能提供96%的能源(峰值负荷为86兆瓦,年能耗为505吉瓦时),每年可避免330,900吨二氧化碳排放。这种离网系统的设计初衷是承受过去极低的太阳辐射和高温天气,但需要额外的发电和存储能力,这将使成本增加19%。利用海水淡化厂的操作灵活性,在进一步增强系统弹性的同时,降低了系统成本2.7%。该框架为设计弹性可再生能源系统以应对多变的极端天气条件提供了一种实用且适应性强的方法,突出了弹性的成本,并证明了与海水淡化的电力耦合可以帮助减轻实现弹性的成本。
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引用次数: 0
Cascade-pumped micro-hydro storage systems: A new design framework for efficient energy generation and storage in challenging topographies 级联泵微型水力存储系统:在具有挑战性的地形中高效能源生成和存储的新设计框架
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121105
Oraib Dawaghreh, Sharaf K. Magableh, Caisheng Wang
Hydropower opportunities in many lake-rich regions remain largely unexploited. This is because long horizontal distances and modest elevation differences prohibit the feasibility of traditional pumped storage systems. The need for terrain-adaptive long-duration storage motivates the exploration of multi-stage, cascade-based designs capable of bridging these spatial constraints. This study investigates whether introducing intermediate reservoirs can transform geographically constrained lake systems into practical pumped hydro storage sites. An integrated modeling framework, including hydropower, solar, and wind simulation, geospatial analysis, and multi-objective evolutionary optimization, is applied using real meteorological and electrical load data from Mountain Lake, Michigan to determine optimal reservoir locations, storage capacities, and renewable generation sizing. Three cases were evaluated to assess the impact of different cascade configurations. Among them, the configuration with one intermediate reservoir achieves approximately 99.97 percent reliability with a levelized cost of energy between 0.133 and 0.165 USD per kilowatt-hour, while the two-reservoir arrangement demonstrates even lower cost and higher reliability. These findings demonstrate that a cascade configuration can significantly improve hydraulic performance and economic feasibility in low-slope terrains. The study concludes that multi-stage micro-pumped hydro architectures offer a geographically adaptable pathway for long-duration energy storage and can be deployed in regions where conventional two-reservoir systems are not viable.
在许多湖泊丰富的地区,水力发电机会基本上尚未开发。这是因为较长的水平距离和适度的海拔差异限制了传统抽水蓄能系统的可行性。对适应地形的长时间存储的需求激发了对多级、基于级联的设计的探索,这些设计能够跨越这些空间限制。本研究探讨引入中间水库是否能将地理上受限制的湖泊系统转变为实际的抽水蓄能场所。一个集成的建模框架,包括水电、太阳能和风能模拟、地理空间分析和多目标进化优化,应用于密歇根州山湖的真实气象和电力负荷数据,以确定最佳的水库位置、存储容量和可再生能源发电规模。对三个案例进行了评估,以评估不同梯级配置的影响。其中,一个中间储层配置的可靠性约为99.97%,能源平准化成本在0.133 ~ 0.165美元/千瓦时之间,而两个储层配置的成本更低,可靠性更高。这些结果表明,梯级结构可以显著提高低坡度地形的水力性能和经济可行性。该研究的结论是,多级微抽水蓄能结构为长期储能提供了一种地理适应性强的途径,可以部署在传统双水库系统不可行的地区。
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引用次数: 0
Dynamic modelling and characteristics analysis of a novel in situ tar-rich coal pyrolysis mining system driven by solar energy 新型太阳能驱动富焦油煤原位热解开采系统动力学建模及特性分析
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121101
Mei Wang , Guoming Wen , Lang Liu , Shuangming Wang
As a strategic alternative to conventional oil and gas resources, tar-rich coal, coupled with its low-carbon in-situ extraction technologies, is rapidly emerging as a pivotal focus for sustainable energy development. This study presents an innovative tower type solar in-situ pyrolysis system for tar-rich coal (TS-IPS/TRC) to significantly reduce energy consumption in tar-rich coal extraction. A transient multiphysics model, integrating solar thermal conversion, nitrogen mediated heat transfer, and pyrolysis reaction kinetics, was constructed to investigate the influence of two critical operating parameters, nitrogen temperature and flow rate, on the dynamic behavior of the system. The results