首页 > 最新文献

Geothermal Energy最新文献

英文 中文
A sensitivity analysis of induced seismicity potential for geothermal direct heat production in faulted sedimentary aquifers: a case study in the Netherlands 断层沉积含水层地热直接产热诱发地震活动性的敏感性分析:以荷兰为例
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-28 DOI: 10.1186/s40517-026-00380-x
Arjan Marelis, Fred Beekman, Jan-Diederik van Wees

Over the past decades there has been a significant increase in the direct utilization of geothermal power as a renewable energy resource. Low-enthalpy geothermal systems for direct heat production are commonly developed in sedimentary aquifers with high matrix permeability. Although such geothermal systems are not often associated with induced seismicity, the potential occurrence of induced seismic events is of concern in geothermal resource development and requires improved seismic hazard assessment associated with geothermal operations. Mechanical Analysis of Complex Reservoir for Induced Seismicity (MACRIS) is applied to evaluate the sensitivity for fault reactivation and induced seismicity potential in three-dimensional clastic reservoir models representative of low-enthalpy geothermal exploitation in the Netherlands. The reservoir models are separated by a single fault causing both no and normal reservoir offset, and, unlike previous induced seismicity studies, incorporate the effects of reservoir throw and flow compartmentalization. Results show the potential for fault reactivation and induced seismicity to be (i) substantially impacted by the three-dimensional interaction of injected cold-water volume and its destabilizing effect on complex faults in sedimentary aquifers, and (ii) characterized by moderately low seismic magnitudes for the majority of predicted events. Where reservoir throw is shown to contribute to the fault reactivation and seismicity potential, fault-related reservoir flow compartmentalization has an opposite effect and is shown to reduce the potential of a sealing or bounding fault. Results confirm the findings from previous studies by showing (i) a predominant sensitivity of induced seismicity potential to the thermo-elastic reservoir parameters and injection temperature, and the in situ stress conditions and fault frictional properties affecting slip length and resulting magnitude estimate of the seismic event. In particular, results show the seismic hazard potential to significantly decrease in the case of reservoir creep or stable in situ stress conditions, and by limiting reservoir thermal drawdown.

在过去的几十年里,地热发电作为一种可再生能源的直接利用有了显著的增加。用于直接采热的低焓地热系统通常在基质渗透率高的沉积含水层中开发。虽然这种地热系统通常不与诱发地震活动有关,但诱发地震事件的潜在发生是地热资源开发中关注的问题,需要改进与地热作业有关的地震危险性评估。采用复杂储层诱发地震活动性的力学分析(MACRIS)方法,评价了荷兰低焓地热开发的三维碎屑储层模型对断层再激活和诱发地震活动性的敏感性。储层模型被一条断层分隔开,导致储层不偏移和正常偏移,与以往的诱发地震活动研究不同,该模型考虑了储层抛射和流动分区的影响。结果表明,断层再激活和诱发地震活动的可能性(i)受到注入冷水体积的三维相互作用及其对沉积含水层复杂断层的不稳定作用的实质性影响,以及(ii)在大多数预测事件中具有中等低震级的特征。当储层的落差被证明有助于断层重新激活和地震活动潜力时,与断层相关的储层流动分区具有相反的效果,并被证明可以减少封闭或边界断层的潜力。结果证实了以前的研究结果,表明:(1)诱发地震活动潜力对热弹性油藏参数和注入温度的主要敏感性,以及影响滑动长度和由此产生的地震事件震级估计的地应力条件和断层摩擦特性。特别是,研究结果表明,在储层蠕变或稳定的地应力条件下,通过限制储层热降,地震危险性显著降低。
{"title":"A sensitivity analysis of induced seismicity potential for geothermal direct heat production in faulted sedimentary aquifers: a case study in the Netherlands","authors":"Arjan Marelis,&nbsp;Fred Beekman,&nbsp;Jan-Diederik van Wees","doi":"10.1186/s40517-026-00380-x","DOIUrl":"10.1186/s40517-026-00380-x","url":null,"abstract":"<div><p>Over the past decades there has been a significant increase in the direct utilization of geothermal power as a renewable energy resource. Low-enthalpy geothermal systems for direct heat production are commonly developed in sedimentary aquifers with high matrix permeability. Although such geothermal systems are not often associated with induced seismicity, the potential occurrence of induced seismic events is of concern in geothermal resource development and requires improved seismic hazard assessment associated with geothermal operations. Mechanical Analysis of Complex Reservoir for Induced Seismicity (MACRIS) is applied to evaluate the sensitivity for fault reactivation and induced seismicity potential in three-dimensional clastic reservoir models representative of low-enthalpy geothermal exploitation in the Netherlands. The reservoir models are separated by a single fault causing both no and normal reservoir offset, and, unlike previous induced seismicity studies, incorporate the effects of reservoir throw and flow compartmentalization. Results show the potential for fault reactivation and induced seismicity to be (i) substantially impacted by the three-dimensional interaction of injected cold-water volume and its destabilizing effect on complex faults in sedimentary aquifers, and (ii) characterized by moderately low seismic magnitudes for the majority of predicted events. Where reservoir throw is shown to contribute to the fault reactivation and seismicity potential, fault-related reservoir flow compartmentalization has an opposite effect and is shown to reduce the potential of a sealing or bounding fault. Results confirm the findings from previous studies by showing (i) a predominant sensitivity of induced seismicity potential to the thermo-elastic reservoir parameters and injection temperature, and the in situ stress conditions and fault frictional properties affecting slip length and resulting magnitude estimate of the seismic event. In particular, results show the seismic hazard potential to significantly decrease in the case of reservoir creep or stable in situ stress conditions, and by limiting reservoir thermal drawdown.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00380-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147342816","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental investigation on heat transfer characteristics of single-well enhanced geothermal system 单井强化地热系统换热特性实验研究
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-26 DOI: 10.1186/s40517-026-00379-4
Ma Bo, Li Anfan, Chen Wei, Gao Xujun, Han Wenbin, Lei Yongzhi, Wang Lingbao

The single-well enhanced geothermal system (SEGS) is an innovative approach designed to overcome the limitations of traditional deep borehole heat exchangers (DBHEs). It achieves this by modifying the well structure and circulating working fluid through an engineered reservoir to enhance heat transfer. This study presents a laboratory-scale experimental investigation of a SEGS analog to identify key performance determinants. The research explores the impacts of injection flow rate, injection temperature, and the initial temperature of the sandbox on the system’s thermal performance and temperature distribution into the sandbox. A series of experiments were conducted under different conditions, and the results were analyzed to determine the optimal operating parameters for maximizing heat extraction while minimizing temperature decay. The study also investigates the influence of injection–production spacing on the thermal breakthrough and the overall efficiency of the SEGS. Based on the observed trade-offs within the tested range, a flow rate of 0.4 m3/h, an injection temperature of 31 °C, and a spacing of 120 cm provided the best compromise between high heat extraction rate and stable production temperature. These findings provide foundational insights into SEGS thermal behavior and a basis for optimizing system design, supporting the development of sustainable geothermal energy solutions.

