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Reservoir evaluation method based on explainable machine learning with small samples 基于小样本可解释机器学习的储层评价方法
Pub Date : 2024-10-28 DOI: 10.1016/j.uncres.2024.100128
Haojiang Xi , Zhifeng Luo , Yue Guo
Reservoir classification and evaluation of fractured gas reservoirs are essential for optimizing development strategies and enhancing oil and gas recovery rates. In this study, we utilized geological and engineering parameters to construct new feature dimensions and applied the K-means clustering algorithm to classify reservoirs into three categories based on unobstructed flow rates. We developed a novel machine learning framework that integrates Explainable Artificial Intelligence (XAI), Synthetic Minority Over-sampling Technique (SMOTE), and Stacking models, addressing class imbalance in small sample datasets. This framework achieved a classification accuracy of 92 %, demonstrating significant improvements over traditional methods. Through global and local interpretability analysis using SHAP values, we identified the critical features influencing the model's predictions, enhancing transparency and practicality. Using data from the Bozi-Dabei Block in the Tarim Basin, we validated the accuracy and applicability of our approach. This framework not only deepens the understanding of complex reservoir characteristics but also optimizes reservoir classification accuracy, providing robust technical support for the efficient development of unconventional oil and gas resources.
裂缝气藏的储层分类和评价对于优化开发战略和提高油气采收率至关重要。在这项研究中,我们利用地质和工程参数构建了新的特征维度,并应用 K-means 聚类算法,根据畅通流量将储层分为三类。我们开发了一种新型机器学习框架,该框架集成了可解释人工智能(XAI)、合成少数群体过度采样技术(SMOTE)和堆叠模型,解决了小样本数据集中的类不平衡问题。该框架的分类准确率达到 92%,与传统方法相比有显著提高。通过使用 SHAP 值进行全局和局部可解释性分析,我们确定了影响模型预测的关键特征,提高了透明度和实用性。利用塔里木盆地博孜-达贝区块的数据,我们验证了我们方法的准确性和适用性。该框架不仅加深了对复杂储层特征的理解,还优化了储层分类的准确性,为高效开发非常规油气资源提供了强有力的技术支持。
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引用次数: 0
Assessing climate strategies of major energy corporations and examining projections in relation to Paris Agreement objectives within the framework of sustainable energy 评估主要能源公司的气候战略,并在可持续能源框架内审查与《巴黎协定》目标有关的预测
Pub Date : 2024-10-28 DOI: 10.1016/j.uncres.2024.100127
Kaled H. Mudhee , Maysoon Muhi Hilal , Mohammed Alyami , Erhart Rendal , Sameer Algburi , Aws Zuhair Sameen , Azizbek Khurramov , Nouha Ghanem Abboud , Maha Barakat
The study presents a comparative analysis of emission scenarios proposed by key institutions, including Shell, British Petroleum (BP), the International Energy Agency (IEA), and the Intergovernmental Panel on Climate Change (IPCC), within the framework of the Paris Agreement's ambitious goals. The Agreement seeks to limit global temperature rise to below 2 °C, ideally to 1.5 °C. Using a comprehensive analytical framework, the study evaluates each institution's projected carbon pathways, energy compositions, and policy recommendations. The findings reveal that IPCC scenarios demonstrate the strongest alignment with the Paris Agreement's targets, emphasizing a rapid transition to renewable energy and stringent mitigation measures. In contrast, the scenarios put forward by Shell and BP, although showing significant carbon reductions, remain heavily dependent on fossil fuels, raising concerns about the ability to meet the 1.5 °C and 2 °C targets. The IEA scenarios provide a middle ground, promoting decarbonization while still supporting natural gas as a transitional energy source. Disparities in transparency and methodological consistency are also identified across the scenarios, with the IPCC leading in clarity and scientific rigor. Ultimately, the research underscores the importance of harmonizing the strengths of different institutional approaches, while addressing the respective limitations, to ensure that the global community can stay on track to meet or exceed the climate objectives outlined in the Paris Agreement's. The study concludes that collective action, accelerated technological advancement, and policy shifts are crucial to achieving a sustainable, Net Zero future.
