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Probabilistic assessment of deep geothermal resources in the Cornubian Batholith and their development in Cornwall and Devon, United Kingdom 英国康沃尔郡和德文郡康努比岩浆岩深层地热资源及其开发的概率评估
IF 3.5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-26 DOI: 10.1016/j.geothermics.2024.103081
Aysegul Turan , Christopher S Brown , Robin Shail , Ingo Sass

Geothermal energy could play a pivotal role in decarbonisation as it can provide clean, constant base-load energy which is weather independent. With a growing demand for clean energy and improved energy security, geothermal resources must be quantified to reduce exploration risk. This study aims to quantify the untapped resource-potential of the Cornubian Batholith as a geothermal resource for power generation and direct heat use. Recent field work, laboratory measurements and petrophysical characterization provides a newly compiled dataset which is inclusive of subsurface samples taken from the production well of the United Downs Deep Geothermal Power Project. Deterministic and probabilistic calculations are undertaken to evaluate the: total heat in place, recoverable resource, technical potential and potential carbon savings. The Cornubian Batholith is considered a petrothermal system which may require stimulation as an enhanced geothermal system. This study shows the batholith has significant heat stored of 8988 EJ (P50), corresponding to 366 EJ recoverable and a technical potential of 556 GWth. When evaluating the potential for power generation (i.e., electricity) the P50 is 31 GWe. The total carbon savings when generating electricity (P50) equates to 106 Mt.

地热能可提供不受天气影响的清洁、稳定的基本负荷能源,因此可在去碳化过程中发挥关键作用。随着对清洁能源和提高能源安全的需求不断增长,必须对地热资源进行量化,以降低勘探风险。本研究旨在量化 Cornubian 浴岩作为地热资源尚未开发的资源潜力,以用于发电和直接供热。最近的实地工作、实验室测量和岩石物理特征描述提供了一个新编制的数据集,其中包括从联合唐斯深层地热发电项目生产井中采集的地下样本。通过确定性和概率计算,对以下方面进行了评估:就地总热量、可回收资源、技术潜力和潜在的碳减排量。Cornubian 浴岩被认为是一个岩热系统,可能需要作为增强型地热系统加以激发。这项研究表明,该浴岩储存了 8988 EJ(P50)的大量热量,相当于 366 EJ 的可采储量和 556 GWth 的技术潜力。在评估发电(即电力)潜力时,P50 为 31 GWe。发电(P50)的碳减排总量相当于 1.06 亿吨二氧化碳当量。
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引用次数: 0
Integrated approach for geothermal exploration: Case study from Salar area (Afyonkarahisar, Turkey) 地热勘探综合方法:撒拉尔地区(土耳其阿菲永卡拉希萨尔)案例研究
IF 3.5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-24 DOI: 10.1016/j.geothermics.2024.103068
Ahmet Yıldız , Mehmet Kozak , Can Başaran , Özcan Özyıldırım

The intense investment demand in the geothermal sector in Afyonkarahisar province in recent years has enabled the utilization of geothermal waters such as district heating and greenhouse heating, electricity generation, and spa facilities and accelerated the exploration of new geothermal areas in the region. In this study, the Salar (Afyonkarahisar) region's geothermal potential was investigated using the mineralogy and geochemistry of hydrothermal alteration, hydrogeochemistry, and resistivity models obtained from magnetotelluric data. The Salar region is located within the Afyon-Akşehir Graben (AAG) and 10 km south of Afyonkarahisar province. The most important manifestations of the geothermal system are the geothermal water at temperatures of 25 °C and 31 °C obtained from the boreholes and hydrothermal alteration in Salar. Afyon volcanoclastics are reservoir rocks. Smectite and illite are the most important clay minerals in the hydrothermal alteration zones. The transformation from volcanic glass and alkali feldspar to smectite and illite reflects neutral-alkaline alteration conditions in felsic rocks. The clay minerals' stable isotopes (δD and δ18O) indicate hypogene conditions. Discharge temperature, electrical conductivity and pH of Salar region geothermal waters vary from 25 to 31 °C, 320–357 µs/cm, and 6.8, respectively. The Salar geothermal waters are Ca-(Na)-HCO3 type chemically. The electric resistivity models reveal shallow low resistivity (10 < ρ < 80 Ωm) layer related to the alluvium, Gebeceler formation, and Afyon volcanoclastics and deeper high resistivity (80 <ρ < 200 Ωm and ρ > 200 Ωm) layer based on Deresinek and Değirmendere formation respectively. The difference in electrical resistivity arises from the geothermal waters and hydrothermal alteration zones, influenced by the AAG tectonics.

