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Thermal Transport Analysis of Hybrid (Al2O3 − Cu/H2O) Nanofluids With Inertial Drag and Cross-Diffusion Under Convective Conditions Using the Mintsa–Gherasim Model: An Approach to Energy Research 利用Mintsa-Gherasim模型分析对流条件下具有惯性阻力和交叉扩散的混合(Al2O3−Cu/H2O)纳米流体的热输运:一种能量研究方法
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-24 DOI: 10.1155/er/6674260
Muhammad Abdul Basit, Munaza Chaudhry, Muhammad Imran, Chang-Feng Yan, Madeeha Tahir, Zeineb Klai, Jihad Younis

Purpose

Energy transport is a crucial phenomenon across many engineering applications, and its importance continues to grow with increasing demand for physical and industrial problem-solving. In order to examine the function of a hybrid nanofluid, two dissimilar types of metal and oxide nanoparticles (NPs) were added to the solvent water using the concept of heat transmission across a flat stretched surface. The flow behavior is enhanced when the inertial drag of Darcy–Forchheimer is included across an expanding medium embedded in a permeable material. An interesting feature that draws attention to the proposed study is how the convective boundary condition and the Mintsa model conductivity are used to strengthen the thermos-physical model.

Design/Methodology/Approach

This work investigates the unsteady viscosity of a magneto-hydro-dynamic hybrid nanofluid consisting of alumina and copper (Cu) and alumina (Al2O3) particles with base fluid as water. This is accomplished by applying appropriate similarity transformations to convert the system’s partial differential equations (PDEs) into a system of nonlinear ODEs. The order of resultant ODEs is minimized by the shooting technique, and then the system is handled numerically by using MATLAB’s built-in bvp4c solver, which provides ease of implementation. Using graphs and tables, the effects of the NP reactions on mass and heat transfer rates, surface drag force, and thermal and velocity profiles are displayed in the Results and Discussion section.

Findings

The results derived from the computations demonstrate that the magnetic field minimizes the velocity by 9.25%, whereas HNF maximizes it by 6.65%. In the thermal depiction, the Prandtl number (Pr) decreases the rate by 2.5%, but the heat source and radiation parameters increase it by 15%.

Originality/Value

This work has prominent applications in the fields of energy production, the manufacturing industry, heat transfer, aerospace engineering, biomedical research, and many more. Specifically, its application is in solar collectors, photovoltaic systems, geothermal energy, biomass energy, hydroelectric energy, concentrated solar power plants, and also in many other renewable energy systems.

在许多工程应用中,能量传输是一个至关重要的现象,随着物理和工业问题解决需求的增加,它的重要性也在不断增长。为了检验混合纳米流体的功能,利用平面拉伸表面传热的概念,将两种不同类型的金属和氧化物纳米颗粒(NPs)添加到溶剂水中。当达西-福希海默惯性阻力通过嵌入在可渗透材料中的膨胀介质时,流动性能得到增强。该研究的一个有趣的特点是如何利用对流边界条件和Mintsa模型电导率来增强热物理模型。设计/方法/方法本工作研究了一种由氧化铝、铜(Cu)和氧化铝(Al2O3)颗粒组成的磁流体-流体动力混合纳米流体的非定常粘度,基液为水。这是通过应用适当的相似变换将系统的偏微分方程(pde)转换为非线性偏微分方程系统来实现的。通过射击技术最小化得到的ode的阶数,然后使用MATLAB内置的bvp4c求解器对系统进行数值处理,使其易于实现。使用图形和表格,NP反应对质量和传热率、表面阻力、热和速度分布的影响显示在结果和讨论部分。计算结果表明,磁场对速度的最小影响为9.25%,而高频电场对速度的最大影响为6.65%。在热描述中,普朗特数(Pr)降低了2.5%,而热源和辐射参数使其增加了15%。这项工作在能源生产、制造业、传热、航空航天工程、生物医学研究等领域有突出的应用。具体来说,它的应用是在太阳能集热器、光伏系统、地热能、生物质能、水力能源、聚光太阳能发电厂,以及许多其他可再生能源系统。
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引用次数: 0
Enhancing Environmental Sustainability: The Role of Resource Productivity, Low-Carbon Energy, and Energy Productivity 提高环境可持续性:资源生产率、低碳能源和能源生产率的作用
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-24 DOI: 10.1155/er/9919914
Azad Erdem, Mehmet Aydin, Tunahan Degirmenci