单井增强型地热系统(SEGS)是一种创新的方法,旨在克服传统深孔热交换器(DBHEs)的局限性。为了达到这一目的,该公司修改了井的结构,并通过工程油藏循环工作流体,以加强传热。本研究提出了一个实验室规模的SEGS模拟实验调查,以确定关键的性能决定因素。研究探讨了注入流量、注入温度和砂箱初始温度对系统热性能和进入砂箱的温度分布的影响。在不同条件下进行了一系列实验,并对实验结果进行了分析,以确定最大限度地提高热量提取,同时最大限度地降低温度衰减的最佳操作参数。研究了注采间距对热突破和SEGS综合效率的影响。根据在测试范围内观察到的权衡,流速为0.4 m3/h,注入温度为31°C,间距为120 cm是高抽热率和稳定生产温度之间的最佳折衷。这些发现为研究SEGS热行为提供了基础,并为优化系统设计提供了基础,为可持续地热能解决方案的开发提供了支持。
{"title":"Experimental investigation on heat transfer characteristics of single-well enhanced geothermal system","authors":"Ma Bo,&nbsp;Li Anfan,&nbsp;Chen Wei,&nbsp;Gao Xujun,&nbsp;Han Wenbin,&nbsp;Lei Yongzhi,&nbsp;Wang Lingbao","doi":"10.1186/s40517-026-00379-4","DOIUrl":"10.1186/s40517-026-00379-4","url":null,"abstract":"<div><p>The single-well enhanced geothermal system (SEGS) is an innovative approach designed to overcome the limitations of traditional deep borehole heat exchangers (DBHEs). It achieves this by modifying the well structure and circulating working fluid through an engineered reservoir to enhance heat transfer. This study presents a laboratory-scale experimental investigation of a SEGS analog to identify key performance determinants. The research explores the impacts of injection flow rate, injection temperature, and the initial temperature of the sandbox on the system’s thermal performance and temperature distribution into the sandbox. A series of experiments were conducted under different conditions, and the results were analyzed to determine the optimal operating parameters for maximizing heat extraction while minimizing temperature decay. The study also investigates the influence of injection–production spacing on the thermal breakthrough and the overall efficiency of the SEGS. Based on the observed trade-offs within the tested range, a flow rate of 0.4 m<sup>3</sup>/h, an injection temperature of 31 °C, and a spacing of 120 cm provided the best compromise between high heat extraction rate and stable production temperature. These findings provide foundational insights into SEGS thermal behavior and a basis for optimizing system design, supporting the development of sustainable geothermal energy solutions.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00379-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147341835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Probabilistic assessment and hydro-thermal coupling simulation of geothermal resources potential for heating/cooling 供热/制冷地热资源潜力的概率评价与水热耦合模拟
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-25 DOI: 10.1186/s40517-026-00378-5
Tingting Ke, Yage Zhang, Yang Zhou, Le Zhang, Ruyang Yu, Chenyang Duan, Zhiqiang Zhao

Accurate assessment of geothermal resources potential is of vital importance for promoting the rational development and utilization of geothermal resources. This study aims to systematically explore the collaborative application of various methods for evaluating the potential of geothermal resources, providing more effective evaluation tools for the development of deep geothermal resources. The Xixian Campus of Xi’an Jiaotong University, which is located in the central area of the Guanzhong Basin in Northwest China, is taken as the case study area. The volumetric method and the Monte Carlo method are combined to evaluate the geothermal resource potential for heating/cooling, and hydro-thermal coupling simulation is conducted to investigate the flow field and temperature field responses of geothermal reservoirs under production and reinjection. Results show that the best estimated technical potential of geothermal resources in Xixian Campus is 191.19 × 1015 J (equivalent to 6.66 million tons of coal equivalent), sufficient to support heating and cooling demands for at least 51 years. The technical potential per unit area is 38.24 × 1015 J·km−2. Besides, the technical potential of geothermal resources in the Sanmen Formation, the Zhangjiapo Formation, the Lantian-Bahe Formation, the Gaoling Group, and the Bailuyuan Formation constitute 4.12%, 8.85%, 22.99%, 30.92%, and 33.12% of the total technical potential, respectively. Modeling results indicate that the geothermal reservoirs of the Lantian-Bahe Formation are the most suitable for economic geothermal resource development. The implementation of this work can provide data support for the plans of geothermal resource development and utilization.