The stable isotopes (δD and δ18O) and alpha cristobalite geothermometer calculations indicate that the condition of the temperature in the active and fossil geothermal systems in the Salar does not change, and the condition of the temperature is between 44 °C and 112 °C.

近年来,阿菲永卡拉希萨尔省地热行业的投资需求旺盛,使得地热水的利用成为可能,如区域供暖和温室供暖、发电和温泉设施,并加速了该地区新地热区的勘探。在这项研究中,利用热液蚀变的矿物学和地球化学、水文地球化学以及从磁电探测数据中获得的电阻率模型,对盐湖(阿菲永卡拉希萨尔)地区的地热潜力进行了调查。盐湖地区位于阿菲永-阿克谢希尔地块(AAG)内,在阿菲永卡拉希萨尔省以南 10 公里处。地热系统最重要的表现形式是从钻孔中获得的温度为 25 ° C 和 31 ° C 的地热水以及萨尔热液蚀变。阿菲永火山碎屑岩是储层岩石。在热液蚀变区,直闪石和伊利石是最重要的粘土矿物。从火山玻璃和碱长石到直闪石和伊利石的转变反映了长英岩的中性-碱性蚀变条件。粘土矿物的稳定同位素(δD 和 δ18O)表明了下成岩条件。撒拉尔地区地热水的排放温度、电导率和 pH 值分别为 25 至 31 °C、320 至 357 µs/cm 和 6.8。盐湖地热水的化学类型为 Ca-(Na)-HCO3 型。电阻率模型显示,浅层低电阻率(10 < ρ < 80 Ωm)层与冲积层、Gebeceler 地层和阿菲永火山碎屑岩有关,深层高电阻率(80 <ρ < 200 Ωm 和 ρ > 200 Ωm)层分别基于 Deresinek 和 Değirmendere 地层。稳定同位素(δD 和 δ18O)和阿尔法脆岩地热计的计算表明,撒拉尔活跃地热系统和化石地热系统的温度条件没有变化,温度条件在 44 ℃ 至 112 ℃ 之间。
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引用次数: 0
The potential of utilizing vertical borehole heat exchangers in residential buildings for the various climate zones of Saudi Arabia 在沙特阿拉伯不同气候区的住宅楼中利用垂直井孔热交换器的潜力
IF 3.5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-22 DOI: 10.1016/j.geothermics.2024.103087
Ahmad Aljabr , Sulaiman Almoatham

Most of the literature concerning geothermal energy in Saudi Arabia has focused on power generation applications. This paper investigates the potential of utilizing ground-source heat pump (GSHP) with vertical borehole heat exchangers in residential buildings in the various climate zones and subsurface geologies of Saudi Arabia. Thermal loads of a typical residential building in Saudi Arabia were generated using eQuest software, then used in a model of GSHP system in TRNSYS. The performance and economics of the GSHP system was evaluated and compared with a typical air-source heat pump (ASHP) system for each location. The total borehole lengths in all zones were determined using the cooling load (the dominant load). The potential for employing GSHP systems was found to be not uniform across Saudi Arabia. The required length of the GHE ranged between 12 and 148 m/kW of cooling. The annual energy saving when employing GSHP instead of ASHP systems varied between 3 % to 19 %, and the building's electricity peak demand could be reduced between 5 % to 43 %. Although GSHPs reduced electrical and maintenance costs, their high drilling cost makes them economically unattractive under the present electric utility charge in Saudi Arabia.