该研究对壳牌、英国石油公司(BP)、国际能源机构(IEA)和政府间气候变化专门委员会(IPCC)等主要机构在《巴黎协定》宏伟目标框架内提出的排放情景进行了比较分析。巴黎协定》旨在将全球气温升幅限制在 2 ℃ 以下,最好控制在 1.5 ℃。本研究采用综合分析框架,评估了各机构预测的碳排放路径、能源构成和政策建议。研究结果表明,IPCC 的设想方案与《巴黎协定》的目标最为一致,强调了向可再生能源的快速过渡和严格的减排措施。相比之下,壳牌公司和英国石油公司提出的情景虽然显示出显著的碳减排效果,但仍然严重依赖化石燃料,令人担忧能否实现 1.5 ℃ 和 2 ℃ 的目标。国际能源机构的方案提供了一个中间立场,在促进去碳化的同时,仍然支持天然气作为过渡能源。各种情景在透明度和方法一致性方面也存在差异,IPCC 在清晰度和科学严谨性方面处于领先地位。最终,研究强调了协调不同制度方法的优势,同时解决各自的局限性的重要性,以确保全球社会能够继续实现或超越《巴黎协定》中概述的气候目标。研究认为,集体行动、加速技术进步和政策转变对于实现可持续的净零碳未来至关重要。
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引用次数: 0
Thermodynamic analysis for definition of low-potential heat sources 定义低电位热源的热力学分析
Pub Date : 2024-10-19 DOI: 10.1016/j.uncres.2024.100126
Michail Purdin
This study presents a method for defining low-potential energy sources based on thermodynamic analysis. It defines low potential energy sources and presents the results of calculating temperature levels corresponding to the concept of a low potential energy source. A classification of energy sources by thermal level was carried out, including sources of cold, low-potential heat and cold at reduced temperatures, low-potential heat and cold at elevated temperatures, and high-temperature sources. The analysis demonstrates the correspondence between thermodynamic assessment and practical views of many researchers on low-potential energy sources. Conclusions about the influence of external factors on the temperature range for these sources are drawn. It is shown that factors affecting the range of low-potential temperatures include: the temperature potential of consumers, as a reference point for temperature, and the efficiency of local stations for converting heat into work or electricity. Narrowed assessment is presented based on optimal conditions for humans (22 °C), from −90 °C to 203 °C, and extended assessment based on limits of liquid water existence at atmospheric pressure and temperatures (0–100 °C) from −104 °C to 329 °C with an efficiency of heat conversion stations of 38 %.
本研究提出了一种基于热力学分析的低势能源定义方法。它定义了低势能源,并介绍了与低势能源概念相对应的温度水平的计算结果。按照热等级对能源进行了分类,包括冷源、低温下的低势能热源和冷源、高温下的低势能热源和冷源以及高温源。分析表明,热力学评估与许多研究人员对低电位能源的实际看法是一致的。得出了外部因素对这些能源温度范围影响的结论。结果表明,影响低电位温度范围的因素包括:作为温度参考点的消费者的温度电位,以及当地将热量转化为功或电能的发电站的效率。根据人类的最佳条件(22 °C),提出了从-90 °C到203 °C的缩小评估;根据液态水在大气压力和温度(0-100 °C)下的存在极限,提出了从-104 °C到329 °C的扩大评估,热转换站的效率为38%。
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引用次数: 0
The influence of pore throat heterogeneity and fractal characteristics on reservoir quality: A case study of chang 8 member tight sandstones, Ordos Basin 孔喉异质性和分形特征对储层质量的影响:鄂尔多斯盆地chang 8致密砂岩案例研究
Pub Date : 2024-10-10 DOI: 10.1016/j.uncres.2024.100123
Wenhao Xia , Kelai Xi , Honggang Xin , Wenzhong Ma , Hui Zhao , Shengbin Feng , Weidong Dan
The Chang 8 member of the Yanchang Formation in the Ordos Basin exhibits extensive development of tight sandstone reservoirs. In comparison to conventional reservoirs, these tight sandstone reservoirs demonstrate smaller pore-throat systems and stronger heterogeneity due to interactions between inherent sedimentary components and various diagenetic processes. To further investigate the influence of microscopic pore throat structure on macroscopic physical properties and oil content within the reservoir, a comprehensive study was conducted utilizing high pressure mercury injection, nuclear magnetic resonance, X-CT scanning, and other pore throat testing methods. This study was complemented by observation techniques such as polarizing microscope, scanning electron microscopy, and laser confocal imaging, to study the pore throat system of reservoirs under the influence of different sedimentary components and diagenesis. By comparison, it is observed that the radius of the primary pore throat system in the tight sandstone reservoir ranges from 0.01 to 1 μm. The structural characteristics of the pore throat system significantly impact the macroscopic physical properties of the reservoir. Due to variations in testing methods, high pressure mercury injection, nuclear magnetic resonance (NMR), and X-ray computed tomography (X-CT) reveal different