1,120 results on '"Geothermal Energy"'
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2. Innovative hybrid 4th generation geothermal system for zero-carbon hotel buildings in cold climate
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Ghorab, Mohamed G. and Rosato, Antonio
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- 2025
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3. Optimizing sustainable energy systems: A comparative study of geothermal-powered desalination for green hydrogen production
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Chitgar, Nazanin and Sadrzadeh, Mohtada
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- 2025
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4. Using geothermal energy in enhancing all-air HVAC system performance - Case study, thermal analysis and economic insights
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Darwiche, Mohamad, Faraj, Jalal, Ali, Samer, Murr, Rabih, Taher, Rani, El Hage, Hicham, and Khaled, Mahmoud
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- 2025
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5. Comprehensive review of hydrogen generation utilizing geothermal energy
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Om, Hari, Sircar, Anirbid, Gautam, Tejaswini, Yadav, Kriti, and Bist, Namrata
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- 2025
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6. Technical initiatives to develop low-medium temperature geothermal resources in Indonesia: Lessons learned from the United States
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Brilian, Vincentius Adven, Purba, Dorman P., Adityatama, Daniel W., Larasati, Triwening, Al Asy’ari, M. Rizqi, Erichatama, Nadya, Caesaria, Tracy T., and Khasani
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- 2025
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7. Utilization of abandoned oil well logs and seismic data for modeling and assessing deep geothermal energy resources: A case study
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Shawky, Ahmed, El-Anbaawy, Mohamed Ibrahim, Soliman, Reham, Shaheen, Eslam Nasr, Osman, Osama Abdelaziz, Hafiez, Hesham Eid Abdel, and Shallaly, Nahla Ahmed
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- 2024
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8. Strengthening the energy efficiency ratio of warm deep gas-assisted hydrate production through optimizing water circulation
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Shi, Kangji, Zhao, Yang, Wei, Kunbo, Fan, Qi, Li, Qingping, Leng, Shudong, Zhou, Yi, Zhang, Lunxiang, Liu, Yu, Zhao, Jiafei, Yang, Lei, and Song, Yongchen
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- 2024
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9. CO2 emission reduction by geothermal-driven CCHP tailored with turbine bleeding and regeneration CHP; economic/multi-aspect comparative analysis with GA-based optimization
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Basem, Ali, Taher, Hameed H., Majdi, Hasan Sh, Al-Shati, Ahmed Salah, Shomurotova, Shirin, Aljaafari, Haydar A.S., Sultan, Abbas J., and Khan, Baseem
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- 2024
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10. Detailed effects of reservoir permeability distribution differences on enhanced geothermal systems performance
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Zhou, Chunwei, Liu, Gang, Lei, Kun, and Liao, Shengming
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- 2024
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11. Thermoelectric energy harvesting from geothermal micro-seepage.
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Kulkarni, Nitiraj, Al-Dossari, M., Tawade, Jagadish, Alqahtani, A., Khan, M. Ijaz, Abdullaeva, Barno, Waqas, M., and Ben Khedher, Nidhal
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CLEAN energy , *RENEWABLE energy sources , *ENERGY harvesting , *GEOTHERMAL resources , *WASTE heat , *THERMOELECTRIC materials - Abstract
The field of thermoelectric energy harvesting has gained significant attention as a sustainable method to convert waste heat into useable electricity. This assessment focuses on the recent advancements in thermoelectric materials and their application in harvesting energy from geothermal micro-seepage a relatively untapped but promising source of renewable energy. We systematically analyze recent studies to assess the performance of various thermoelectric materials under geothermal conditions, evaluate the integration of thermoelectric systems with geothermal sources, and identify the key challenges and research gaps that persist in this domain. The paper aims to provide a roadmap for future research, highlighting the potential of thermoelectric technology to contribute to sustainable energy solutions while addressing the limitations that must be overcome for large-scale deployment. • Thermoelectric materials convert geothermal microseepage heat. • Innovative advancements in thermoelectric technology. • System integration with geothermal sources evaluated. • Key challenges and research gaps identified. • Roadmap proposed for future research directions. [ABSTRACT FROM AUTHOR]
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- 2024
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12. Hydrogen production from low-temperature geothermal energy – A review of opportunities, challenges, and mitigating solutions.