有关沙特阿拉伯地热能源的大部分文献都侧重于发电应用。本文研究了在沙特阿拉伯不同气候带和地下地质条件下的住宅建筑中利用带有垂直钻孔热交换器的地源热泵(GSHP)的潜力。使用 eQuest 软件生成了沙特阿拉伯典型住宅楼的热负荷,然后将其用于 TRNSYS 中的 GSHP 系统模型。对 GSHP 系统的性能和经济性进行了评估,并与每个地点的典型空气源热泵 (ASHP) 系统进行了比较。使用冷却负荷(主要负荷)确定了所有区域的钻孔总长度。研究发现,沙特阿拉伯各地采用 GSHP 系统的潜力并不一致。所需的 GHE 长度在 12 至 148 米/千瓦制冷量之间。采用 GSHP 而不是 ASHP 系统每年可节约的能源在 3 % 到 19 % 之间,建筑物的用电高峰需求可减少 5 % 到 43 %。虽然 GSHPs 降低了电力成本和维护成本,但其高昂的钻井成本使其在沙特阿拉伯目前的电力收费标准下缺乏经济吸引力。
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引用次数: 0
Micro-scale investigation of the pore network of sandstone in the Pannonian Basin to improve geothermal energy development 潘诺尼亚盆地砂岩孔隙网络的微尺度调查,以改进地热能源开发
IF 3.5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-22 DOI: 10.1016/j.geothermics.2024.103071
Rita Mwendia Njeru , Matthias Halisch , János Szanyi

This study focuses on the Pannonian Basin, specifically in Szentes, Hungary a region of significant geothermal potential, with particular emphasis on the Dunántúl Group; a collective name for the Zagyva and Újfalu formations, which consists of slightly consolidated delta-front sandstone sediments. This research is pivotal in understanding the challenges associated with clogging in geothermal wells, a problem that has led to the premature shutdown of injection wells in the region. Our approach integrates classical petrophysical and mineralogical methods with advanced techniques such as micro-Computed X-Ray Tomography imaging, 3D image analysis, and digital rock simulations. Our findings indicate that the target geothermal rock formations within the Dunántúl Group exhibit high porosity (27–31 %) and variable permeability (60–400 mD), dependent on the location and specific characteristics of the formation. Our micro-CT analyses further identified that the presence of fine-grained materials in smaller pores and generally weak cementation of grains substantially contributes to these challenges.

这项研究的重点是潘诺尼亚盆地,特别是匈牙利森特什地区,该地区具有巨大的地热潜力,研究重点是 Dunántúl 组;这是扎吉瓦地层和乌伊法鲁地层的总称,由轻微固结的三角洲前缘砂岩沉积物组成。这项研究对于了解与地热井堵塞相关的挑战至关重要,这一问题已导致该地区的注水井过早关闭。我们的方法将经典岩石物理和矿物学方法与微计算机 X 射线断层成像、三维图像分析和数字岩石模拟等先进技术相结合。我们的研究结果表明,Dunántúl 组的目标地热岩层具有高孔隙率(27-31%)和可变渗透率(60-400 mD),这取决于岩层的位置和具体特征。我们的显微计算机断层扫描分析进一步确定,较小孔隙中存在的细粒材料以及颗粒普遍较弱的胶结作用在很大程度上加剧了这些挑战。
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引用次数: 0
Uncertainty assessment of thermal recovery and subsurface temperature changes induced by high-temperature aquifer thermal energy storage (HT-ATES): A case study 高温含水层热能储存(HT-ATES)引起的热回收和地下温度变化的不确定性评估:案例研究
IF 3.5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-21 DOI: 10.1016/j.geothermics.2024.103086
Stefan Heldt, Christof Beyer, Sebastian Bauer