准确评价地热资源潜力,对促进地热资源的合理开发利用至关重要。本研究旨在系统探索多种地热资源潜力评价方法的协同应用,为深部地热资源开发提供更有效的评价工具。本文以位于中国西北关中盆地中部的西安交通大学西县校区为案例研究区域。采用体积法和蒙特卡罗法相结合的方法评价地热资源的制热/制冷潜力,并进行水-热耦合模拟,研究地热储层在采油和回注条件下的流场和温度场响应。结果表明,西县校区地热资源的最佳技术潜力估算值为191.19 × 1015 J(相当于666万吨煤当量),足以满足至少51年的供热和制冷需求。单位面积技术势为38.24 × 1015 J·km−2。三门组、张家坡组、蓝田-灞河组、高岭组和白鹿园组地热资源技术潜力分别占总技术潜力的4.12%、8.85%、22.99%、30.92%和33.12%。模拟结果表明,蓝田-灞河组地热储层最适合经济开发地热资源。该工作的开展可为地热资源开发利用规划提供数据支持。
{"title":"Probabilistic assessment and hydro-thermal coupling simulation of geothermal resources potential for heating/cooling","authors":"Tingting Ke,&nbsp;Yage Zhang,&nbsp;Yang Zhou,&nbsp;Le Zhang,&nbsp;Ruyang Yu,&nbsp;Chenyang Duan,&nbsp;Zhiqiang Zhao","doi":"10.1186/s40517-026-00378-5","DOIUrl":"10.1186/s40517-026-00378-5","url":null,"abstract":"<div><p>Accurate assessment of geothermal resources potential is of vital importance for promoting the rational development and utilization of geothermal resources. This study aims to systematically explore the collaborative application of various methods for evaluating the potential of geothermal resources, providing more effective evaluation tools for the development of deep geothermal resources. The Xixian Campus of Xi’an Jiaotong University, which is located in the central area of the Guanzhong Basin in Northwest China, is taken as the case study area. The volumetric method and the Monte Carlo method are combined to evaluate the geothermal resource potential for heating/cooling, and hydro-thermal coupling simulation is conducted to investigate the flow field and temperature field responses of geothermal reservoirs under production and reinjection. Results show that the best estimated technical potential of geothermal resources in Xixian Campus is 191.19 × 10<sup>15</sup> J (equivalent to 6.66 million tons of coal equivalent), sufficient to support heating and cooling demands for at least 51 years. The technical potential per unit area is 38.24 × 10<sup>15</sup> J·km<sup>−2</sup>. Besides, the technical potential of geothermal resources in the Sanmen Formation, the Zhangjiapo Formation, the Lantian-Bahe Formation, the Gaoling Group, and the Bailuyuan Formation constitute 4.12%, 8.85%, 22.99%, 30.92%, and 33.12% of the total technical potential, respectively. Modeling results indicate that the geothermal reservoirs of the Lantian-Bahe Formation are the most suitable for economic geothermal resource development. The implementation of this work can provide data support for the plans of geothermal resource development and utilization.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00378-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147341553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Geothermal energy prospectivity in the Hutton Sandstone, Eromanga Basin, Australia 澳大利亚Eromanga盆地Hutton砂岩地热能勘探前景
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-21 DOI: 10.1186/s40517-026-00377-6
Oluwaseun Daniel Akinyemi, Kenneth Shipper, Jeremy T. Greene, John P. Castagna

The Cooper and Eromanga Basins of Australia, with old and hot basement rocks, offer promise for geothermal exploration. The basement rock radioactive decay has high radiogenic heat production exceeding 5 microwatts per cubic meter. The basement structure transitions from the 3.6 km deep Patchawarra Trough in the west with 3–4 μW/m3 radiogenic heat production to the 4.7 km deep Nappamerri Trough having 5–7 μW/m3 radiogenic heat production in the east (Beardsmore in Explor Geophys 35(4):223–35, 2004). This study integrates petrophysical analysis, seismic interpretation, and thermal energy assessment to evaluate the geothermal viability and prospectivity in the Hutton Sandstone formation of the Eromanga Basin in the vicinity of an unsuccessful geothermal well. The Hutton Sandstone is a potential geothermal aquifer where it contains temperatures exceeding 120 °C, high thermal conductivity of 5 W/mK (Beardsmore in Explor Geophys 35(4):223–35, 2004), net sand thickness over 60 m, and effective porosities > 10%. The 120 ºC isotherm occurs in several areas downslope of gas fields along the Warra–Merrimelia NE–SW ridge system. The highest Hutton net sand thickness (~ 50 m) and porosity thickness (~ 30) occur near the Gashnitz-001 well, where there are good reservoir characteristics and high thermal energy. Seismic interpretation indicates probable lateral reservoir continuity up to 11 km east of the well. A prospective area of 100–683 km2 is interpreted as having over 50 m net sand in the Hutton with over 16% average effective porosity and temperatures exceeding 120 °C. The in-place potential thermal energy is as high as 245 MWth with a mean of 164 MWth. The Gashnitz-001 well drilled outside of structural closure benefited from high total heat content and less geological risk in terms of porosity thickness in the Hutton formation.

澳大利亚的库柏盆地和埃罗曼加盆地拥有古老而炽热的基底岩石,为地热勘探提供了希望。基岩放射性衰变具有高放射性生热,每立方米超过5微瓦。基底构造由西部3.6 km深的Patchawarra海槽(3-4 μW/m3)向东部4.7 km深的Nappamerri海槽(5-7 μW/m3)过渡(Beardsmore in Explor geophysical 35(4):223 - 35,2004)。该研究综合了岩石物理分析、地震解释和热能评估,以评估Eromanga盆地Hutton砂岩地层的地热可行性和前景,该地层位于一口失败的地热井附近。Hutton砂岩是一个潜在的地热含水层,其温度超过120°C,热导率高达5 W/mK (Beardsmore in Explor Geophys 35(4):223 - 35,2004),净砂厚度超过60 m,有效孔隙度为10%。120℃等温线分布在Warra-Merrimelia NE-SW脊系气田下坡部分地区。最大的赫顿净砂厚度(~ 50 m)和孔隙度厚度(~ 30 m)出现在Gashnitz-001井附近,该井储层特征好,热能高。地震解释表明,在井以东11公里处可能存在横向储层连续性。赫顿的远景面积为100-683平方公里,净砂超过50米,平均有效孔隙度超过16%,温度超过120°C。现场潜在热能高达245 MWth,平均为164 MWth。在构造闭包外钻探的Gashnitz-001井受益于高总热含量和Hutton地层孔隙厚度方面的地质风险较小。
{"title":"Geothermal energy prospectivity in the Hutton Sandstone, Eromanga Basin, Australia","authors":"Oluwaseun Daniel Akinyemi,&nbsp;Kenneth Shipper,&nbsp;Jeremy T. Greene,&nbsp;John P. Castagna","doi":"10.1186/s40517-026-00377-6","DOIUrl":"10.1186/s40517-026-00377-6","url":null,"abstract":"<div><p>The Cooper and Eromanga Basins of Australia, with old and hot basement rocks, offer promise for geothermal exploration. The basement rock radioactive decay has high radiogenic heat production exceeding 5 microwatts per cubic meter. The basement structure transitions from the 3.6 km deep Patchawarra Trough in the west with 3–4 μW/m3 radiogenic heat production to the 4.7 km deep Nappamerri Trough having 5–7 μW/m3 radiogenic heat production in the east (Beardsmore in Explor Geophys 35(4):223–35, 2004). This study integrates petrophysical analysis, seismic interpretation, and thermal energy assessment to evaluate the geothermal viability and prospectivity in the Hutton Sandstone formation of the Eromanga Basin in the vicinity of an unsuccessful geothermal well. The Hutton Sandstone is a potential geothermal aquifer where it contains temperatures exceeding 120 °C, high thermal conductivity of 5 W/mK (Beardsmore in Explor Geophys 35(4):223–35, 2004), net sand thickness over 60 m, and effective porosities &gt; 10%. The 120 ºC isotherm occurs in several areas downslope of gas fields along the Warra–Merrimelia NE–SW ridge system. The highest Hutton net sand thickness (~ 50 m) and porosity thickness (~ 30) occur near the Gashnitz-001 well, where there are good reservoir characteristics and high thermal energy. Seismic interpretation indicates probable lateral reservoir continuity up to 11 km east of the well. A prospective area of 100–683 km<sup>2</sup> is interpreted as having over 50 m net sand in the Hutton with over 16% average effective porosity and temperatures exceeding 120 °C. The in-place potential thermal energy is as high as 245 MWth with a mean of 164 MWth. The Gashnitz-001 well drilled outside of structural closure benefited from high total heat content and less geological risk in terms of porosity thickness in the Hutton formation.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00377-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147340902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Groundwater and geothermal archetypes in Berlin, Germany 德国柏林的地下水和地热原型
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-14 DOI: 10.1186/s40517-026-00375-8
Mohammad Reza Hajizadeh Javaran, Monika J. Kreitmair, Nikolas Makasis, Philipp Blum, Kathrin Menberg