fractal dimensions of the reservoir's pore throat system. Therefore, it is better to respectively utilize fractal dimension Df2, Df2-NMR, Df2-CT, and pore throat parameters to characterize the microscopic pore throat system with a radius ranging from 0.01 to 1 μm. The decrease in the average pore throat radius and the increased irregularity of pore shape contribute to heightened heterogeneity in the micro-pore throat structure within the reservoir. This negatively impacts its physical properties and oil content. Furthermore, it is important to note that the minimum threshold of pore throat radius plays a crucial role as a primary factor determining the fluid seepage capacity within this reservoir. Moreover, when isolated pores exist, reduced fluid mobility ensues, which further worsens the seepage conditions of the reservoir. The chlorite rims development reservoir shows a low fractal dimension in its micro-pore throats, contributing to superior macroscopic petrophysical properties and oil content. However, compression, siliceous cementation, and calcite cementation negatively impact the average pore throat radius by increasing micropores, inaccessible pores, and narrow throat content. This results in a stronger heterogeneity of the pore throat structure, leading to poor seepage conditions and lower oil content.
鄂尔多斯盆地延长地层的长8岩层广泛发育致密砂岩储层。与常规储层相比,这些致密砂岩储层由于固有沉积组分之间的相互作用以及各种成岩过程,孔喉系统较小,异质性较强。为了进一步研究微观孔喉结构对储层宏观物理性质和含油量的影响,我们利用高压注汞、核磁共振、X-CT 扫描和其他孔喉测试方法进行了一项综合研究。并辅以偏光显微镜、扫描电子显微镜、激光共聚焦成像等观测技术,对不同沉积组分和成因影响下的储层孔喉系统进行了研究。通过对比观察发现,致密砂岩储层中的原生孔隙喉道系统半径在 0.01 至 1 μm 之间。孔喉系统的结构特征对储层的宏观物理性质有很大影响。由于测试方法的不同,高压注汞、核磁共振(NMR)和 X 射线计算机断层扫描(X-CT)显示的储层孔喉系统的分形尺寸也不同。因此,最好分别利用分形尺寸 Df2、Df2-NMR、Df2-CT 和孔喉参数来表征半径为 0.01 至 1 μm 的微观孔喉系统。平均孔喉半径的减小和孔隙形状不规则性的增加导致储层内微孔喉结构的异质性增加。这对储油层的物理性质和含油量产生了负面影响。此外,值得注意的是,孔喉半径的最小临界值作为决定该储油层流体渗流能力的主要因素,起着至关重要的作用。此外,当存在孤立孔隙时,流体流动性会降低,从而进一步恶化储层的渗流条件。绿泥石缘开发储层的微孔喉部分形维度较低,因此宏观岩石物理性质和含油量较高。然而,压缩、硅质胶结和方解石胶结会增加微孔、无法进入的孔隙和狭窄的孔喉含量,从而对平均孔喉半径产生负面影响。这导致孔喉结构的异质性更强,从而导致渗流条件变差和含油量降低。
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引用次数: 0
Transitioning to sustainable economic resilience through renewable energy and green hydrogen: The case of Iraq 通过可再生能源和绿色氢气向可持续经济恢复能力过渡:伊拉克案例
Pub Date : 2024-10-09 DOI: 10.1016/j.uncres.2024.100124
Qusay Hassan , Ali Khudhair Al-Jiboory , Aws Zuhair Sameen , Maha Barakat , Karrar Yahia Mohammad Abdalrahman , Sameer Algburi
The study investigates the potential of transitioning Iraq, a nation significantly dependent on fossil fuels, toward a green hydrogen-based energy system as a pathway to achieving sustainable economic resilience. As of 2022, Iraqi energy supply is over 90 % reliant on hydrocarbons, which also account for 95 % of the country foreign exchange earnings. The global energy landscape is rapidly shifting towards cleaner alternatives, and the volatility of oil prices has made it imperative for the country to diversify its energy sources. Green hydrogen, produced through water electrolysis powered by renewable energy sources such as solar and wind, offers a promising alternative given country vast renewable energy potential. The analysis indicates that, with strategic investments in green hydrogen infrastructure, the country could reduce its hydrocarbon dependency by 30 % by the year 2030. This transition could not only address pressing environmental challenges but also contribute to the economic stability of the country. However, the shift to green hydrogen is not without significant challenges, including water scarcity, technological limitations, and the necessity for a robust regulatory framework. The findings underscore the importance of international partnerships and supportive policies in facilitating this energy transition. Adopting renewable energy and green hydrogen technologies, the country has the potential to become a leader in sustainable energy within the region. This shift would not only drive economic growth and energy security but also contribute to global efforts towards environmental sustainability, positioning country favorably in a future low-carbon economy.