High-temperature aquifer thermal energy storage (HT-ATES) systems can store renewable-based or waste heat in the subsurface on a seasonal scale and may thus reduce the carbon footprint of future heat supply systems. Thermal recovery, i.e. the ratio of extracted to injected heat over one cycle, is required in a pre-application assessment because it determines the operational and economic viability of a HT-ATES system. The induced temperature changes in the subsurface are required to obtain the legal permits and are of interest for the design of a monitoring network. However, uncertainty in our knowledge on subsurface hydraulic and thermal parameters translates into uncertainties of the expected thermal recovery and the temperature changes induced during HT-ATES operation. In order to address these uncertainties for a case study in Hamburg, Germany, we use numerical modeling of the coupled thermo-hydraulic processes during the design stage of a HT-ATES system, based on a realistic load curve and the local geological setting of the storage aquifer. An ensemble of 50 scenarios was parameterized based on site-specific parameter uncertainties using Latin hypercube sampling to reflect the global parameter distributions, and the HT-ATES operation was simulated over a period of 26 years in each case. Most of the scenarios show high thermal recoveries with a median of 89 % in the 26th year, with thermal recovery most sensitive to the vertical hydraulic conductivity. The expected temperature distribution is well defined by the ensemble of model simulations, with far-field temperature changes reaching for hundreds of meters and showing greater variability between scenarios than those in the near-field region of the warm HT-ATES well on the tens of meters scale. Locations with large temperature differences between scenarios are identified as suitable for the placement of temperature monitoring wells. The presented work thus contributes directly to the design and permitting of HT-ATES systems and can also be used for uncertainty assessment of future HT-ATES plants and the identification of suitable monitoring setups.

高温含水层热能储存(HT-ATES)系统可将可再生热量或废热按季节储存在地下,从而减少未来供热系统的碳足迹。热回收率,即一个周期内提取的热量与注入的热量之比,是申请前评估的必要条件,因为它决定了 HT-ATES 系统的运行和经济可行性。要获得法律许可,就必须了解地下的诱导温度变化,这对监测网络的设计也很重要。然而,我们对地下水力和热力参数的了解存在不确定性,这就导致了 HT-ATES 运行期间预期热回收率和温度变化的不确定性。为了解决德国汉堡案例研究中的这些不确定性,我们在 HT-ATES 系统设计阶段,根据实际负荷曲线和当地蓄水层的地质环境,对热-水力耦合过程进行了数值建模。根据现场特定参数的不确定性,采用拉丁超立方采样法对 50 种情景进行了参数化,以反映全局参数的分布情况,并对每种情景下 HT-ATES 的运行进行了为期 26 年的模拟。大多数方案都显示出较高的热回收率,第 26 年的中位数为 89%,热回收率对垂直水导率最为敏感。模型模拟组合很好地定义了预期的温度分布,远场温度变化可达数百米,不同方案之间的变化比暖 HT-ATES 井近场区域数十米范围内的变化更大。不同方案之间温度差异较大的地点被确定为适合布设温度监测井的地点。因此,本研究成果可直接用于 HT-ATES 系统的设计和许可,也可用于未来 HT-ATES 工厂的不确定性评估和确定合适的监测设置。
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引用次数: 0
Hydrogeochemistry of geothermal water in Huangshadong and adjacent areas of Guangdong province: Implications for water-rock interaction 广东省黄沙洞及邻近地区地热水的水地球化学:水与岩石相互作用的影响
IF 3.9 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-18 DOI: 10.1016/j.geothermics.2024.103084
Lu Liu , Guiling Wang , Yalu Li , Zhengan Wei , Wenjing Lin , Xianan Qin , Min Zhang , Shihua Qi , Xiting Long

Hydrogeochemical characteristics can reflect important information on the circulation processes of geothermal fluids, reservoir temperatures, etc., which are essential for exploring geothermal field evolution and the rational development of geothermal resources. 23 sets of water samples were collected from Huangshadong and adjacent geothermal fields. Major cations and anions, hydrogen and oxygen isotopes, and 14C activities were analyzed to investigate the hydrogeochemical characteristics of geothermal fluids and their formation mechanisms. Hydrogen and oxygen isotope analysis and major element chemistry indicate that the geothermal waters in the study area are mainly recharged by meteoric water. The chemical facies of the geothermal waters are mainly NaHCO3 and CaHCO3, and most of the geothermal waters have high Na+ contents, which are attributed to the involvement of albite in water-rock interaction and the replacement of Na+ in rocks by Ca2+ or Mg2+ in water. Geothermometry of geothermal waters suggests that the reservoir temperatures are between 140-150 ℃, and the geothermal water circulation depths range from 2.0 to 4.3 km. The residence time of up to 17.3ka for geothermal water likely suggests the earliest precipitation recharge during the Late Pleistocene. Major element chemistry and hydrogen and oxygen isotope systematics indicate essential information on the origins of geothermal waters and water-rock interaction processes and provide a more comprehensive understanding of the geothermal system in Huangshadong and adjacent areas of Guangdong province.