Enhancing environmental quality through resource productivity (REP), low-carbon energies, and energy productivity (ENP) is pivotal for ecological sustainability. With the increase in REP, the use of hydrocarbons is reduced, the use of natural resources decreases, effective waste management is adopted, and sustainable production and consumption models are adopted to reduce environmental pollution. ENP improves environmental quality by increasing efficiency in energy usage and pricing. European Union (EU) nations aspire to achieve considerable carbon neutrality by 2050 in order to mitigate the negative consequences of socioeconomic activities such as global warming, climate change, and environmental issues. In this context, enhancing REP, low-carbon energy (LCE) consumption, and ENP in EU nations can help to minimize environmental pollution. Previous studies on the subject have generally used carbon dioxide emissions or ecological footprints as indicators of environmental pollution. This study uses the load capacity factor (LCF), which includes both the supply and demand sides of the environment, as an indicator of environmental pollution. Furthermore, limited studies have been conducted in the literature on the impact of natural resources, ENP, and REP on the LCF. This study examines the combined effects of natural resource rents (NAR), ENP, REP, and LCE consumption on LCF in EU economies. In this respect, the study differs from other studies in the literature and is expected to contribute to the literature in several ways. This study examines how natural resources, REP, LCE, and ENP affect environmental sustainability in 21 EU countries in the period 2000–2021. Another significant goal of the study is to meet Sustainable Development Goals (SDGs) 7, 8, 9, 12, and 13. According to robust long-run estimating findings from the panel, increasing REP is positively associated with environmental quality in Bulgaria, Croatia, Hungary, Slovenia, and Sweden. Increased NAR have a detrimental impact on environmental quality in Austria, France, and Slovenia. LCE consumption emerges as a driver of environmental quality improvement in Croatia, Estonia, Hungary, Spain, and the panel group. In conclusion, market-based solutions, including enhanced REP and LCE, are critical for minimizing environmental pollution. This study not only highlights their significance but also offers policy insights for advancing environmental quality nationally.

通过资源生产率(REP)、低碳能源和能源生产率(ENP)提高环境质量对生态可持续性至关重要。随着REP的增加,碳氢化合物的使用减少,自然资源的使用减少,采取有效的废物管理,采取可持续的生产和消费模式,减少环境污染。环境政策通过提高能源使用和定价的效率来改善环境质量。欧盟(EU)国家希望到2050年实现相当程度的碳中和,以减轻全球变暖、气候变化和环境问题等社会经济活动的负面影响。在此背景下,加强欧盟国家的可再生能源、低碳能源(LCE)消费和环境保护政策可以帮助最大限度地减少环境污染。以往的研究一般采用二氧化碳排放或生态足迹作为环境污染的指标。本研究使用负荷能力因子(LCF)作为环境污染的指标,负荷能力因子包括环境的供给侧和需求侧。此外,文献中关于自然资源、ENP和REP对LCF影响的研究也很有限。本研究考察了自然资源租金(NAR)、ENP、REP和LCE消费对欧盟经济体LCF的综合影响。在这方面,本研究不同于文献中的其他研究,并有望在几个方面为文献做出贡献。本研究考察了2000-2021年期间21个欧盟国家的自然资源、可再生能源、低碳经济和环境政策对环境可持续性的影响。该研究的另一个重要目标是实现可持续发展目标(sdg) 7、8、9、12和13。根据该小组强有力的长期估算结果,在保加利亚、克罗地亚、匈牙利、斯洛文尼亚和瑞典,REP的增加与环境质量呈正相关。增加的NAR对奥地利、法国和斯洛文尼亚的环境质量有不利影响。在克罗地亚、爱沙尼亚、匈牙利、西班牙和专家组中,LCE消费成为环境质量改善的推动力。总之,基于市场的解决方案,包括加强REP和LCE,对于最大限度地减少环境污染至关重要。该研究不仅突出了其重要性,而且为提高全国环境质量提供了政策见解。
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引用次数: 0
Is Performance Warranty an Effective Predictor of Photovoltaic (PV) Module Lifespan? Evidence and Reasoning 性能保证是光伏组件寿命的有效预测指标吗?证据与推理
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1155/er/5558318
Enrico Mariutti