Urban aquifers are influenced by several natural and anthropogenic factors, such as geological and hydrogeological conditions and built infrastructure, such as heated basements, underground car parks, and train tunnels. Realistic 3D city-scale physics-based models of complex and heterogeneous aquifers must balance accuracy and efficiency to support scenario-based subsurface management. Hence, this study aims to provide an overview of the 3D thermal state of the urban subsurface of Berlin, Germany, with the goal of identifying groundwater and geothermal archetypes. Based on a detailed 3D geological model, covering an area of 118 km2 and a depth of 250 m, block-divided (500 m × 500 m × 50 m), steady-state groundwater flow and heat transport models are created. These block models serve as a basis for identifying groundwater archetypes representing areas with similar hydrogeological and infrastructure conditions. The simulated, large-scale groundwater temperature patterns are generally in good agreement with interpolated temperatures from depth-oriented measurements. In addition, the block-scale models capture thermal hot spots and low spots that are not detected by interpolated maps. Using regression-based decision trees, 38 groundwater archetypes are identified for the shallow anthropogenically influenced layer of blocks and 21 archetypes at deeper layers (> 50 m bgl). Heated basements and groundwater head difference are the most contributing features in differentiating archetypes for the shallow layer of the blocks, while lower temperature boundary dominates selection of archetypes in deeper layers. Similarity of large-scale groundwater temperature patterns across different numbers of selected archetypes shows the robustness of the approach. Using thermal and geological criteria, 10 of the identified archetypes are classified as geothermal archetypes that indicate suitable conditions for ground source heat pump systems. The archetypes approach could be further developed to support other groundwater and subsurface uses, e.g., by considering groundwater-dependent ecosystems, legal aspects (e.g., groundwater contamination), and the interactions between different uses.

城市含水层受到多种自然和人为因素的影响,如地质和水文地质条件以及已建成的基础设施,如加热地下室、地下停车场和火车隧道。真实的基于城市规模的复杂和非均质含水层的三维物理模型必须平衡精度和效率,以支持基于场景的地下管理。因此,本研究旨在概述德国柏林城市地下的三维热状态,目的是确定地下水和地热原型。基于详细的三维地质模型,覆盖面积118 km2,深度250 m,块划分(500 m × 500 m × 50 m),创建稳态地下水流动和热输运模型。这些块体模型可作为识别具有相似水文地质和基础设施条件的地区的地下水原型的基础。模拟的大尺度地下水温度模式通常与从面向深度的测量中插值得到的温度吻合良好。此外,块比例尺模型捕获了插值图无法检测到的热热点和低热点。利用基于回归的决策树,在受人类活动影响的区块浅层识别出38种地下水原型,在深层(50 m bgl)识别出21种地下水原型。加热基底和地下水头差异是区块浅层原型划分的主要特征,而低温边界在深层原型选择中占主导地位。在不同数量的选定原型中,大尺度地下水温度模式的相似性表明了该方法的鲁棒性。利用热力和地质标准,将已确定的10个原型划分为地热原型,表明适合地源热泵系统的条件。原型方法可以进一步发展,以支持其他地下水和地下用途,例如,通过考虑地下水依赖的生态系统、法律方面(例如,地下水污染)和不同用途之间的相互作用。
{"title":"Groundwater and geothermal archetypes in Berlin, Germany","authors":"Mohammad Reza Hajizadeh Javaran,&nbsp;Monika J. Kreitmair,&nbsp;Nikolas Makasis,&nbsp;Philipp Blum,&nbsp;Kathrin Menberg","doi":"10.1186/s40517-026-00375-8","DOIUrl":"10.1186/s40517-026-00375-8","url":null,"abstract":"<div><p>Urban aquifers are influenced by several natural and anthropogenic factors, such as geological and hydrogeological conditions and built infrastructure, such as heated basements, underground car parks, and train tunnels. Realistic 3D city-scale physics-based models of complex and heterogeneous aquifers must balance accuracy and efficiency to support scenario-based subsurface management. Hence, this study aims to provide an overview of the 3D thermal state of the urban subsurface of Berlin, Germany, with the goal of identifying groundwater and geothermal archetypes. Based on a detailed 3D geological model, covering an area of 118 km<sup>2</sup> and a depth of 250 m, block-divided (500 m × 500 m × 50 m), steady-state groundwater flow and heat transport models are created. These block models serve as a basis for identifying groundwater archetypes representing areas with similar hydrogeological and infrastructure conditions. The simulated, large-scale groundwater temperature patterns are generally in good agreement with interpolated temperatures from depth-oriented measurements. In addition, the block-scale models capture thermal hot spots and low spots that are not detected by interpolated maps. Using regression-based decision trees, 38 groundwater archetypes are identified for the shallow anthropogenically influenced layer of blocks and 21 archetypes at deeper layers (&gt; 50 m bgl). Heated basements and groundwater head difference are the most contributing features in differentiating archetypes for the shallow layer of the blocks, while lower temperature boundary dominates selection of archetypes in deeper layers. Similarity of large-scale groundwater temperature patterns across different numbers of selected archetypes shows the robustness of the approach. Using thermal and geological criteria, 10 of the identified archetypes are classified as geothermal archetypes that indicate suitable conditions for ground source heat pump systems. The archetypes approach could be further developed to support other groundwater and subsurface uses, e.g., by considering groundwater-dependent ecosystems, legal aspects (e.g., groundwater contamination), and the interactions between different uses.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00375-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147339130","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Curie point depth and geothermal heat flow analysis of the northwest Ethiopian plateau 埃塞俄比亚高原西北部居里点深度与地热热流分析
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-07 DOI: 10.1186/s40517-026-00376-7
Muluken Kassa