水文地质化学特征可以反映地热流体循环过程、储层温度等重要信息,对探索地热田演化过程和合理开发地热资源至关重要。在黄沙洞及邻近地热田采集了 23 组水样。分析了主要阳离子和阴离子、氢和氧同位素以及 14C 活性,以研究地热流体的水文地球化学特征及其形成机制。氢氧同位素分析和主要元素化学成分表明,研究区的地热水主要由流星水补给。地热水的化学面主要是 Na-HCO3 和 Ca-HCO3,大部分地热水的 Na+ 含量较高,这是因为白云石参与了水与岩石的相互作用,以及水中的 Ca2+ 或 Mg2+ 取代了岩石中的 Na+。地热水的地温测量表明,储层温度在 140-150 ℃ 之间,地热水循环深度在 2.0-4.3 千米之间。地热水的停留时间长达 17.3ka,这可能表明最早的降水补给发生在晚更新世。主要元素化学和氢氧同位素系统学显示了地热水起源和水岩相互作用过程的重要信息,为更全面地了解黄沙洞及广东省邻近地区的地热系统提供了依据。
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引用次数: 0
Monitoring spatiotemporal evolution of fractures during hydraulic stimulations at the first EGS collab testbed using anisotropic elastic-waveform inversion 利用各向异性弹性波形反演监测首个 EGS 协作试验台水力刺激过程中裂缝的时空演变
IF 3.9 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-18 DOI: 10.1016/j.geothermics.2024.103076
Zongcai Feng , Lianjie Huang , Benxin Chi , Kai Gao , Jiaxuan Li , Jonathan Ajo-Franklin , Douglas A. Blankenship , Timothy J. Kneafsey , The EGS Collab Team

The EGS Collab project acquired continuous active-source seismic monitoring (CASSM) data before, during, and after hydraulic stimulations at the first testbed at the depth of 4850 ft (1478 m) at the Sanford Underground Research Facility in Lead, South Dakota, for monitoring fracture creation and evolution. CASSM acquisition was conducted using 24 hydrophones, 18 accelerometers, and 17 piezoelectric sources within four fracture-parallel wells and two orthogonal wells. 3D anisotropic traveltime tomography and anisotropic elastic-waveform inversion of the campaign cross-borehole seismic data show that the rock within the stimulation region is a heterogeneous horizontal transverse isotropic medium. We use these inversion results as the initial models and apply 3D anisotropic first-arrival traveltime tomography and 3D anisotropic elastic-waveform inversion to the CASSM data acquired after each stimulation in May, 2018 and December, 2018. We observe the spatiotemporal evolution of seismic velocities and anisotropic parameters caused by hydraulic fracture stimulations, showing the regions of rock alternation caused by hydraulic fracture stimulation.

EGS Collab 项目在南达科他州利德桑福德地下研究设施 4850 英尺(1478 米)深处的第一个试验台进行水力刺激之前、期间和之后采集了连续主动源地震监测(CASSM)数据,用于监测裂缝的形成和演化。CASSM 采集使用了 24 个水听器、18 个加速度计和 17 个压电源,分布在四个压裂平行井和两个正交井中。活动跨井眼地震数据的三维各向异性走时层析成像和各向异性弹性波形反演表明,激励区域内的岩石是一种异质水平横向各向同性介质。我们将这些反演结果作为初始模型,并将三维各向异性初至旅行时间层析成像和三维各向异性弹性波形反演应用于 2018 年 5 月和 2018 年 12 月每次激励后获取的 CASSM 数据。我们观察了水力压裂激励引起的地震速度和各向异性参数的时空演化,显示了水力压裂激励引起的岩石交替区域。
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引用次数: 0
Experimental study on convection heat transfer properties in rough-walled fractures of granite: The effect of fracture roughness 花岗岩粗糙壁断口对流传热特性的实验研究:断口粗糙度的影响
IF 3.9 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-18 DOI: 10.1016/j.geothermics.2024.103085
Xiao Tian , Zuyang Ye