The longevity of photovoltaic (PV) systems is pivotal to their economic viability and positive environmental impact. It has a bearing on such metrics as the levelized cost of energy (LCOE), energy return on investment (EROI), and carbon intensity. Traditionally, the expected lifespan of PV modules is inferred from manufacturer performance warranties, which typically guarantee a minimum power output over 25–30 years. However, evidence is emerging of an overreliance on warranties that may in turn be causing an overestimate of module longevity. A number of important factors are being overlooked, including degradation mechanisms, environmental stress, and market dynamics. This paper critically examines the limitations of performance warranties as lifespan predictors, identifying discrepancies between warranty-based predictions and observed field data. It highlights issues significantly influencing real-world PV performance. Additionally, a trend of early module replacement is becoming apparent, driven by technological advancement, financial incentive, and weather damage. These findings underscore the need for improved lifespan models that integrate empirical degradation data across varied conditions and account for market and environmental factors. More accurate lifespan predictions will enhance the sustainability and economic planning of PV deployment.

光伏(PV)系统的寿命对其经济可行性和积极的环境影响至关重要。它与诸如平准化能源成本(LCOE)、能源投资回报率(EROI)和碳强度等指标有关。传统上,光伏组件的预期寿命是从制造商的性能保证中推断出来的,通常保证25-30年的最低输出功率。然而,越来越多的证据表明,过度依赖保修可能会导致对模块寿命的高估。一些重要的因素被忽视了,包括退化机制、环境压力和市场动态。本文批判性地考察了性能保证作为寿命预测指标的局限性,确定了基于保证的预测与现场观测数据之间的差异。它突出了影响实际PV性能的重要问题。此外,在技术进步、经济激励和天气损害的推动下,早期模块更换的趋势正在变得明显。这些发现强调需要改进寿命模型,将不同条件下的经验退化数据整合起来,并考虑市场和环境因素。更准确的寿命预测将增强光伏部署的可持续性和经济性规划。
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引用次数: 0
Numerical Study of Cocombustion Characteristics of Ammonia and Coke Oven Gas 氨与焦炉煤气共燃特性的数值研究
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1155/er/9711639
Fang-Hsien Wu, Zong-Yu Pan, Guan-Bang Chen

This study investigates the combustion characteristics of hydrogen, methane, and coke oven gas (COG) blended with ammonia (NH3) using one-dimensional simulations. The laminar burning velocity (LBV), adiabatic flame temperature, and nitrogen oxide (NOx) emissions were analyzed across different NH3 blending ratios (0%–100%). Hydrogen had the highest burning velocity, dropping sharply with NH3, while methane’s decrease was gradual. COG showed intermediate behavior, resembling hydrogen. The addition of NH3 reduced the adiabatic flame temperature in all mixtures, with COG/NH3/air exhibiting a trend between H2/NH3 and CH4/NH3. Flame thickness increased with NH3 content, with COG following trends similar to those of H2/NH3/air combustion. NOx emissions were initially low for all fuels, but increased significantly with NH3 addition, peaking at 25% NH3 for H2 and COG, and 50% NH3 for CH4, after which emissions declined owing to the weakening of the HNO pathway. COG/NH3 combustion characteristics align closely with H2/NH3 but trend toward CH4/NH3 as NH3 content rises. The study introduces a method to predict COG/NH3/air combustion characteristics by fitting the combustion data of H2/NH3/air and CH4/NH3/air. This method provides accurate predictions of LBV, flame temperature, and nitric oxide (NO) emissions. Methane’s influence is most significant on flame temperature, followed by NO emissions and LBV.