该研究调查了伊拉克这个严重依赖化石燃料的国家向基于氢的绿色能源系统过渡的潜力,以此作为实现可持续经济恢复能力的途径。截至 2022 年,伊拉克的能源供应 90% 以上依赖碳氢化合物,而碳氢化合物也占该国外汇收入的 95%。全球能源格局正在迅速转向更清洁的替代能源,石油价格的波动使得伊拉克必须实现能源来源的多样化。鉴于该国巨大的可再生能源潜力,通过太阳能和风能等可再生能源电解水生产的绿色氢气提供了一种前景广阔的替代能源。分析表明,如果对绿色氢能基础设施进行战略性投资,到 2030 年,该国对碳氢化合物的依赖程度将降低 30%。这一转变不仅可以解决紧迫的环境挑战,还有助于国家的经济稳定。然而,向绿色氢能的转变并非没有重大挑战,包括水资源匮乏、技术限制以及建立健全监管框架的必要性。研究结果强调了国际伙伴关系和支持性政策在促进能源转型方面的重要性。通过采用可再生能源和绿色氢能技术,该国有潜力成为本地区可持续能源的领导者。这一转变不仅将推动经济增长和能源安全,还将促进全球为实现环境可持续发展所做的努力,并使该国在未来的低碳经济中处于有利地位。
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引用次数: 0
Using geothermal energy in enhancing all-air HVAC system performance - Case study, thermal analysis and economic insights 利用地热能提高全空气暖通空调系统性能 - 案例研究、热分析和经济见解
Pub Date : 2024-10-04 DOI: 10.1016/j.uncres.2024.100125
Mohamad Darwiche , Jalal Faraj , Samer Ali , Rabih Murr , Rani Taher , Hicham El Hage , Mahmoud Khaled
The background is the same for addressing the twin challenges of attaining thermal comfort and concurrently reducing energy use and CO2 emissions. As a safeguard against worsening contamination, combining geothermal energy with an All-Air Heating, Ventilating, and Air Conditioning system (HVAC) with 100 % fresh air intake is also crucial in the context of the lessons learned from the COVID-19 pandemic. As a result, this study suggests using geothermal energy as a backup source to run a typical All-Air centralized HVAC system. The resulting system is referred to as a combined system from now on, and its primary goals are to lower the amount of operating energy needed while being environmentally and financially sound. In this context, the creative way of combining the suggested geothermal duct with the All-Air HVAC system possesses various insights, as demonstrated by the thorough thermal analysis and related design. Strong conclusions were derived from a thorough case study focused on Lebanon: adding 100 % fresh air intake leads to an astounding yearly energy savings of 67 %, whereas configurations with 10 % and 30 % fresh air produced energy savings of 52 % and 36 %, respectively. In the study, a geothermal multi-duct system was also suggested and looked at. The research revealed that the 311-m length of the single geothermal duct connected to a pressure of 7000 Pa was reduced to 210 m and the pressure drop was lowered to 140 Pa when a geothermal multi-duct system was employed. Furthermore, as the computed payback period makes clear, the integrated system presents an appealing chance to drastically cut resource usage during energy consumption, lower CO2 emissions, and provide 100 % fresh air circulation.