The fracture-dominated convection heat transfer behavior is commonly involved in the development, utilization and storage of thermal energy in fractured rock engineering. An experimental system assembled by a peristaltic pump drive, a liquid preheater and an electric blast drying oven is developed to quantify the effect of fracture roughness on the convection heat transfer characteristics. The overall heat transfer coefficient (OHTC) and the amount of heat transfer quantity from six fracture samples with different inlet temperatures and flow rates are calculated by the data acquisition at five observation points. In general, the average convective heat transfer efficiency between water and rock decreases gradually with time, and then enters a stage of thermal equilibrium while the temperatures at the five observation points become constant. The increasing flow rate can lead to the gradual increase of the OHTC and the slowdown of its growth rate. The OHTC is negatively correlated with the inlet temperature. With the increase of fracture surface roughness, the dominant flow effect is significantly enhanced, which leads to the weakening of heat transfer characteristics and the gradual reduction of OHTC. Finally, the heat transfer quantity decreases with the increase of roughness, and exists an inflection point with the flow rate.

断裂主导的对流传热行为通常涉及断裂岩石工程中热能的开发、利用和储存。为了量化断裂粗糙度对对流换热特性的影响,开发了一个由蠕动泵驱动装置、液体预热器和电热鼓风干燥箱组成的实验系统。通过采集五个观测点的数据,计算了六个不同入口温度和流速的断裂样品的总传热系数(OHTC)和传热量。一般来说,水与岩石之间的平均对流换热效率随着时间的推移逐渐降低,然后进入热平衡阶段,五个观测点的温度保持不变。流速的增加会导致 OHTC 的逐渐增加及其增长速度的减慢。OHTC 与入口温度呈负相关。随着断口表面粗糙度的增加,主导流效应显著增强,导致传热特性减弱,OHTC 逐渐降低。最后,传热量随粗糙度的增加而降低,并与流速存在一个拐点。
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引用次数: 0
Exploring chemical disposal options for non-condensable gasses in geothermal power plants: A case study of Kızıldere geothermal field (Türkiye) 探索地热发电厂不凝结气体的化学处置方案:Kızıldere地热田(土耳其)案例研究
IF 3.9 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-17 DOI: 10.1016/j.geothermics.2024.103077
Füsun S. Tut Haklıdır , Raziye Şengün Çetin , Sanem Kılınçarslan

Geothermal power plants are among the most important renewable energy power plants owing to their high-capacity factors and integrated utilization possibilities. Currently, these power plants utilize geothermal fluid to generate electricity. Although their emissions are lower than those of conventional power plants, gasses such as CO2 and H2S are released into the air from the cooling towers, particularly in flash-type geothermal power plants

To reduce the emission of CO2 gas released from geothermal power plants, reinjection studies have mainly been carried out around the world. These types of studies require extensive analysis of underground fracture systems, detailed geosciences, and the reservoir studies. However, these studies are considered risky and expensive for most plant operators because possible changes in underground fracture systems may affect the productivity of geothermal production zones. In terms of the environmental impact, hydrogen sulfide is a more harmful gas than CO2. Effective H2S removal methods cannot be widely used, except in areas with extremely high concentrations, because they commonly incur significant costs for plant operators. Effective H2S removal methods are not widely available except for geothermal sites with high concentrations. The fact that local limit values can be exceeded in geothermal power plants with relatively low H2S concentrations, such as geothermal power plants in Türkiye, pushes plant operators to find new low-cost solutions due to high operation costs. For this reason, a treatment method that can be applied at every site and whose cost is not too high has not yet been put forward. However, NaOH is used for this purpose in geothermal fields such as steam-dominated Geyser field to increase the pH values in geothermal wells, which has been producing for a long time.

In this study, field tests were carried out with five different chemicals and pure water to examine the reduction of non-condensable gasses in a geothermal power plant located in the Kızıldere (Denizli, Türkiye) geothermal field, one of the most important geothermal fields in the world. According to this, the capture of these gasses is technically possible using chemical methods, with a performance of up to 70 % observed in CO2 gas capture.