本研究采用一维模拟方法研究了氢、甲烷和焦炉气(COG)与氨(NH3)混合的燃烧特性。分析了不同NH3混合比例(0% ~ 100%)下的层流燃烧速度(LBV)、绝热火焰温度和氮氧化物(NOx)排放。氢气的燃烧速度最高,随NH3的增加而急剧下降,而甲烷的燃烧速度则逐渐下降。COG表现出类似氢的中间行为。NH3的加入降低了所有混合物的绝热火焰温度,其中COG/NH3/air呈现出介于H2/NH3和CH4/NH3之间的趋势。火焰厚度随NH3含量的增加而增加,燃烧COG的变化趋势与H2/NH3/空气燃烧的趋势相似。所有燃料的NOx排放量最初都很低,但随着NH3的加入,NOx排放量显著增加,H2和COG的峰值为25% NH3, CH4的峰值为50% NH3,之后由于HNO途径的减弱,排放量下降。COG/NH3的燃烧特性与H2/NH3基本一致,但随着NH3含量的增加,燃烧特性向CH4/NH3倾斜。介绍了一种通过拟合H2/NH3/air和CH4/NH3/air燃烧数据来预测COG/NH3/air燃烧特性的方法。该方法提供了LBV,火焰温度和一氧化氮(NO)排放的准确预测。甲烷对火焰温度的影响最为显著,其次是NO排放量和LBV。
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引用次数: 0
Hybrid Geothermal and PV Installations for Cooling and Heating Systems: Synergy for Sustainability in Tertiary and Industry Sectors 用于制冷和供暖系统的混合地热和光伏装置:第三产业和工业部门可持续发展的协同作用
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-22 DOI: 10.1155/er/5029764
Agustín Sánchez-Del Rey, Angel Molina-García, Isabel C. Gil-García, Adela Ramos-Escudero

Recent studies confirm the potential efficiency of geothermal resources for maintaining comfortable building temperatures through cooling and heating solutions. In addition, a variety of initiatives have been promoted to effectively reduce both environmental concerns and energy crisis by the integration of renewables. Under this framework, this paper describes and assesses hybrid geothermal and photovoltaic (PV) installations to provide sustainable solutions. Hybrid geothermal–PV systems are evaluated as a strategic opportunity to increase the presence of geothermal energy within the hybrid heating, ventilation, and air-conditioning (HVAC) market. While upfront capital costs associated with geothermal technology can suppose some barriers, the synergistic coupling with PV installations can provide a compelling solution and reliable energy supply, in terms of both economic feasibility and the energy (electricity) consumption. With this aim, a detailed economic and energy analysis is then conducted to evaluate such hybrid solutions connected to the grid, including potential energy storage system. HVAC demand optimized battery energy storage system (ESS) and PV installation connected to the grid are considered as hybrid renewable solution in a Mediterranean location case study based on the tertiary and industry sectors. It is carried out by the authors from real energy demand data collected for 3 years. Simulation results demonstrate that the proposed hybrid system reduces electricity consumption by 25% compared to a conventional air-to-air HVAC configuration, while geothermal operation achieves 34% lower heating demand and 26% lower cooling demand. These improvements highlight the hybrid system potential for enhanced energy efficiency and load-shifting capability in tertiary and industry sectors.