要解决既要达到热舒适度又要减少能源消耗和二氧化碳排放的双重挑战,其背景是相同的。从 COVID-19 大流行的经验教训来看,作为防止污染恶化的保障措施,将地热能与全空气供暖、通风和空调系统(HVAC)结合使用,实现 100% 的新鲜空气吸入,也是至关重要的。因此,本研究建议使用地热能作为运行典型的全空气中央空调系统的备用能源。由此产生的系统从现在起被称为组合系统,其主要目标是降低所需的运行能耗,同时兼顾环保和经济效益。在这种情况下,将建议的地热管道与 All-Air 暖通空调系统相结合的创造性方式具有多种启示,这一点已通过全面的热分析和相关设计得到证明。以黎巴嫩为重点的全面案例研究得出了强有力的结论:增加 100% 的新风进气量每年可节约 67% 的能源,而配置 10% 和 30% 的新风分别可节约 52% 和 36% 的能源。研究还建议并考察了地热多管道系统。研究表明,采用地热多管道系统后,压力为 7000 Pa 的单个地热管道长度从 311 米减少到 210 米,压降降低到 140 Pa。此外,正如计算出的投资回收期所表明的那样,集成系统提供了一个极具吸引力的机会,可在能源消耗期间大幅削减资源使用量,降低二氧化碳排放量,并提供 100% 的新鲜空气循环。
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引用次数: 0
Evaluating the techno-economic potential of large-scale green hydrogen production via solar, wind, and hybrid energy systems utilizing PEM and alkaline electrolyzers 评估利用 PEM 和碱性电解槽通过太阳能、风能和混合能源系统大规模生产绿色氢气的技术经济潜力
Pub Date : 2024-09-27 DOI: 10.1016/j.uncres.2024.100122
Hassan Munther , Qusay Hassan , Anees A. Khadom , Hameed B. Mahood
The study evaluates the potential of solar, wind, and hybrid PV/WT renewable energy systems for green hydrogen production in four Iraqi cities. Through a comparative analysis of six distinct scenarios involving the deployment of 60 MWp solar panels, 30 MWp wind turbines, and 45 MWp hybrid PV/WT systems, the research aims to ascertain the most energy-efficient and cost-effective strategy for hydrogen generation. This evaluation is aligned with the operational capacities of two types of water electrolyzers: Alkaline (AWE) and proton exchange membrane (PEM), each with a 17.5 MWp capacity. Employing the HOMER Pro software for system simulation and optimization, and considering a project timeline from 2022 to 2042, the study identifies Anbar City as the prime location for green hydrogen production, highlighting solar PV panels as the most economical option with the lowest levelized cost of energy at US $4.5/MWh. The analysis further demonstrates that hydrogen production costs are US $1.98/kg for AWE electrolyzers and US $2.72/kg for PEM electrolyzers, with net present costs of US $26.31 million and US $35.91 million, respectively. Moreover, the annual hydrogen output is estimated at 1.11 million kg for AWE and 1.19 million kg for PEM electrolyzers. These insights significantly contribute to the strategic planning and development of Iraqi green hydrogen sector, offering a valuable framework for policymakers and stakeholders invested in sustainable energy transitions.