However, although it is possible to capture 70 % of non-condensable gasses with such chemical methods, the consumable cost of the operation is quite high.

地热发电厂因其高容量系数和综合利用的可能性而成为最重要的可再生能源发电厂之一。目前,这些发电厂利用地热流体发电。为了减少地热发电厂排放的二氧化碳气体,世界各地主要开展了回注研究。这类研究需要对地下裂缝系统、详细的地球科学和储层研究进行大量分析。然而,由于地下断裂系统可能发生的变化会影响地热生产区的生产率,因此对于大多数发电厂运营商来说,这些研究都被认为是高风险、高成本的。就环境影响而言,硫化氢是比二氧化碳更有害的气体。除浓度极高的地区外,有效的 H2S 清除方法无法广泛使用,因为这些方法通常会给工厂运营商带来巨额成本。除高浓度地热区外,有效的 H2S 去除方法尚未得到广泛应用。在 H2S 浓度相对较低的地热发电厂(如图尔基耶的地热发电厂),当地的限值可能会超标,这一事实迫使发电厂运营商在高昂的运营成本下寻找新的低成本解决方案。因此,目前还没有一种既能适用于所有地点又成本不高的处理方法。本研究使用五种不同的化学试剂和纯水进行了现场测试,以检查位于 Kızıldere(土耳其代尼兹利)地热区(世界上最重要的地热区之一)的地热发电厂中不可冷凝气体的减少情况。据此,利用化学方法捕获这些气体在技术上是可行的,二氧化碳气体捕获的性能高达 70%。然而,尽管利用这种化学方法可以捕获 70% 的非冷凝性气体,但操作的消耗成本相当高。
{"title":"Exploring chemical disposal options for non-condensable gasses in geothermal power plants: A case study of Kızıldere geothermal field (Türkiye)","authors":"Füsun S. Tut Haklıdır ,&nbsp;Raziye Şengün Çetin ,&nbsp;Sanem Kılınçarslan","doi":"10.1016/j.geothermics.2024.103077","DOIUrl":"https://doi.org/10.1016/j.geothermics.2024.103077","url":null,"abstract":"<div><p>Geothermal power plants are among the most important renewable energy power plants owing to their high-capacity factors and integrated utilization possibilities. Currently, these power plants utilize geothermal fluid to generate electricity. Although their emissions are lower than those of conventional power plants, gasses such as CO<sub>2</sub> and H<sub>2</sub>S are released into the air from the cooling towers, particularly in flash-type geothermal power plants</p><p>To reduce the emission of CO<sub>2</sub> gas released from geothermal power plants, reinjection studies have mainly been carried out around the world. These types of studies require extensive analysis of underground fracture systems, detailed geosciences, and the reservoir studies. However, these studies are considered risky and expensive for most plant operators because possible changes in underground fracture systems may affect the productivity of geothermal production zones. In terms of the environmental impact, hydrogen sulfide is a more harmful gas than CO<sub>2</sub>. Effective H<sub>2</sub>S removal methods cannot be widely used, except in areas with extremely high concentrations, because they commonly incur significant costs for plant operators. Effective H<sub>2</sub>S removal methods are not widely available except for geothermal sites with high concentrations. The fact that local limit values can be exceeded in geothermal power plants with relatively low H<sub>2</sub>S concentrations, such as geothermal power plants in Türkiye, pushes plant operators to find new low-cost solutions due to high operation costs. For this reason, a treatment method that can be applied at every site and whose cost is not too high has not yet been put forward. However, NaOH is used for this purpose in geothermal fields such as steam-dominated Geyser field to increase the pH values in geothermal wells, which has been producing for a long time.</p><p>In this study, field tests were carried out with five different chemicals and pure water to examine the reduction of non-condensable gasses in a geothermal power plant located in the Kızıldere (Denizli, Türkiye) geothermal field, one of the most important geothermal fields in the world. According to this, the capture of these gasses is technically possible using chemical methods, with a performance of up to 70 % observed in CO<sub>2</sub> gas capture.</p><p>However, although it is possible to capture 70 % of non-condensable gasses with such chemical methods, the consumable cost of the operation is quite high.</p></div>","PeriodicalId":55095,"journal":{"name":"Geothermics","volume":"122 ","pages":"Article 103077"},"PeriodicalIF":3.9,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141422749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Utilizing a CNN-RNN machine learning approach for forecasting time-series outlet fluid temperature monitoring by long-term operation of BHEs system 利用 CNN-RNN 机器学习方法预测 BHE 系统长期运行时的出口流体温度监测时间序列
IF 3.9 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-16 DOI: 10.1016/j.geothermics.2024.103082
Makarakreasey King , Sang Inn Woo , Chan-Young Yune