最近的研究证实了地热资源的潜在效率,通过冷却和加热解决方案来保持舒适的建筑温度。此外,还推动了各种举措,通过可再生能源的整合有效减少环境问题和能源危机。在此框架下,本文描述并评估了地热和光伏(PV)混合装置,以提供可持续的解决方案。地热-光伏混合系统被认为是在混合供暖、通风和空调(HVAC)市场中增加地热能存在的战略机遇。虽然与地热技术相关的前期资本成本可能存在一些障碍,但就经济可行性和能源(电力)消耗而言,与光伏装置的协同耦合可以提供令人信服的解决方案和可靠的能源供应。为此,进行了详细的经济和能源分析,以评估这种连接到电网的混合解决方案,包括潜在的储能系统。在地中海地区基于第三产业和工业部门的案例研究中,HVAC需求优化电池储能系统(ESS)和连接到电网的光伏装置被认为是混合可再生能源解决方案。它是由作者根据3年来收集的实际能源需求数据进行的。仿真结果表明,与传统的空对空HVAC配置相比,所提出的混合系统可减少25%的电力消耗,而地热运行可降低34%的供暖需求和26%的制冷需求。这些改进突出了混合动力系统在第三产业和工业部门提高能源效率和负荷转移能力方面的潜力。
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引用次数: 0
Zinc Anode Modification Using Biomass-Based Materials for High-Performance Zinc-Ion Batteries 高性能锌离子电池用生物质基锌阳极改性研究
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-21 DOI: 10.1155/er/9436619
Sumin Lee, Heebo Ha, Euan Dunsmore, Shan Ali, Jun Young Cheong, Sooman Lim, Byungil Hwang

Aqueous zinc-ion batteries (AZIBs) are promising candidates for next-generation large-scale energy storage systems due to their high safety, low cost, and environmental compatibility. However, the practical use of zinc metal anodes is limited by critical challenges, including dendrite growth, corrosion, and the formation of insulating by-products such as Zn4SO4(OH)6·xH2O (ZHS), which cause capacity fading and shorten cycle life. Recently, biomass-derived materials have attracted significant attention as sustainable, eco-friendly interfacial modification layers for zinc anodes, owing to their abundance, structural tunability, and diverse functional groups. This review categorizes biomass-based interfacial materials into three groups: (1) organic biomass polymers, including chitosan, lignin, cellulose, and hyaluronate; (2) biomass-derived carbons, valued for their high conductivity and mechanical strength; and (3) inorganic biomass materials, such as diatomite and transition-metal complexes. The mechanisms by which these materials suppress dendrite formation, inhibit corrosion, and enhance electrochemical performance are systematically analyzed, with representative advances highlighted. Current limitations, such as low ion conductivity, interfacial degradation during prolonged cycling, high manufacturing costs, limited scalability, and dependance on electrolyte composition, are also critically evaluated. Finally, future research directions are discussed, including the design of composite materials, surface functionalization strategies, operando characterization techniques, co-optimization of electrolytes and protective coatings, and scalable manufacturing processes. Overall, this review provides a comprehensive overview of biomass-based strategies for zinc anode engineering and establishes a foundation for the sustainable development of high-performance AZIBs.

水溶液锌离子电池(azib)由于其高安全性、低成本和环境兼容性而成为下一代大规模储能系统的有希望的候选者。然而,锌金属阳极的实际应用受到一些关键挑战的限制,包括枝晶生长、腐蚀和绝缘副产物(如Zn4SO4(OH)6·xH2O (ZHS))的形成,这些副产物会导致容量衰退和缩短循环寿命。近年来,生物质衍生材料因其丰富、结构可调节性和功能基团多样而成为可持续、生态友好的锌阳极界面修饰层,引起了人们的广泛关注。本文将生物质基界面材料分为三类:(1)有机生物质聚合物,包括壳聚糖、木质素、纤维素和透明质酸;(2)生物质衍生碳,因其高导电性和机械强度而受到重视;(3)无机生物质材料,如硅藻土和过渡金属配合物。系统分析了这些材料抑制枝晶形成、抑制腐蚀、提高电化学性能的机理,重点介绍了具有代表性的研究进展。目前的局限性,如低离子电导率、长时间循环过程中的界面降解、高制造成本、有限的可扩展性以及对电解质成分的依赖,也被严格评估。最后,展望了复合材料的设计、表面功能化策略、operando表征技术、电解质和保护涂层的协同优化以及可扩展的制造工艺等未来的研究方向。综上所述,本文综述了基于生物质的锌阳极工程策略,为高性能azib的可持续发展奠定了基础。
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引用次数: 0
Impact of Operating Voltage on Membrane Hydration and Hydrogen Compression Efficiency in Electrochemical Hydrogen Compressors 工作电压对电化学氢气压缩机膜水化及氢气压缩效率的影响
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-21 DOI: 10.1155/er/7324171
Hyeokbin Kweon, Kibum Kim