该研究评估了太阳能、风能和光伏/风电混合可再生能源系统在伊拉克四个城市生产绿色氢气的潜力。通过对涉及部署 60 兆瓦太阳能电池板、30 兆瓦风力涡轮机和 45 兆瓦光伏/风电混合系统的六种不同方案进行比较分析,该研究旨在确定最具能源效率和成本效益的制氢战略。该评估与两种水电解槽的运行能力相一致:碱性电解槽 (AWE) 和质子交换膜电解槽 (PEM),每种电解槽的产能均为 17.5 MWp。研究采用 HOMER Pro 软件进行系统模拟和优化,并考虑了 2022 年至 2042 年的项目时间表,确定安巴尔市为绿色制氢的首选地点,并强调太阳能光伏板是最经济的选择,其平准化能源成本最低,为 4.5 美元/兆瓦时。分析进一步表明,AWE 电解槽的制氢成本为 1.98 美元/千克,PEM 电解槽的制氢成本为 2.72 美元/千克,净现值成本分别为 2,631 万美元和 3,591 万美元。此外,估计 AWE 和 PEM 电解槽的年氢产量分别为 111 万公斤和 119 万公斤。这些见解极大地促进了伊拉克绿色氢能行业的战略规划和发展,为政策制定者和投资于可持续能源转型的利益相关者提供了一个宝贵的框架。
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引用次数: 0
Insight into organic photovoltaic cell: Prospect and challenges 深入了解有机光伏电池:前景与挑战
Pub Date : 2024-09-24 DOI: 10.1016/j.uncres.2024.100121
Charity M. Nkinyam , Chika Oliver Ujah , Kingsley C. Nnakwo , Daramy V.V. Kallon
Organic photovoltaics have attracted considerable interest in recent years as viable alternatives to conventional silicon-based solar cells. The present study addressed the increasing demand for alternative energy sources amid greenhouse gas emissions and rising traditional energy costs. OPV cells hold multiple benefits compared to their inorganic equivalents, including high flexibility, low weight, and the promise of inexpensive solution manufacturing. Typically, the active layer OPV cells comprise a blend of electron-donating and electron-receiving organic materials that may absorb a wide range of sunlight on adjustment. Recent breakthroughs in materials science and device engineering have led to significant advancements in OPV, including non-fullerene acceptors and efficiency exceeding 19.6 %, highlighting a transformative shift towards more efficient and eco-friendly energy alternatives. The review addressed the prospects and challenges of this innovative technology, outlining current limitations and proposing efficiency improvement strategies involving photo-protective mechanisms, stable material design, and approaches to comprehend and enhance OPV performance. Despite the promising outlook, challenges such as degradation and stability issues, power conversion efficiency, and manufacturing complexities remain substantial barriers that need resolution for widespread adoption. In conclusion, the study advocated for future research in OPV technology to focus on innovative approaches, technological advancements, and collaborative efforts toward novel materials development, creative engineering solutions, and optimized device architectures, enhancing the effectiveness and stability of OPV cells. This review emphasized the urgency of tackling such problems to fully exploit the opportunities offered by OPVs for a greener and more efficient energy future.
近年来,有机光伏技术作为传统硅基太阳能电池的可行替代品引起了广泛关注。在温室气体排放和传统能源成本上升的背景下,人们对替代能源的需求日益增长,本研究正是针对这一需求而开展的。与无机太阳能电池相比,有机相变太阳能电池具有多种优势,包括灵活性高、重量轻,以及有望实现廉价的解决方案制造。通常情况下,活性层 OPV 电池由电子捐献和电子接收有机材料混合而成,可在调节时吸收各种太阳光。最近,材料科学和设备工程领域取得了突破性进展,使 OPV 取得了重大进步,包括非富勒烯受体和超过 19.6% 的效率,突显了向更高效、更环保的能源替代品转变的趋势。该综述探讨了这一创新技术的前景和挑战,概述了当前的局限性,并提出了涉及光保护机制、稳定材料设计以及理解和提高 OPV 性能的效率改进策略。尽管前景看好,但降解和稳定性问题、功率转换效率和制造复杂性等挑战仍然是广泛采用的巨大障碍,需要加以解决。总之,该研究倡导未来的 OPV 技术研究应侧重于创新方法、技术进步以及新型材料开发、创造性工程解决方案和优化设备架构方面的合作努力,从而提高 OPV 电池的有效性和稳定性。该综述强调了解决这些问题的紧迫性,以便充分利用有机光电池带来的机遇,实现更环保、更高效的能源未来。
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引用次数: 0
Comprehensive review of hydrogen generation utilizing geothermal energy 利用地热能制氢的全面审查
Pub Date : 2024-09-16 DOI: 10.1016/j.uncres.2024.100109
Hari Om , Anirbid Sircar , Tejaswini Gautam , Kriti Yadav , Namrata Bist
Hydrogen is an industrially significant gas and is considered a potential clean fuel. In the time of climate change; when the global impetus is towards reducing the reliance on fossil fuel, there is a need to go for other alternatives to secure the supply of this strategic gas as almost 95 % of Hydrogen is generated from fossil fuels. Geothermal energy is a reliable green energy source that harnesses crust thermal heat to generate power and is independent of physical weather processes. In this study, we outlined the different production techniques of hydrogen and evaluated the utilization of geothermal resources in the generation of green hydrogen. This study evaluated the different electrolyzers and geothermal energy-based green hydrogen production models and we concluded that cogeneration of hydrogen with the geothermal plant is strongly dependent on the temperature of the geothermal fluid, its flow rate, the cycle of the plant, and the ORC working fluid. Green hydrogen production utilizes the waste thermal energy of the plant thus increasing the plant efficiency and plant output diversification adds up to its economy. In this study, we also outlined the feasibility prospects of geothermal-based green hydrogen and concluded that geothermal energy-based green hydrogen can be a promising way to decarbonization.