The northwest Ethiopian plateau (NWEP) has thick flood basalts from the Eocene–Miocene Trap provinces. While previous studies have established the Ethiopian Rift Valley as a region of significant geothermal potential, the NWEP has remained largely unexplored in this regard. This study aims to estimate the Curie point depth, heat flow, and geothermal gradient in the NWEP, through spectral analysis of magnetic data in the NWEP, covering the region between 9.8 and 14.1°N latitude and 36–39.64°E longitude. The magnetic anomaly map was processed using Reduction to the Pole (RTP) filter to generate the RTP corrected magnetic map of the study area. This map was subsequently partitioned into twenty four overlapping blocks, of which each one was analyzed by means of spectral methods. The estimated Curie point depths range from 14 to 75 km, while the geothermal gradient varies between 8 and 38 °C/km, with corresponding heat flow values ranging from 19 to 94 mW/m2. The localities of Metema, Kora, Amanuel, Wukro, Wanzaye, Tsi Abay, Arb Gebeya, Dogolo, Alem Ketema, and Anchekorer exhibit Curie point depths (CPD) of less than 20 km. These regions exhibit high heat flow, elevated geothermal gradient, and shallow CPD, all of which indicate substantial geothermal potential. The findings contribute to a better understanding of the crustal thermal structure of the NWEP.

西北埃塞俄比亚高原(NWEP)具有始新世-中新世圈闭省厚的洪水玄武岩。虽然以前的研究已经确定埃塞俄比亚大裂谷是一个具有巨大地热潜力的地区,但在这方面,NWEP在很大程度上仍未得到开发。本研究通过对北纬9.8 ~ 14.1°N和东经36 ~ 39.64°E区域磁资料的谱分析,估算了NWEP的居里点深度、热流和地温梯度。对磁异常图进行RTP (Reduction to The Pole)滤波处理,生成研究区RTP校正磁异常图。该地图随后被划分为24个重叠的块,每个块都通过光谱方法进行分析。估算的居里点深度为14 ~ 75 km,地温梯度为8 ~ 38℃/km,热流值为19 ~ 94 mW/m2。Metema、Kora、Amanuel、Wukro、Wanzaye、Tsi Abay、Arb Gebeya、Dogolo、Alem Ketema和anchekoreer等地的居里点深度(CPD)小于20公里。这些地区热流大,地温梯度高,CPD浅,表明地热潜力巨大。这一发现有助于更好地了解北太平洋寒带的地壳热结构。
{"title":"Curie point depth and geothermal heat flow analysis of the northwest Ethiopian plateau","authors":"Muluken Kassa","doi":"10.1186/s40517-026-00376-7","DOIUrl":"10.1186/s40517-026-00376-7","url":null,"abstract":"<div><p>The northwest Ethiopian plateau (NWEP) has thick flood basalts from the Eocene–Miocene Trap provinces. While previous studies have established the Ethiopian Rift Valley as a region of significant geothermal potential, the NWEP has remained largely unexplored in this regard. This study aims to estimate the Curie point depth, heat flow, and geothermal gradient in the NWEP, through spectral analysis of magnetic data in the NWEP, covering the region between 9.8 and 14.1°N latitude and 36–39.64°E longitude. The magnetic anomaly map was processed using Reduction to the Pole (RTP) filter to generate the RTP corrected magnetic map of the study area. This map was subsequently partitioned into twenty four overlapping blocks, of which each one was analyzed by means of spectral methods. The estimated Curie point depths range from 14 to 75 km, while the geothermal gradient varies between 8 and 38 °C/km, with corresponding heat flow values ranging from 19 to 94 mW/m<sup>2</sup>. The localities of Metema, Kora, Amanuel, Wukro, Wanzaye, Tsi Abay, Arb Gebeya, Dogolo, Alem Ketema, and Anchekorer exhibit Curie point depths (CPD) of less than 20 km. These regions exhibit high heat flow, elevated geothermal gradient, and shallow CPD, all of which indicate substantial geothermal potential. The findings contribute to a better understanding of the crustal thermal structure of the NWEP.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00376-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147337806","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Participatory monitoring in geothermal projects: a combined socio-geophysical approach to seismicity, risk perception and acceptability 地热项目参与式监测:地震活动、风险感知和可接受性的社会地球物理综合方法
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-07 DOI: 10.1186/s40517-026-00373-w
Judith Bremer, Jérôme Azzola, Nicola Moczek, Thomas Kohl

The interplay between geothermal technologies, risk perception, social acceptability and acceptance is critical in the context of geothermal energy projects. Induced seismicity is of particular concern to citizens, and the perception of seismic risk plays an important role in the acceptability of geothermal projects. Starting point for our considerations is the DeepStor research infrastructure project and observations made within this research environment. We establish a conceptual framework for participatory monitoring of seismicity in geothermal projects and explore its possible influence on socio-psychological factors related to risk perception and technology acceptability and acceptance. The participatory monitoring is based on a citizen science approach in which citizens are invited to actively participate in seismic measurements around a geothermal project using plug-and-play seismometers. The potential individual, societal and scientific implications of this approach are analyzed by introducing established participatory and social scientific concepts within the geothermal context. Our conceptual analysis suggests that participatory monitoring could effectively address seismic risk perception and acceptability by enhancing transparency, providing non-experts with first-hand experiences, and fostering discussions and informed decision-making. From a technical perspective, implementing this approach to create dense seismic networks enhances the evidence base in research projects and supports more balanced risk management strategies. This article lays the conceptual groundwork for combining social scientific and geophysical approaches and recommends citizen science demonstration projects accompanied by social scientific research to evaluate this approach. As case example, the planned implementation of the participatory monitoring approach within the DeepStor project is presented. Our findings aim to contribute to the ongoing discourse on sustainable energy transition, risk management and governance, and the role of public participation in geothermal energy development.