The electrochemical hydrogen compressor (EHC) operates without the oxygen reduction reaction, inherently lacking water generation at the cathode. As a result, the polymer electrolyte membrane undergoes continuous dehydration via electroosmotic drag, leading to increased ohmic resistance and reduced system performance. This study investigates the relationship between membrane hydration and ionic conductivity using a custom-designed conductivity cell with a Nafion 117 membrane. The results confirm a strong correlation between water content and proton conductivity. An empirical relationship is also derived to quantitatively estimate the ionic conductivity of the Nafion 117 membrane as a function of its hydration level. Furthermore, comprehensive analysis of hydrogen output, water vapor products, and impedance characteristics under various applied voltages reveals that operating the EHC at 1.70 and 1.95 V, where water electrolysis occurs, leads to decreases in hydrogen output by 4.2% and 15.7%, respectively, compared to operation at 1.45 V, where electrolysis is absent. Electrochemical impedance spectroscopy (EIS) further demonstrates increases in both ohmic and charge transfer resistances under electrolysis conditions. These findings underscore the importance of maintaining membrane hydration and avoiding water electrolysis to ensure optimal EHC performance. While the onset potential for water electrolysis was found to be 1.53 V in this system, this value is dependent on specific catalytic material and system configuration; thus, EHCs should be operated below the electrolysis threshold appropriate to their configuration. Overall, this study establishes a mechanistic understanding of how water transport and membrane hydration influence efficiency and degradation, advancing the scientific basis for next-generation proton exchange membrane (PEM)-based EHC design.

电化学氢压缩机(EHC)运行时没有氧还原反应,阴极本身就缺乏水的产生。因此,聚合物电解质膜通过电渗透阻力持续脱水,导致欧姆电阻增加,系统性能降低。本研究使用定制设计的带有Nafion 117膜的电导率电池来研究膜水化与离子电导率之间的关系。结果证实了水含量和质子电导率之间有很强的相关性。还导出了一个经验关系来定量估计Nafion 117膜的离子电导率作为其水化水平的函数。此外,综合分析不同外加电压下的氢气输出、水蒸气产物和阻抗特性表明,在1.70 V和1.95 V电解时,与在1.45 V电解时相比,在没有电解时,EHC的氢气输出分别减少4.2%和15.7%。电化学阻抗谱(EIS)进一步证明了电解条件下欧姆和电荷转移电阻的增加。这些发现强调了维持膜水合作用和避免水电解的重要性,以确保最佳的EHC性能。虽然在该系统中发现水电解的起始电位为1.53 V,但该值取决于特定的催化材料和系统配置;因此,EHCs应在与其配置相适应的电解阈值以下运行。总的来说,本研究建立了对水传输和膜水合作用如何影响效率和降解的机制理解,为下一代质子交换膜(PEM)的EHC设计提供了科学依据。
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引用次数: 0
Advancing Sustainability and Efficiency in Coal-Fired Boilers: A Critical Review of Prediction Models and Optimization Strategies for Emission Reduction 推进燃煤锅炉的可持续性和效率:预测模型和减排优化策略综述
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-21 DOI: 10.1155/er/5597212
Noor Akma Watie Mohd Noor, Norliza Abd. Rahman, Jarinah Mohd Ali, Suzana Yusup

Coal-fired boilers continue to serve as a primary energy source worldwide, yet their operational efficiency and environmental impact present persistent challenges. This critical review examines recent advancements in performance prediction models and optimization strategies aimed at enhancing the efficiency and sustainability of coal-fired boilers. A comprehensive analysis is conducted on predictive methodologies, encompassing both conventional thermodynamic models and emerging artificial intelligence (AI)-driven approaches, including artificial neural networks (ANNs) and machine learning (ML) algorithms. Key optimization strategies related to combustion control, sensor-based operations, and emissions mitigation are systematically reviewed. Through a detailed evaluation of current research trends, this study identifies critical knowledge gaps and proposes future research directions to advance the environmental performance and operational viability of coal-fired power generation.