氢气是一种重要的工业气体,被认为是一种潜在的清洁燃料。在气候变化时期,当全球都在推动减少对化石燃料的依赖时,有必要寻找其他替代品来确保这种战略气体的供应,因为几乎 95% 的氢气都是由化石燃料产生的。地热能是一种可靠的绿色能源,它利用地壳热能发电,不受物理天气过程的影响。在这项研究中,我们概述了不同的氢气生产技术,并评估了利用地热资源生产绿色氢气的情况。这项研究评估了不同的电解槽和基于地热能的绿色制氢模型,我们得出结论,氢气与地热发电厂的热电联产在很大程度上取决于地热流体的温度、流速、发电厂的循环以及 ORC 工作流体。绿色制氢利用了发电厂的废热能,从而提高了发电厂的效率,发电厂产出的多样化也增加了其经济性。在这项研究中,我们还概述了基于地热的绿色制氢的可行性前景,并得出结论认为,基于地热能的绿色制氢是一种很有前途的去碳化途径。
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引用次数: 0
Virtual power plant management with hybrid energy storage system 利用混合储能系统进行虚拟发电厂管理
Pub Date : 2024-09-12 DOI: 10.1016/j.uncres.2024.100107
Mohammadreza Moghadam , Navid Ghaffarzadeh , Mehrdad Tahmasebi , Jagadeesh Pasupuleti
The transition to renewable energy sources and distributed energy generation (DG) has spurred the global evolution of energy production methods. However, virtual power plants (VPPs) face challenges due to fluctuations in renewable energy sources (RES) production, such as those from photovoltaics and wind turbines. Factors like temperature, solar radiation, wind speed, and high-frequency interference contribute to unstable output power, potentially affecting power supply quality with voltage fluctuations and frequency changes. To address these challenges, it is crucial to smooth alternating current before grid transmission.
This paper proposes a solution involving a smart grid with decentralized generators and controllable loads forming a VPP. The approach introduces a Hybrid Energy Storage System (HESS) comprising batteries, supercapacitors, and fuel cells. Equipped with proportional-integral (PI) and model predictive control (MPC) regulators, the HESS aims to regulate inverter voltage for renewable energy. By converting fluctuating electricity into high-quality power, the system enables seamless integration into the VPP, thereby preventing disruptions in generation processes and reducing potential costs associated with damage caused by power fluctuations to grid-connected devices.
In the context of the HESS, a photovoltaic system and a wind turbine have been developed, with the proposed system connected to an RLC series load through an IGBT inverter. To evaluate the effectiveness of the HESS within the proposed VPP, two different scenarios were examined by varying the location of these systems in a 14-bus microgrid.
向可再生能源和分布式能源发电(DG)的过渡推动了全球能源生产方式的发展。然而,由于光伏和风力涡轮机等可再生能源(RES)产量的波动,虚拟发电厂(VPP)面临着挑战。温度、太阳辐射、风速和高频干扰等因素会导致输出功率不稳定,电压波动和频率变化可能会影响供电质量。为应对这些挑战,在电网输电前平滑交流电至关重要。本文提出了一种解决方案,涉及由分散式发电机和可控负载组成 VPP 的智能电网。该方法引入了由电池、超级电容器和燃料电池组成的混合储能系统(HESS)。HESS 配备了比例积分(PI)和模型预测控制(MPC)调节器,旨在调节可再生能源的逆变器电压。通过将波动电能转换为高质量电能,该系统可无缝集成到 VPP 中,从而防止发电过程中断,并降低因电能波动对并网设备造成损害而产生的潜在成本。在 HESS 的背景下,开发了一个光伏系统和一个风力涡轮机,拟议的系统通过 IGBT 逆变器与 RLC 串联负载相连。为了评估 HESS 在拟议的 VPP 中的有效性,通过改变这些系统在 14 总线微电网中的位置,对两种不同的情况进行了研究。
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引用次数: 0
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Unconventional Resources
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