demonstrate that the heating rate during the initial pyrolysis stage is more responsive to variations in flow rate. Spatially, increasing the flow rate significantly enhance the heating effect near the injection well, while the effect gradually diminish in the regions farther away from the injection well. In accordance with system operational requirements, the optimal pyrolysis temperature was ascertained to be 983.15 K under a 24–hour cyclic operation strategy. In light of the temporal variations in solar energy, three operational approaches were subjected to rigorous evaluation. The results reveal that intermittent operation coupled with an elevated inlet temperature and a reduced flow rate of the heat transfer medium significantly enhances techno–economic performance. The intermittent heating mode effectively improves temperature uniformity within the pyrolysis zone. A 12–hour cyclic operation strategy is recommended. Increasing the inlet temperature from 933.15 K to 1033.15 K and decreasing the inlet flow velocity from 5 m/s to 2 m/s substantially increases the gas production rate by 61 %. The TS-IPS/TRC system can reduce power consumption by 61 % and decrease carbon emissions by 2.52 × 108 kg under the pyrolysis condition of 80 % of tar-rich coal. The proposed system demonstrates great potential in terms of energy conservation and emission reduction by pioneering a novel method for sustainable extraction of tar-rich coal in a low-carbon way.
作为常规油气资源的战略替代品,富焦油煤及其低碳就地开采技术正迅速成为可持续能源发展的关键焦点。本文提出了一种创新的塔式富焦油煤太阳能原位热解系统(TS-IPS/TRC),以显著降低富焦油煤开采过程中的能耗。建立了集太阳能热转换、氮气传热和热解反应动力学于一体的瞬态多物理场模型,研究了氮气温度和流量这两个关键操作参数对系统动力学行为的影响。结果表明,热解初始阶段的升温速率对流量变化的响应更大。在空间上,增加流量显著增强了注水井附近的加热效果,而在远离注水井的区域,加热效果逐渐减弱。根据系统运行要求,确定了24小时循环运行策略下的最佳热解温度为983.15 K。鉴于太阳能的时间变化,对三种操作方法进行了严格的评估。结果表明,间歇运行与进口温度升高和传热介质流量降低相结合,显著提高了技术经济性能。间歇式加热方式有效提高了热解区内温度的均匀性。建议采用12小时循环操作策略。将进口温度从933.15 K提高到1033.15 K,将进口流速从5 m/s降低到2 m/s,可显著提高61%的产气量。在富焦油煤含量为80%的热解条件下,TS-IPS/TRC系统能耗降低61%,碳排放量减少2.52 × 108 kg。该系统开创了一种以低碳方式可持续开采富焦油煤的新方法,在节能减排方面具有巨大潜力。
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引用次数: 0
Performance and viability of transpired solar collectors for pre-heating ventilation air 蒸腾太阳能集热器预热通风空气的性能和可行性
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121055
Talie Tohidi Moghadam , Brian Norton , Ken Bruton , Dominic T.J. O’Sullivan
Reducing heating-related energy demand in buildings is a critical step toward decarbonisation. This study investigates the feasibility of using unglazed transpired solar collectors to pre-heat ventilation air. It is hypothesised that such systems can significantly lower energy use and carbon emissions while offering economic benefits. An experimental unglazed transpired solar collectors system was installed in a university building in Cork, Ireland, and its performance was evaluated through real-time measurements and validated against simulations using the “RETScreen Expert” tool. The validated model was then scaled to a full-facade application (163 m2), estimating a 24% reduction in annual heating energy use and a 23.4% decrease in greenhouse gas emissions. The system demonstrated a simple payback period of 10.3 years and an internal rate of return of 12.2% on equity. However, the financial outcomes remain closely linked to future heating fuel price trends, and the exclusion of auxiliary equipment costs (e.g., ducts, fans, filters) reflects a focus on core system performance based on reliably available data. These findings highlight the potential of unglazed transpired solar collectors for energy savings and emissions reduction, while also identifying areas for further research and detailed cost modelling.