燃煤锅炉仍然是世界范围内的主要能源,但其运行效率和对环境的影响带来了持续的挑战。这一关键审查审查了性能预测模型和优化策略的最新进展,旨在提高燃煤锅炉的效率和可持续性。对预测方法进行了全面的分析,包括传统的热力学模型和新兴的人工智能(AI)驱动的方法,包括人工神经网络(ann)和机器学习(ML)算法。系统地回顾了与燃烧控制、基于传感器的操作和排放缓解相关的关键优化策略。通过对当前研究趋势的详细评估,本研究确定了关键的知识空白,并提出了未来的研究方向,以推进燃煤发电的环境绩效和运营可行性。
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引用次数: 0
Prediction of Severe Accident Progression Using Machine Learning With Data-Driven Surrogate Modeling as Operator Support Tool 使用数据驱动代理模型作为操作员支持工具的机器学习预测严重事故进展
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-20 DOI: 10.1155/er/1416259
Joon Young Bae, Chang Hyun Song, JinHo Song, Jeong Ik Lee, Miro Seo, Sung Joong Kim

Severe accidents in nuclear power plants (NPPs) pose critical challenges due to heightened environmental harshness that can impair instrumentation functionality. This impairment leads to “blind conditions,” where operators lack essential thermal-hydraulic data, hindering decision-making during pivotal moments, as exemplified by the Fukushima Daiichi accident. To address this, Operator Support Tools enhancing nuclear safety are essential for substituting failed instruments, requiring reliability, prompt responsiveness, and situational resilience. This study proposes a deep learning-based surrogate methodology to predict severe accident progression in real-time, enhancing Operator Support Tool capabilities. By constructing a comprehensive dataset using the Modular Accident Analysis Program (MAAP) 5.0.3, the surrogate model approximates complex severe accident analysis codes without the computational burden. Advanced deep learning models, including Transformer and Mamba architectures, are employed to handle multivariate time series forecasting of thermal-hydraulic variables and reactor pressure vessel (RPV) status with variable-length inputs. The developed surrogate models enable rapid and accurate prediction of key variables, operating on portable devices and meeting the Operator Support Tool requirements. This approach advances previous work by improving accuracy through state-of-the-art methodologies and enhancing flexibility in input handling. Performance evaluations demonstrate the models’ effectiveness in supporting operators during severe accidents, mitigating blind conditions, and contributing to the safety and resilience of operations.

由于环境恶劣程度的提高,可能会损害仪器的功能,核电站的严重事故带来了严峻的挑战。这种缺陷导致了“盲区”,即操作人员缺乏必要的热水力数据,阻碍了关键时刻的决策,福岛第一核电站事故就是一个例子。为了解决这一问题,提高核安全的运营商支持工具对于替换故障仪器至关重要,这需要可靠性、快速响应能力和情境应变能力。本研究提出了一种基于深度学习的替代方法,用于实时预测严重事故的进展,增强操作员支持工具的能力。通过使用模块化事故分析程序(MAAP) 5.0.3构建一个全面的数据集,代理模型在没有计算负担的情况下近似复杂的严重事故分析代码。采用先进的深度学习模型,包括Transformer和Mamba架构,用于处理具有变长度输入的热液变量和反应堆压力容器(RPV)状态的多元时间序列预测。开发的替代模型能够快速准确地预测关键变量,在便携式设备上操作,并满足作业者支持工具的要求。这种方法通过通过最先进的方法提高准确性和增强输入处理的灵活性来推进以前的工作。性能评估证明了该模型在严重事故中为作业者提供支持、缓解盲目条件、提高作业安全性和弹性方面的有效性。
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引用次数: 0
Isolation, Characterization, and Biofuel Potential of Marine Microalgae Discovered From the Bay of Bengal 孟加拉湾海洋微藻的分离、表征及其生物燃料潜力
IF 4.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-20 DOI: 10.1155/er/8697059
Sifatun Nur, Trina Das, Mahima Ranjan Acharjee, Subeda Newase, Mohammad Ekramul Haque, S. M. Rashedul Islam, Helena Khatoon