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Hamlehdar, Maryam, Beardsmore, Graeme, and Narsilio, Guillermo A.
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HYDROGEN production , *GEOTHERMAL resources , *INTERSTITIAL hydrogen generation , *POWER resources , *ENERGY consumption , *ECONOMIC indicators - Abstract
This study aims to provide a comprehensive review of the potential of geothermal energy for producing hydrogen, with a focus on the Australian context where low-temperature geothermal reservoirs, particularly hot sedimentary aquifers (HSAs), are prevalent. The work includes an overview of various geothermal technologies and hydrogen production routes, and evaluates potential alternatives for hydrogen production in terms of energy and exergy efficiency, economic performance, and hydrogen production rate. Values for energy efficiency are reported in the literature to range from 3.51 to 47.04%, 7.4–67.5% for exergy efficiency, a cost ranging from 0.59 to 5.97 USD/kg of hydrogen produced, and a hydrogen production rate ranging from 0.11 to 5857 kg/h. In addition, the article suggests and evaluates multiple metrics to appraise the feasibility of HSAs geothermal reservoirs, with results tailored to Australia but that can be extended to jurisdictions with similar conditions worldwide. Furthermore, the performance of various hydrogen production systems is investigated by considering important operating conditions. Lastly, the key factors and possible solutions associated with the hydro-geological and financial conditions that must be considered in developing hydrogen production using low-temperature geothermal energy are summarised. This study shows that low-temperature HSAs (∼100 °C) can still be used for hydrogen generation via supplying power to conventional electrolysis processes by implementing several improvements in heat source temperature and energy conversion efficiency of Organic Rankine Cycle (ORC) power plants. Geothermal production from depleted or even active oilfields can reduce the capital cost of a hydrogen production system by up to 50% due to the use of pre-existing wellbores, under the right operating conditions. Thus, the results of this study bring novel insights in terms of both the opportunities and the challenges in producing clean hydrogen from geothermal energy, applicable not only to the hydro-geological and socio-economic conditions in Australia but also worldwide, exploring the applicability of geothermal energy for clean hydrogen production with similar geothermal potential. [Display omitted] • The review discusses solutions for clean hydrogen from low-temperature geothermal energy. • Energy and exergy efficiencies range from 3.51 to 47.04% and 7.4–67.5%, respectively. • Hydrogen rates and costs are 0.11–5857 kg/h and 0.59–5.97 USD/kg, respectively. • Low-temperature aquifers (∼100 °C) can be used for hydrogen generation via electrolysis. • New insights in opportunities and challenges for producing hydrogen are identified. [ABSTRACT FROM AUTHOR]
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- 2024
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13. Thermodynamic and exergoenvironmental assessment of an innovative geothermal energy assisted multigeneration plant combined with recompression supercritical CO2 Brayton cycle for the production of cleaner products.
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Yilmaz, Fatih, Ozturk, Murat, and Selbas, Resat
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GEOTHERMAL resources , *REMANUFACTURING , *BRAYTON cycle , *GREEN fuels , *CARBON emissions , *CLEANING compounds , *GREEN business , *POWER plants - Abstract
The current study examines a novel multigeneration plant that uses geothermal energy to produce clean and sustainable products. The process includes a re-compression supercritical Brayton power plant (re-sBC), an ejector cooling unit (EJCS), a humidifier dehumidifier desalination (HDH) unit, a Proton-Exchange Membrane (PEM) process, and a hot water preparation unit. The designed plant is able to generate hot water, cooling, power, hydrogen, and freshwater using the geothermal source. In the current paper, the thermodynamic analysis, CO 2 emission assessment, and exergoenvironmental index evaluation are executed to determine the system efficiency and the association between the system and the environment. A thorough parametric examination is fulfilled, to show how the system indicators impact efficiency and generated products. According to analysis data, the proposed multigeneration plant is able to generate 1278 kW of heating load, 229.6 kW of refrigeration capacity, and 109.5 kW of net power rate. Additionally, the capacity of the freshwater is 0.1188 kgs − 1 and the hydrogen is 0.001317 kgs − 1 . This developed system emits a total of 117 tonnes of CO 2 emissions per year for these useful outputs. In conclusion, the energetic and exergetic performance of the suggested MG plant are 14.09 % and 23.35 %, respectively. • A sustainable geothermal energy-based MG is proposed. • The thermodynamic, emission, and environmental analysis is conducted. • Design and evaluation of the Green hydrogen production and storage. • Re-compressed sBC integrated into geothermal driven MG plant. • Total energy and exergy efficiency is computed as 14.09 % and 23.35 %, respectively. [ABSTRACT FROM AUTHOR]
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- 2024
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14. Arsenic-poor fluids promote strong As partitioning into pyrite.