减少建筑中与供暖相关的能源需求是实现脱碳的关键一步。本研究探讨了利用无釉蒸发太阳能集热器对通风空气进行预热的可行性。据推测,这样的系统可以在提供经济效益的同时显著降低能源使用和碳排放。在爱尔兰科克的一所大学建筑中安装了一个实验性的无玻璃蒸发太阳能集热器系统,通过实时测量对其性能进行了评估,并使用“RETScreen Expert”工具进行了模拟验证。然后将验证模型扩展到全立面应用(163 m2),估计每年供暖能源使用量减少24%,温室气体排放量减少23.4%。该系统的简单回收期为10.3 年,内部股本回报率为12.2%。然而,财务结果仍然与未来供暖燃料价格趋势密切相关,并且排除辅助设备成本(例如,管道,风扇,过滤器)反映了基于可靠可用数据的核心系统性能的重点。这些发现突出了无釉透光太阳能集热器在节能减排方面的潜力,同时也确定了进一步研究和详细成本建模的领域。
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引用次数: 0
Transient characteristics of recompression supercritical CO2 power system under variable heating and cooling conditions 变冷热条件下再压缩超临界CO2电力系统的暂态特性
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121117
Wenxi Jiang, Xin Wang, Yuanyang Zhao, Yunxia Liu, Guangbin Liu, Qichao Yang, Liansheng Li
As one of the cutting-edge power technologies, the supercritical carbon dioxide (sCO2) Brayton cycle (SCBC) power generation system features broad heat source compatibility. Beyond traditional fossil fuels, it can be coupled with fourth-generation nuclear reactors or concentrating solar thermal systems, demonstrating significant development potential. This study investigates the dynamic behavior of a recompression sCO2 Brayton cycle (RCBC) power system through variations in the mass flow rates of fluids in the heater hot side (HHS) and the pre-cooler cold side (PCS). The results show that when the HHS flow rate changes, the system takes about 300 s to stabilize; while the system stabilizes faster when the PCS flow rate changes, reaching stability in about 200 s. However, the excessive flow rate in the HHS induces severe temperature transients that may lead to thermo-mechanical fatigue in the heater. A reduction in the flow rate in the HHS nonlinearly degrades the turbine performance. When the flow rate drops by 25%, the turbine efficiency only decreases by 0.3%. When the flow rate drops by 75%, the turbine efficiency decreases by 5.5%. The influence of the change in the HHS flow rate on the efficiency of the compressor can be ignored. However, the main compressor is highly sensitive to changes in the flow rate in the PCS. When the flow rate drops by 50%, the efficiency of the main compressor decreases by approximately 0.5%. For every 25% increase in the flow rate, the efficiency of the main compressor rises by nearly 0.3%. Adjusting the flow rate in the PCS can rapidly change total compressor power consumption, and adjusting the flow rate in the HHS can rapidly change the net power of the turbine. This study provides a reference for designing reasonable control strategies when disturbances occur in the HHS or PCS for RCBC systems, aiming to reduce system response time and mitigate detrimental fluctuations.