地热技术、风险认知、社会接受度和接受度之间的相互作用在地热能源项目的背景下至关重要。诱发地震活动是公民特别关注的问题,地震风险的感知在地热项目的可接受性中起着重要作用。我们考虑的起点是DeepStor研究基础设施项目和在该研究环境中进行的观察。我们建立了地热项目地震活动参与式监测的概念框架,并探讨了其对风险感知和技术可接受性相关的社会心理因素的可能影响。参与式监测是基于公民科学的方法,在这种方法中,公民被邀请积极参与地热项目周围的地震测量,使用即插即用的地震仪。通过在地热背景下引入既定的参与性和社会科学概念,分析了这种方法对个人、社会和科学的潜在影响。我们的概念分析表明,参与式监测可以通过提高透明度、为非专家提供第一手经验、促进讨论和知情决策,有效地解决地震风险认知和可接受性问题。从技术角度来看,实施这种方法来创建密集的地震网络可以增强研究项目的证据基础,并支持更平衡的风险管理策略。本文为社会科学方法与地球物理方法的结合奠定了概念基础,并推荐了伴随社会科学研究的公民科学示范项目来评价这种方法。作为案例,介绍了在DeepStor项目中参与式监测方法的计划实施。我们的研究结果旨在为可持续能源转型、风险管理和治理以及公众参与地热能开发的作用的持续讨论做出贡献。
{"title":"Participatory monitoring in geothermal projects: a combined socio-geophysical approach to seismicity, risk perception and acceptability","authors":"Judith Bremer,&nbsp;Jérôme Azzola,&nbsp;Nicola Moczek,&nbsp;Thomas Kohl","doi":"10.1186/s40517-026-00373-w","DOIUrl":"10.1186/s40517-026-00373-w","url":null,"abstract":"<div><p>The interplay between geothermal technologies, risk perception, social acceptability and acceptance is critical in the context of geothermal energy projects. Induced seismicity is of particular concern to citizens, and the perception of seismic risk plays an important role in the acceptability of geothermal projects. Starting point for our considerations is the DeepStor research infrastructure project and observations made within this research environment. We establish a conceptual framework for participatory monitoring of seismicity in geothermal projects and explore its possible influence on socio-psychological factors related to risk perception and technology acceptability and acceptance. The participatory monitoring is based on a citizen science approach in which citizens are invited to actively participate in seismic measurements around a geothermal project using plug-and-play seismometers. The potential individual, societal and scientific implications of this approach are analyzed by introducing established participatory and social scientific concepts within the geothermal context. Our conceptual analysis suggests that participatory monitoring could effectively address seismic risk perception and acceptability by enhancing transparency, providing non-experts with first-hand experiences, and fostering discussions and informed decision-making. From a technical perspective, implementing this approach to create dense seismic networks enhances the evidence base in research projects and supports more balanced risk management strategies. This article lays the conceptual groundwork for combining social scientific and geophysical approaches and recommends citizen science demonstration projects accompanied by social scientific research to evaluate this approach. As case example, the planned implementation of the participatory monitoring approach within the DeepStor project is presented. Our findings aim to contribute to the ongoing discourse on sustainable energy transition, risk management and governance, and the role of public participation in geothermal energy development.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00373-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147337707","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental assessment of sealing integrity of grouts and clay pellets under thermal cycles representative of HT-ATES operation 热循环条件下浆液和粘土球团密封完整性的实验评价
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-02-06 DOI: 10.1186/s40517-026-00374-9
Alexis Koulidis, Martin Bloemendal, Philip J. Vardon

High-temperature aquifer thermal energy storage (HT-ATES) can play a key role in the energy transition. For well completion of conventional low-temperature ATES and groundwater wells, grout and/or clay pellets are typically utilised as annular materials to ensure the long-term well integrity. It is not yet known if such materials can also be used in HT-ATES working conditions. In this work, a novel approach to evaluate the sealing performance for such completion materials is proposed and tested over multiple thermal heating and cooling cycles representative of the conditions of HT-ATES operation. The experimental framework utilises a novel experimental design to test the apparent transmissivity of the annular material, followed by micro-CT scanning. During each test, up to 11 thermal cycles are applied, with temperature variations between 22(^o)C and 90(^o)C. For grouts after 7 days of curing, micro-CT scans reveal debonding and the occurrence of micro-annuli with an equivalent diameter of approximately 26% of the original cross-section. After 28 days of curing, the thermal cycles had a much reduced impact on micro-annulus formation. The corresponding apparent transmissivity decreased up to 80% for samples containing a high percentage of cementitious minerals and a low water-to-grout ratio. The clay pellets, saturated with fresh water, demonstrated effective sealing capacity and an impermeable behaviour. However, clay pellets saturated with 0.25 mol/L NaCl, showed up to an 85% decrease in swelling capacity yet still exhibited impermeable behaviour. The results indicated that thermal cycles affect the integrity of grouts, while clay pellets show resilience to them. Furthermore, longer curing periods and specific chemical compositions improve sealing performance and provide resilience to thermal cycles.