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Kutzschbach, Martin, Dunkel, Frederik, Kusebauch, Christof, Schiperski, Ferry, Börner, Frederik, Drake, Henrik, Klimm, Kevin, and Keith, Manuel
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PYRITES , *SULFIDE minerals , *FLUIDS , *ORE deposits , *DETECTION limit , *SPATIAL resolution - Abstract
Pyrite is a ubiquitous sulfide mineral found in diverse geological settings and holds great significance in the formation of Au deposits as well as the safe utilization of groundwater due to its remarkable ability to incorporate substantial amounts of As. However, despite its importance, there remains a dearth of fundamental data on the partitioning of As between pyrite and fluid, which is key for accurately modeling the As distribution in these environments. Here, we present new insights into the partitioning behavior of As between pyrite and fluid at conditions that mimic natural fluid systems. Pyrite was synthesized by replacement of natural siderite in hydrothermal experiments at 200 °C and pH 5 applying a wide range of fluid As concentrations, spanning from 0.001 to 100 µg/g. The As distribution and concentration in synthetic pyrite was analyzed by quantitative LA-ICP-MS mapping providing a high spatial resolution and sensitivity at 2–3 µm image pixel size at a detection limit of ∼1 µg/g at the single pixel scale. Pyrite-fluid partitioning coefficients (D As (py/fluid)) between synthetic pyrite and experimental fluid agree with previously published data for high fluid As concentrations of 1 µg/g to 100 µg/g (D As < 2000). However, at low As concentrations in the experimental fluid (<1 µg/g), a steep increase in the D As (py/fluid) values of up to ∼30,000 was detected, demonstrating even stronger As partitioning into pyrite. This is confirmed by the analyses of natural pyrite that precipitated from As-poor fluids (0.3–0.4 ng/g) within a deep anoxic aquifer in SE Sweden. The discovery holds significant implications for the mobility and scavenging of As, which in turn is important for understanding the formation and fingerprinting of mineral deposits as well as for the secure utilization of groundwater resources. [ABSTRACT FROM AUTHOR]
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- 2024
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15. Integrated structural analysis for geothermal exploration: A new protocol combining remote sensing and aeromagnetic geophysical data
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Rafiq, Jawad, Abu-Mahfouz, Israa S., Chavanidis, Konstantinos, and Soupios, Pantelis
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- 2025
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16. Life cycle cost assessment of geothermal energy assisted hydrogen liquefaction for sustainable and renewable energy applications: Case study and adaptation for Afyon geothermal power plant.