超临界二氧化碳(sCO2)布雷顿循环(SCBC)发电系统作为一项前沿电力技术,具有热源兼容性广的特点。除了传统的化石燃料,它还可以与第四代核反应堆或聚光太阳能热系统结合使用,显示出巨大的发展潜力。本研究通过加热器热侧(HHS)和预冷器冷侧(PCS)流体质量流量的变化,研究了再压缩sCO2 Brayton循环(RCBC)动力系统的动态行为。结果表明:当HHS流量发生变化时,系统需要300 s左右的稳定时间;当PCS流量发生变化时,系统稳定较快,在200s左右达到稳定。然而,HHS中过大的流量会引起严重的温度瞬变,从而可能导致加热器的热机械疲劳。HHS中流量的减小会非线性地降低涡轮的性能。当流量下降25%时,涡轮效率仅下降0.3%。当流量下降75%时,涡轮效率下降5.5%。HHS流量的变化对压缩机效率的影响可以忽略不计。然而,主压缩机对PCS中流量的变化高度敏感。当流量下降50%时,主压缩机的效率下降约0.5%。流量每增加25%,主压缩机的效率就会提高近0.3%。调节PCS的流量可以快速改变压气机总功耗,调节HHS的流量可以快速改变涡轮的净功率。该研究为RCBC系统中HHS或PCS出现扰动时设计合理的控制策略提供了参考,旨在缩短系统响应时间,减轻有害波动。
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引用次数: 0
Exergy, exergoeconomic, and exergoenvironmental assessment of a flared gas-fuel SOFC-gas turbine hybrid system 燃烧型燃气燃料sofc -燃气轮机混合动力系统的能源、经济和环境评价
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121090
Mariem Hentati, Ahlem Boussetta, Amal Elleuch, Kamel Halouani
This study presents an advanced thermodynamic assessment of a hybrid SOFC-Gas Turbine system designed to valorize flared gas. Building on previous numerical modeling in ASPEN PLUS V14 and MATLAB softwares, the analysis is extended through exergy-based 3E methodologies namely exergy, exergoeconomic, and exergoenvironmental analyses, with environmental impacts allocated to exergy streams using LCA. The system achieves a first-law efficiency of 63.04%, an exergetic efficiency of 37.5%, and total exergy destruction cost and environmental impact rates of 7655.73 $/h and 777.02 Pts/h, respectively. Results show that the GT-subsystem contributes most to the exergy destruction, cost formation, and environmental burden, while the IR-SOFC-subsystem exhibits superior thermodynamic and economic performance. The SOFC generates electricity at a markedly lower unit cost (0.072 $/MJ) and with a lower specific environmental impact (37.64 mPts/MJ) than the GT equipment (0.42 $/MJ and 51.12 mPts/MJ). The carbon footprint assessment of the proposed hybrid system demonstrates its strong competitiveness, with CO2 emission levels (0.125 t/GJ). Despite being fueled by flared gas, the system exhibits a markedly lower environmental burden compared to conventional fossil-based systems reported in literature, positioning itself closer to sustainable pathways while remaining far from the high-emission profiles of petroleum and coal.
本研究提出了一种先进的sofc -燃气轮机混合系统的热力学评估,该系统设计用于燃烧气体。在先前使用ASPEN PLUS V14和MATLAB软件进行数值模拟的基础上,该分析通过基于火用的3E方法进行扩展,即火用、火用经济和火用环境分析,并使用LCA将环境影响分配给火用流。该系统的第一定律效率为63.04%,火用效率为37.5%,总火用破坏成本和环境影响率分别为7655.73美元/小时和777.02 Pts/小时。结果表明,gt分系统对火用破坏、成本形成和环境负担的贡献最大,而ir - sofc分系统表现出更好的热力学和经济性能。SOFC发电的单位成本(0.072美元/兆焦耳)和特定环境影响(37.64 mPts/兆焦耳)明显低于GT设备(0.42美元/兆焦耳和51.12 mPts/兆焦耳)。碳足迹评估表明,混合动力系统具有较强的竞争力,二氧化碳排放水平为0.125 t/GJ。尽管该系统使用燃烧气体作为燃料,但与文献中报道的传统化石燃料系统相比,该系统的环境负担明显较低,使其更接近可持续发展的道路,同时远离石油和煤炭的高排放特征。
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引用次数: 0
Deep learning–based digital twins for heat pumps 基于深度学习的热泵数字双胞胎
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121112
Yanfei Li, Jian Sun, Jamie Lian, Kashif Nawaz
Heat pumps are effective cooling and heating appliances to save energy in buildings. However, traditional heat pump models are challenging to integrate with building demands in a co-simulation environment because of the nonlinear thermodynamics of refrigerants. Developing digital twin representatives for heat pumps capable of faster calculations with good accuracy is desirable. This study aimed to establish a generic deep learning–based digital twin for heat pumps with a large amount of high-fidelity data. Two refrigerants for two different heat pumps were considered: an air source heat pump with refrigerant R-410A, an air source heat pump with refrigerant CO2, a water source heat pump with refrigerant R-410A, and a water source heat pump with refrigerant CO2. Results showed that the deep learning (long short-term memory) models effectively represented these four heat pumps as a digital twin: (a) accuracy for training and testing showed smaller than 0.02 for heating electricity and heating demands, and (b) the digital twins showed good consistency with original data for heating electricity and heating demands (root mean square errors of less than 0.12 W and 0.19 W, respectively). Therefore, deep learning–based heat pump models can be used in the co-simulation of building mechanical systems.