高温含水层热能储存(HT-ATES)在能量转换中起着关键作用。对于常规低温ATES和地下水井的完井,通常使用浆液和/或粘土颗粒作为环空材料,以确保井的长期完整性。目前尚不清楚这些材料是否也可以用于高温-高温加热系统的工作条件。在这项工作中,提出了一种评估此类完井材料密封性能的新方法,并在代表HT-ATES操作条件的多个热加热和冷却循环中进行了测试。实验框架采用新颖的实验设计来测试环形材料的表观透射率,然后进行微ct扫描。在每次测试中,应用了多达11个热循环,温度变化在22 (^o) C和90 (^o) C之间。对于固化7天后的浆液,微ct扫描显示剥离和微环空的出现,等效直径约为26% of the original cross-section. After 28 days of curing, the thermal cycles had a much reduced impact on micro-annulus formation. The corresponding apparent transmissivity decreased up to 80% for samples containing a high percentage of cementitious minerals and a low water-to-grout ratio. The clay pellets, saturated with fresh water, demonstrated effective sealing capacity and an impermeable behaviour. However, clay pellets saturated with 0.25 mol/L NaCl, showed up to an 85% decrease in swelling capacity yet still exhibited impermeable behaviour. The results indicated that thermal cycles affect the integrity of grouts, while clay pellets show resilience to them. Furthermore, longer curing periods and specific chemical compositions improve sealing performance and provide resilience to thermal cycles.
{"title":"Experimental assessment of sealing integrity of grouts and clay pellets under thermal cycles representative of HT-ATES operation","authors":"Alexis Koulidis,&nbsp;Martin Bloemendal,&nbsp;Philip J. Vardon","doi":"10.1186/s40517-026-00374-9","DOIUrl":"10.1186/s40517-026-00374-9","url":null,"abstract":"<div><p>High-temperature aquifer thermal energy storage (HT-ATES) can play a key role in the energy transition. For well completion of conventional low-temperature ATES and groundwater wells, grout and/or clay pellets are typically utilised as annular materials to ensure the long-term well integrity. It is not yet known if such materials can also be used in HT-ATES working conditions. In this work, a novel approach to evaluate the sealing performance for such completion materials is proposed and tested over multiple thermal heating and cooling cycles representative of the conditions of HT-ATES operation. The experimental framework utilises a novel experimental design to test the apparent transmissivity of the annular material, followed by micro-CT scanning. During each test, up to 11 thermal cycles are applied, with temperature variations between 22<span>(^o)</span>C and 90<span>(^o)</span>C. For grouts after 7 days of curing, micro-CT scans reveal debonding and the occurrence of micro-annuli with an equivalent diameter of approximately 26% of the original cross-section. After 28 days of curing, the thermal cycles had a much reduced impact on micro-annulus formation. The corresponding apparent transmissivity decreased up to 80% for samples containing a high percentage of cementitious minerals and a low water-to-grout ratio. The clay pellets, saturated with fresh water, demonstrated effective sealing capacity and an impermeable behaviour. However, clay pellets saturated with 0.25 mol/L NaCl, showed up to an 85% decrease in swelling capacity yet still exhibited impermeable behaviour. The results indicated that thermal cycles affect the integrity of grouts, while clay pellets show resilience to them. Furthermore, longer curing periods and specific chemical compositions improve sealing performance and provide resilience to thermal cycles.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-026-00374-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147337209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fluid–CO₂ injection in a hypersaline volcanic systems: a reactive transport and experimental evaluation with application to the Tuzla Geothermal Field, Türkiye 高盐火山体系中流体- co 2注入:反应输运及实验评价——应用于土耳其图兹拉地热田
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2026-01-22 DOI: 10.1186/s40517-025-00372-3
Serhat Tonkul, Selçuk Erol, Alper Baba, Simona Regenspurg

This study evaluates the CO2 sequestration capability of the Tuzla Geothermal Field (TGF) in northwest Türkiye under reservoir conditions (200 °C and 4.4 MPa). While ongoing studies at TGF have investigated CO2 co-injection primarily for geothermal heat extraction, the present study focuses on the associated potential for long-term CO2 storage. To this end, CO2–brine–rock interactions were examined through batch reactor experiments and reaction path modeling using the PhreeqC geochemical tool. The experiments revealed complex dissolution/precipitation reactions that altered reservoir properties, with mineralogical analyses (XRD, XRF, SEM, and EDS) showing the formation of secondary phases such as calcite, kaolinite, and Ca-rich aluminosilicates. These results indicate that the Tuzla reservoir rocks provide sufficient divalent cations to support mineral trapping under reservoir conditions. Overall, our findings highlight that, in addition to its promise for heat extraction, CO₂ co-injection at TGF offers an opportunity for permanent geological storage, thereby strengthening the dual benefits of this approach.

本研究评价了基耶西北地区图兹拉地热田(TGF)在储层条件下(200℃、4.4 MPa)的CO2固存能力。虽然TGF正在进行的研究主要是为了地热提取而研究二氧化碳共注入,但本研究的重点是长期二氧化碳储存的相关潜力。为此,通过间歇式反应器实验和PhreeqC地球化学工具的反应路径建模,研究了co2 -盐水-岩石相互作用。实验揭示了复杂的溶解/沉淀反应改变了储层的性质,矿物学分析(XRD, XRF, SEM和EDS)显示了方解石,高岭石和富钙铝硅酸盐等次生相的形成。这些结果表明,图兹拉储层岩石提供了足够的二价阳离子来支持储层条件下的矿物捕获。总的来说,我们的研究结果强调,除了热提取的前景之外,TGF的CO 2共注入提供了永久地质储存的机会,从而加强了该方法的双重效益。
{"title":"Fluid–CO₂ injection in a hypersaline volcanic systems: a reactive transport and experimental evaluation with application to the Tuzla Geothermal Field, Türkiye","authors":"Serhat Tonkul,&nbsp;Selçuk Erol,&nbsp;Alper Baba,&nbsp;Simona Regenspurg","doi":"10.1186/s40517-025-00372-3","DOIUrl":"10.1186/s40517-025-00372-3","url":null,"abstract":"<div><p>This study evaluates the CO<sub>2</sub> sequestration capability of the Tuzla Geothermal Field (TGF) in northwest Türkiye under reservoir conditions (200 °C and 4.4 MPa). While ongoing studies at TGF have investigated CO<sub>2</sub> co-injection primarily for geothermal heat extraction, the present study focuses on the associated potential for long-term CO<sub>2</sub> storage. To this end, CO<sub>2</sub>–brine–rock interactions were examined through batch reactor experiments and reaction path modeling using the PhreeqC geochemical tool. The experiments revealed complex dissolution/precipitation reactions that altered reservoir properties, with mineralogical analyses (XRD, XRF, SEM, and EDS) showing the formation of secondary phases such as calcite, kaolinite, and Ca-rich aluminosilicates. These results indicate that the Tuzla reservoir rocks provide sufficient divalent cations to support mineral trapping under reservoir conditions. Overall, our findings highlight that, in addition to its promise for heat extraction, CO₂ co-injection at TGF offers an opportunity for permanent geological storage, thereby strengthening the dual benefits of this approach.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"14 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-025-00372-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146027206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Expedited and dependable geothermal rock characterization and absolute permeability modeling using advanced data-driven techniques 使用先进的数据驱动技术,加速和可靠的地热岩石表征和绝对渗透率建模
IF 3.1 2区 地球科学 Q3 ENERGY & FUELS Pub Date : 2025-12-10 DOI: 10.1186/s40517-025-00371-4
Suleiman Ibrahim Mohammad, Asokan Vasudevan, Zaid Ajzan Alsalami, A. K. Dasarathy, Priyadarshi Das, R. Padmapriya, Jagdeep Singh, Gaurav Thakur, Abhayveer Singh, Samim Sherzod