The Borehole Heat Exchanger (BHE) plays a pivotal role in enhancing heat exchange efficiency within Ground Source Heat Pump (GSHP) systems. The accurate prediction of the BHE's outlet fluid temperature is crucial for optimizing GSHP performance, energy storage, and resource conservation. However, conventional machine learning methods encounter challenges in manual feature extraction, learning complex nonlinear relationships, and adapting to real-world scenarios. To address these limitations, this research proposes a crossbreed model integrating Convolutional Neural Network (CNN) and Recurrent Neural Network (RNN) architectures to forecast long-term outlet fluid temperature in BHE systems. The model framework encompasses data preprocessing, utilizing refined data in the CNN module for temporal feature extraction, subsequently passed to the RNN module to capture sequential and temporal patterns from each dataset. Specifically, the advanced CNN-RNN architecture is designed to establish a comprehensive input-output mapping, leveraging essential input features such as inlet fluid, ambient air, and subsurface temperatures at varying depths (0, 10, and 20 m). Performance evaluation metrics, including R2, RMSE, MAE, and AARE, are employed to compare and assess prediction accuracy across various models, including LSTM, CNN, and SimpleRNN. The obtained results demonstrate the superior performance of the proposed model, achieving an RSME of 0.818, MAE of 0.642, AARE of 0.0305, and an R2 value of 98.75 %. This surpasses the performance of traditional prediction models (LSTM, CNN, and SimpleRNN) by 3.01 %, 5.80 %, and 19.52 %, respectively. Notably, the remarkably low MAE of 0.642 exhibited by a CNN-RNN model underscores its capability to outperform traditional approaches, especially when handling large datasets. These findings emphasize the significance of the developed model in facilitating efficient operation, positioning it as a valuable tool for advancing the long-term sustainability of BHE systems.

钻孔换热器(BHE)在提高地源热泵(GSHP)系统的热交换效率方面发挥着举足轻重的作用。准确预测 BHE 的出口流体温度对于优化 GSHP 性能、能量存储和资源保护至关重要。然而,传统的机器学习方法在手动特征提取、学习复杂的非线性关系和适应真实世界场景方面遇到了挑战。为了解决这些局限性,本研究提出了一种整合了卷积神经网络(CNN)和循环神经网络(RNN)架构的杂交模型,用于预测 BHE 系统的长期出口流体温度。该模型框架包括数据预处理,利用 CNN 模块中的精炼数据进行时间特征提取,然后传递到 RNN 模块,以捕捉每个数据集的顺序和时间模式。具体来说,先进的 CNN-RNN 架构旨在建立一个全面的输入输出映射,利用重要的输入特征,如入口流体、环境空气和不同深度(0、10 和 20 米)的地下温度。性能评估指标包括 R2、RMSE、MAE 和 AARE,用于比较和评估 LSTM、CNN 和 SimpleRNN 等不同模型的预测精度。结果表明,所提模型性能优越,RSME 为 0.818,MAE 为 0.642,AARE 为 0.0305,R2 为 98.75%。这比传统预测模型(LSTM、CNN 和 SimpleRNN)的性能分别高出 3.01 %、5.80 % 和 19.52 %。值得注意的是,CNN-RNN 模型的 MAE 值低至 0.642,这突显了其超越传统方法的能力,尤其是在处理大型数据集时。这些研究结果强调了所开发模型在促进高效运行方面的重要意义,并将其定位为促进 BHE 系统长期可持续发展的宝贵工具。
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Geothermics
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