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Yilmaz, Ceyhun and Korkmaz, Suleyman Aykut
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GEOTHERMAL resources , *GEOTHERMAL power plants , *CLEAN energy , *LIFE cycle costing , *PRODUCT life cycle assessment , *HYDROGEN as fuel - Abstract
This study presents a comprehensive Life Cycle Cost Assessment (LCCA) of geothermal-assisted hydrogen liquefaction, explicitly focusing on the Afyon Geothermal Power Plant (AGPP) as a case study. The study evaluates the economic viability and sustainability of integrating geothermal energy into hydrogen liquefaction. The results of the LCCA contribute to the ongoing discourse on sustainable energy solutions, offering a nuanced understanding of the economic considerations associated with geothermal-assisted hydrogen liquefaction. The study serves as a model for assessing the economic feasibility of similar systems, fostering informed decision-making in the pursuit of cleaner and more economically sustainable energy pathways. This study has conducted a technical and economic investigation of liquid hydrogen production using geothermal heat and electricity effects. Geothermal water pre-cools the hydrogen by providing heat to the absorption system. Then, the electricity generated in the geothermal plant is used to work in the liquefaction cycle. The generated electricity is used to liquefy hydrogen in the liquefaction cycle. The capacity of the electricity generated from the AGPP produced here is 2621 kW. The proposed system can be achieved by pre-cooling unit H 2 up to −30 °C at 120 °C and 150 kg/s geothermal source. In the liquefaction cycle, 0.84 kg/s H 2 can be liquefied. As a result, the total energy efficiency of the proposed system can be calculated as 32.4% and exergy efficiency as 15.4%. The system's net present value (NPV) was calculated as 65,320,000 $. When life cycle cost analysis was performed using the levelized annual cost (LAC) method, the project's levelized cost was calculated as 7,673,000 $/yr. The unit cost of the liquid hydrogen produced is 1.252 $/kg. This system's discounted payback period (N dpp) is calculated as 3.48. Configuration of geothermal assisted hydrogen generation system. [Display omitted] • A techno-economic evaluation of a hydrogen liquefaction system is introduced. • The Life Cycle Cost Assessment of liquefied hydrogen is conducted. • Using geothermal water in an absorption system, H 2 gas can be pre-cooled to −30 °C. • In the liquefaction cycle, using geothermal energy, 0.84 kg/h H 2 can be liquefied. • Liquefied hydrogen market cost and system payback period are calculated as 1.252 $/kg and 3.48 years, respectively. [ABSTRACT FROM AUTHOR]
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- 2024
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17. Transforming abandoned petroleum wells in the Nigerian sector of the Chad basin into triplet borehole heat exchangers for sustainable power generation.
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Magaji, Abubakar, Dou, Bin, Gola, Gianluca, Ali, Sani, and AL-Wesabi, Ibrahim
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GEOTHERMAL ecology , *HEAT exchangers , *CLOSED loop systems , *CLEAN energy , *INJECTION wells , *HEAT recovery - Abstract
This study pioneers a transformative approach to sustainable energy recovery, repurposing abandoned petroleum wells in the Nigerian Chad Basin as a triplet-deep closed-loop heat exchanger. We employed a computational numerical approach to designed two deep closed loop systems, which share a common production well, and to evaluate the thermal performance as well as its sustainability over a period of 25 years. The geometrical configuration consists of two injection wells, which converge to the common production one doubling the flow rate at surface and minimising the heat loss during the ascent of the fluid. The availability of detailed abandoned well specifications enabled us to constrain three-dimensional geological and thermal models of the undisturbed underground and, subsequently, to simulate numerically the production temperature and the thermal disturbance in the surrounding rocks. A comprehensive sensitivity analysis optimized the best operational design for total recovered thermal energy and uninterrupted heat recovery. When the deep close loop heat system operates with a fluid circulation rate of 0.03 m³s⁻1 and an injection temperature of 20 °C, it sustains a production temperature of over 100 °C, which generates total recovered thermal energy of 9730 TW th and 817 TW e over 25 years (9000 days). The average annual thermal and electricity productions of 389 TW th and 33 TW e , respectively, are more than the demand of the entire population of Magumeri district. The study's findings offer practical implications for policymakers, industry stakeholders, and local communities, emphasising the potential for socio-economic development while fostering environmental stewardship in the Nigerian Chad Basin. • Novel approach to developed three abandoned wells into deep borehole heat exchanger. • A comprehensive sensitivity analysis optimized the best operational design. • Periodic interchangeable operation between loop one and loop two is adopted. • Total recovered thermal energy of 9730 TWth was recovered • 817 TWe of electricity using geothermal binary plant was generated. [ABSTRACT FROM AUTHOR]
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- 2024
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18. Geothermal-solar hybrid systems for hydrogen production: A systematic review.