Efficient and sustainable exploitation of geothermal energy depends critically on accurate characterization of reservoir permeability, which governs subsurface fluid flow and thermal performance. While well testing and core analysis remain essential for establishing ground-truth permeability, these methods can be costly and limited in spatial resolution, making it challenging to fully capture the fine-scale heterogeneity and fracture complexity characteristic of geothermal formations. Moreover, standard Nuclear Magnetic Resonance (NMR)-based permeability models, while widely used in hydrocarbon reservoirs, tend to underperform under geothermal conditions due to elevated temperatures and high fluid salinity. To address these challenges, this study proposes a novel data-driven framework for predicting absolute permeability in geothermal rocks using NMR laboratory measurements and advanced machine learning algorithms. A curated dataset of 72 core samples from the GBD4 geothermal well (Catinat M et al. in Geothermics 111:102707, 2023) was used, incorporating porosity, lithology, the logarithmic mean relaxation time (T2lm), and the mode of the relaxation time distribution (T2mode) as input features. Eight models were developed: Decision Trees, AdaBoost, K-Nearest Neighbor (KNN), Multilayer Perceptron (MLP), Ensemble Learning, Convolutional Neural Network (CNN), Support Vector Regression (SVR), and Random Forest. Outlier detection was performed using the Leverage method, and model robustness was validated via K-fold cross-validation. Among all models, MLP-ANN achieved the highest predictive accuracy with a test R2 of 0.943 and a test RMSE of 68.52. Importantly, this study differs from prior NMR–ML permeability models by explicitly validating performance under geothermal temperature–salinity conditions. The results demonstrate that porosity is the most influential predictor of permeability, as confirmed by both Pearson correlation and SHAP analysis. This study integrates empirical core analysis with computational modeling, delivering a scalable and economical substitute for conventional laboratory techniques while propelling advancements in intelligent petrophysical characterization.

地热能的有效和可持续开发关键取决于储层渗透率的准确表征,这决定着地下流体的流动和热性能。虽然试井和岩心分析仍然是确定真实渗透率的关键,但这些方法成本高,空间分辨率有限,难以完全捕捉地热地层的精细非均质性和裂缝复杂性特征。此外,基于核磁共振(NMR)的标准渗透率模型虽然广泛应用于油气藏,但由于高温和高流体盐度,在地热条件下往往表现不佳。为了应对这些挑战,本研究提出了一种新的数据驱动框架,用于使用核磁共振实验室测量和先进的机器学习算法预测地热岩石的绝对渗透率。研究使用了GBD4地热井(Catinat M et al. in geotherics 111:102707, 2023) 72个岩心样本的精心整理数据集,将孔隙度、岩性、对数平均松弛时间(T2lm)和松弛时间分布模式(T2mode)作为输入特征。开发了8个模型:决策树、AdaBoost、k -最近邻(KNN)、多层感知器(MLP)、集成学习、卷积神经网络(CNN)、支持向量回归(SVR)和随机森林。采用杠杆法进行离群值检测,并通过K-fold交叉验证验证模型的稳健性。在所有模型中,MLP-ANN的预测准确率最高,检验R2为0.943,检验RMSE为68.52。重要的是,该研究与之前的NMR-ML渗透率模型不同,它明确验证了地热温度-盐度条件下的性能。结果表明,通过Pearson相关和SHAP分析,孔隙度是影响渗透率最大的预测因子。该研究将经验岩心分析与计算建模相结合,为传统的实验室技术提供了一种可扩展且经济的替代品,同时推动了智能岩石物理表征的进步。
{"title":"Expedited and dependable geothermal rock characterization and absolute permeability modeling using advanced data-driven techniques","authors":"Suleiman Ibrahim Mohammad,&nbsp;Asokan Vasudevan,&nbsp;Zaid Ajzan Alsalami,&nbsp;A. K. Dasarathy,&nbsp;Priyadarshi Das,&nbsp;R. Padmapriya,&nbsp;Jagdeep Singh,&nbsp;Gaurav Thakur,&nbsp;Abhayveer Singh,&nbsp;Samim Sherzod","doi":"10.1186/s40517-025-00371-4","DOIUrl":"10.1186/s40517-025-00371-4","url":null,"abstract":"<div><p>Efficient and sustainable exploitation of geothermal energy depends critically on accurate characterization of reservoir permeability, which governs subsurface fluid flow and thermal performance. While well testing and core analysis remain essential for establishing ground-truth permeability, these methods can be costly and limited in spatial resolution, making it challenging to fully capture the fine-scale heterogeneity and fracture complexity characteristic of geothermal formations. Moreover, standard Nuclear Magnetic Resonance (NMR)-based permeability models, while widely used in hydrocarbon reservoirs, tend to underperform under geothermal conditions due to elevated temperatures and high fluid salinity. To address these challenges, this study proposes a novel data-driven framework for predicting absolute permeability in geothermal rocks using NMR laboratory measurements and advanced machine learning algorithms. A curated dataset of 72 core samples from the GBD4 geothermal well (Catinat M et al. in Geothermics 111:102707, 2023) was used, incorporating porosity, lithology, the logarithmic mean relaxation time (T2lm), and the mode of the relaxation time distribution (T2mode) as input features. Eight models were developed: Decision Trees, AdaBoost, K-Nearest Neighbor (KNN), Multilayer Perceptron (MLP), Ensemble Learning, Convolutional Neural Network (CNN), Support Vector Regression (SVR), and Random Forest. Outlier detection was performed using the Leverage method, and model robustness was validated via K-fold cross-validation. Among all models, MLP-ANN achieved the highest predictive accuracy with a test <i>R</i><sup>2</sup> of 0.943 and a test RMSE of 68.52. Importantly, this study differs from prior NMR–ML permeability models by explicitly validating performance under geothermal temperature–salinity conditions. The results demonstrate that porosity is the most influential predictor of permeability, as confirmed by both Pearson correlation and SHAP analysis. This study integrates empirical core analysis with computational modeling, delivering a scalable and economical substitute for conventional laboratory techniques while propelling advancements in intelligent petrophysical characterization.</p></div>","PeriodicalId":48643,"journal":{"name":"Geothermal Energy","volume":"13 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1186/s40517-025-00371-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145729623","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Geothermal Energy
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1