The rising global demand for renewable energy and dietary sources has brought about rekindled interest in recent years in marine microalgae as a prospective feedstock for next-generation biofuels. In this research, a novel marine microalgal strain Picochlorum sp. PQ504913.1 was isolated and characterized from the Sonadia Island of Bangladesh for its suitability as sustainable biofuel in a preliminary laboratory-scale evaluation. The isolate was morphologically and molecularly identified based on 18S rRNA phylogeny. The isolated species was cultured in Conway medium at a controlled temperature (24 ± 1 °C), light intensity (152 µE/m2/s), aeration (4.55 ± 0.58 mg/L), and salinity (25 ppt). The maximum cell density and specific growth rate (SGR) of the strain were found to be 32.2 × 106 cells/mL and 0.61 ± 0.03 mg/day, respectively. The strain exhibited a favorable biochemical composition with a higher protein content (30.22 ± 0.47 %) along with moderate lipid (14.56 ± 1.18 %) and carbohydrate (12.42 ± 0.32 %) levels. The fatty acid profile comprised of high proportions of C16:1 (29.19 ± 0.15 %), C14:0 (20.36 ± 1.34 %), and C18:0 (19.34 ± 0.7 %). Moreover, the FAME profiling revealed that saturated fatty acids (SAFAs) were the dominant group of the lipid fraction. Furthermore, the most abundant essential amino acid was leucine (7.87 ± 0.55 %), while aspartic acid and glutamic acid excelled the nonessential amino acids (NEAAs). The biodiesel properties of the investigated Picochlorum sp. were adhered to the international standards of ASTM D6751-02 and EN 14214. Based on biochemical composition and biomass yield, this strain can be considered as promising strain for biodiesel production. This study highlights the potential of this marine microalgae as a sustainable bioresource in aspect of environmental and commercial value, contributing to energy crisis mitigation and acceleration of bioresource development in the global context.

近年来,全球对可再生能源和膳食资源的需求不断增长,重新燃起了人们对海洋微藻作为下一代生物燃料原料的兴趣。本研究从孟加拉国索纳迪亚岛分离到一种新型海洋微藻PQ504913.1,并对其作为可持续生物燃料的适用性进行了初步的实验室规模评估。基于18S rRNA系统发育对分离物进行了形态和分子鉴定。在Conway培养基中,控制温度(24±1℃)、光照强度(152µE/m2/s)、曝气(4.55±0.58 mg/L)、盐度(25 ppt)。菌株的最大细胞密度为32.2 × 106个/mL,比生长率为0.61±0.03 mg/d。该菌株具有较高的蛋白质含量(30.22±0.47%),中等的脂质含量(14.56±1.18%)和碳水化合物含量(12.42±0.32%)。脂肪酸谱由C16:1(29.19±0.15%)、C14:0(20.36±1.34%)和C18:0(19.34±0.7%)组成。此外,FAME分析显示饱和脂肪酸(SAFAs)是脂质部分的优势组。必需氨基酸以亮氨酸含量最高(7.87±0.55%),而非必需氨基酸(NEAAs)以天冬氨酸和谷氨酸含量最高。所研究的Picochlorum sp.的生物柴油性能符合ASTM D6751-02和EN 14214国际标准。基于生物化学组成和生物量产量,该菌株可被认为是生产生物柴油的有前途的菌株。这项研究强调了这种海洋微藻作为一种可持续生物资源在环境和商业价值方面的潜力,有助于缓解能源危机和加速全球范围内的生物资源开发。
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引用次数: 0
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International Journal of Energy Research
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