热泵是有效的冷却和加热设备,以节省能源的建筑物。然而,由于制冷剂热力学的非线性,传统的热泵模型难以在联合模拟环境中与建筑需求相结合。开发数字孪生代表热泵能够更快的计算和良好的准确性是可取的。本研究旨在利用大量高保真数据,为热泵建立一个通用的基于深度学习的数字孪生模型。考虑了两种不同热泵的两种制冷剂:制冷剂R-410A的空气源热泵,制冷剂CO2的空气源热泵,制冷剂R-410A的水源热泵和制冷剂CO2的水源热泵。结果表明,深度学习(长短期记忆)模型有效地将这四种热泵表示为数字双胞胎:(a)加热电量和加热需求的训练和测试精度均小于0.02,(b)加热电量和加热需求的数字双胞胎与原始数据具有良好的一致性(均方根误差分别小于0.12 W和0.19 W)。因此,基于深度学习的热泵模型可用于建筑机械系统的联合仿真。
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引用次数: 0
Enhancing security of high-renewable electric power systems via synchronous condenser placement: A stability-constrained optimization approach 通过同步布置冷凝器提高高可再生电力系统的安全性:一种稳定约束优化方法
IF 10.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1016/j.enconman.2026.121102
Yihang Jiang , Shuqiang Zhao , Hui Wang , Chutong Wang , Ming Cheng
The rapid transition toward low-carbon energy systems with high shares of renewable energy sources has led to declining power system inertia and heightened risks of frequency and voltage instability. Synchronous condensers have emerged as a proven solution to mitigate these challenges, but existing placement strategies mainly focus on short-circuit ratio enhancement, neglecting their broader stability and operational benefits. To address this limitation, this study explicitly integrates multi-dimensional stability requirements into synchronous condenser placement to improve overall system security while maintaining acceptable economic performance. To guide optimal deployment, three types of linearized stability constraints are developed and incorporated into the optimization model, namely, nodal inertia, frequency, and voltage stability constraints. The nodal inertia constraint is designed to selectively reinforce inertia-weak areas, while the frequency and voltage stability constraints evaluate the operational stability support performance of the synchronous condenser. The proposed model is formulated as a two-stage stochastic programming framework, in which the first stage optimizes the investment decisions and the second stage performs power system production simulation to evaluate the expected operational cost of the placement decisions under uncertainty. Case studies on a modified IEEE RTS-79 system demonstrate that the proposed approach achieves more than 50 % improvements in key stability metrics, at the expense of an approximately 69.7 M USD increase in total annual system cost compared with the baseline without stability constraints, confirming its effectiveness for resource planning under multiple stability requirements. Sensitivity analyses further highlight the practical trade-offs between electric energy system security and economic efficiency.
向低碳能源系统快速转型,可再生能源占比高,导致电力系统惯性下降,频率和电压不稳定的风险增加。同步冷凝器已经成为缓解这些挑战的一种行之有效的解决方案,但现有的安装策略主要集中在提高短路比上,而忽略了其更广泛的稳定性和运行效益。为了解决这一限制,本研究明确地将多维稳定性要求集成到同步冷凝器放置中,以提高整体系统安全性,同时保持可接受的经济性能。为了指导最优部署,开发了三种线性化的稳定性约束,分别是节点惯性约束、频率约束和电压稳定约束。节点惯性约束用于有选择性地加强惯性薄弱区域,频率和电压稳定约束用于评估同步电容器的运行稳定性支持性能。该模型采用两阶段随机规划框架,其中第一阶段优化投资决策,第二阶段进行电力系统生产仿真,评估不确定情况下配置决策的预期运行成本。对改进的IEEE RTS-79系统的案例研究表明,与没有稳定性约束的基线相比,所提出的方法在关键稳定性指标上实现了50%以上的改进,而每年的系统总成本增加了约6970万美元,证实了其在多种稳定性要求下资源规划的有效性。敏感性分析进一步强调了电力系统安全与经济效率之间的实际权衡。
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引用次数: 0
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Energy Conversion and Management
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