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Prajapati, Mitul and Shah, Manan
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RENEWABLE energy sources , *HYDROGEN production , *GEOTHERMAL resources , *HYBRID systems , *RENEWABLE natural resources , *SOLAR collectors , *SOLAR energy - Abstract
The extensive use of coal and oil for heating, electricity generation and cooling of buildings contributes to various environmental problems, both locally and globally. One of the feasible solutions to the climatic issues currently in this region is using sustainable energy sources. Hydrogen is an alternative option to fossil resources generated from sustainable energy sources. It is a form of energy that is both ecologically safe and sustainable. Hydrogen may now be produced in several different ways, including by reforming hydrocarbons, the Electrolysis of water, and Steam reforming of fossil fuels. However, because there is a finite supply of fossil fuels and a change in climate conditions due to the emission of CO 2 & other contaminants, there has been a focus on producing hydrogen using renewable resources. This study reviews an H 2 production system that combines geothermal & solar energy, the two primary renewable energy sources and a hybrid solar-geothermal system. This study looked into different aspects, like the working fluid for water electrolysis, the geothermal fluid temperature, and the type of power cycle. Comparative analysis was also performed on numerous GPPs, including flash, ORC cycles, binary, flash-binary, and solar collectors; this covers investigations on the rates and costs of producing hydrogen. • This paper looks at three different approaches of producing hydrogen using renewable energy sources. • An innovative renewable energy system that depends on solar and geothermal power. • An integrated system consists of geothermal and solar energy, an electrolyzer, and a fuel cell unit. • Hydrogen production as a function of design factors including working fluid, electrolysis temperature, and cycle type. • Producing hydrogen from geothermal and solar energy is a cost-effective and potentially profitable solution. [ABSTRACT FROM AUTHOR]
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- 2024
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19. Thermoeconomic appraisal of a novel power and hydrogen cogeneration plant with integration of biomass and geothermal energies.
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Wang, Dan, Ali, Masood Ashraf, Alizadeh, As'ad, Singh, Pradeep Kumar, Almojil, Sattam Fahad, Alali, Abdulrhman Fahmi, Almoalimi, Khaled Twfiq, and Almohana, Abdulaziz Ibrahim
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COGENERATION of electric power & heat , *GEOTHERMAL resources , *BIOMASS energy , *PLANT biomass , *RENEWABLE energy transition (Government policy) , *RENEWABLE natural resources , *HYDROGEN production - Abstract
The present research aims at development and design of a new high-efficiency power/hydrogen co-production framework running by biomass/geothermal renewable resources. In this regard, to attain global energy transition goals based on green hydrogen utilization of renewable resources instead of conventional fossil fuel-based routes for hydrogen production is followed. The proposed system structure consists mainly of a gas turbine coupled to a geothermal assisted Rankine unit which extracts the gas turbine wasted heat to run a water electrlyzer for H 2 production. To illustrate a comprehensive performance evaluation, technical (thermodynamic), environmental and economic aspects are considered and assessed. Eight performance indices are evaluated including: power and hydrogen productions, thermal and exergetic efficiencies, environmental damage and emission index, L C O P and overall system cost. In addition, a bi-objective optimization is implemented with respect to efficiency and product cost. Results show that, the cogeneration framework under optimum condition, operates with exergetic efficiency of 42.37 % and l e v e l i z e d p r o d u c t c o s t o f 68.52 $ / M W h , whose emitted CO 2 is 0.7443 k g / k W h. Also, compared to basic design point conditions, it is found out that optimization leads to performance enhancements by 7.5%, 9.0% and 7.7% for the three mentioned indicators, respectively. • Proposal of power/hydrogen cogeneration structure driven by biomass-geothermal energies. • Thermodynamic, environmental and economic evaluations for proposed hybrid structure. • Determination of optimum operation via two-objective optimization. • AcHieving 9.0% reduction in levelized product cost by optimization. [ABSTRACT FROM AUTHOR]
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- 2024
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20. Comprehensive energy, exergy, and economic analyses of a geothermal and flue gas-based dual-source power, hydrogen, and freshwater trigeneration system.
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Bian, Li, Che, Xiangqian, and Pugazhendhi, Arivalagan
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TRIGENERATION (Energy) , *SALINE water conversion , *EXERGY , *FRESH water , *CARBON emissions , *RANKINE cycle , *SALINE waters - Abstract
Designing a ploy-generation system to produce various products is an effective method to improve the common power plant's performance. Hence, the current investigation proposes a green poly-generation system driven by geothermal and flue gas. The proposed scheme consists of an organic Rankine cycle, proton exchange membrane electrolyzer, saline water desalination unit, and Allam cycle to produce power, hydrogen, and freshwater. The produced oxygen in the electrolyzer feeds the Allam cycle to perform an oxyfuel process to achieve zero CO 2 emission. Per the 4E analysis, the system produces 27,720 kW net power, 931 kmol/h hydrogen, and 616.7 kmol/h freshwater. In this way, the energy and exergy efficiencies are obtained at about 16.87% and 51.65%. The total exergy destruction rate is estimated at about 78,926 kW, in which the organic Rankine cycle and its vapor generator have the highest portions among the different parts and equipment by about 69% and 18.87%. The sensitivity analysis indicates that by the CO 2 recycle ratio of 60%, the highest energy and exergy efficiencies reach 19.3% and 54.33%. Furthermore, the unit cost of hydrogen and electricity productions are 0.07$/kWh and 7.24 $/GJ, which is a considerable reduction compared to similar methods. [ABSTRACT FROM AUTHOR]
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- 2024
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21. Biofuel, solar-biofuel or geothermal energy; which resource can better contribute to an integrated energy system for residential energy demands.
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Razaghi, Majid, Rahdar, Mohamad Hoseini, Aghamohamadi, Negin, Mohammadi, Mahmoud, and Ahmadi, Pouria
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ENERGY consumption , *GEOTHERMAL resources , *RENEWABLE energy sources , *BIOMASS energy , *CONSUMER price indexes , *HEATING load - Abstract
In this study, an integrated energy system is deployed to generate electricity, heating, cooling, and domestic hot water for a community considering three fully renewable energy source scenarios: biofuel (Case I), solar-biofuel (Case II), and geothermal energy (Case III). The proposed systems are modeled, assessed, optimized, and compared thermodynamically, economically, and environmentally; in addition, a proton exchange membrane electrolyzer (PEME) is utilized to convert the surplus electricity to stored hydrogen to raise the exergy efficiency and package value-added. Mathematical models are fully developed from thermodynamic and economic perspectives, taking a cumulative inflation rate into account via the Consumer Price Index (CPI). The novelty of the study is to focus on the comparison of the proposed renewable resources as energy inputs for the same condition (community loads), as there is a gap in this regard in the literature. Presented systems are optimized using Non-dominated Sorting Genetic Algorithm-II (NSGA-II) for minimum net costs as well as maximum exergy efficiency to reach the optimum operating conditions for each case during the peak cooling and heating loads. Moreover, for a more precise comparison of the proposed cases from an exergetic, economic, and environmental point of view, dynamic (hourly) behaviors of systems are analyzed over a year. A comprehensive parametric study is carried out to reckon the influence of borehole drilling depth, geofluid mass flow rate, and soil temperature gradient on case III to appraise its competitiveness in different locations, as well as the effects of the number of collectors on total cost rate and exergy efficiency for case II. Results indicate the annual net costs of $107.1k, $99.5k, and -$505.1k (where the negative sign stands for "income" instead of "cost") and average exergy efficiencies of 19.1 %, 26.3 %, and 41.3 % for cases I, II and III respectively. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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22. Role of nuclear energy, geothermal energy, agriculture, and urbanization in environmental stewardship.
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Ramzan, Muhammad, Razi, Ummara, Usman, Muhammad, Sarwar, Suleman, Talan, Amogh, and Mundi, Hardeep Singh
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[Display omitted] • The environmental effects of nuclear and geothermal energy are explored. • The Novel Quantile ARDL method is employed for the period 1990Q1-2019Q4. • Nuclear and geothermal energy raises the environmental footprint at the majority quantiles. • Urbanization contributes to a sustainable environment only with low environmental degradation. • Agricultural-based activities reduce the environmental footprint in the long run. The global issue of atmospheric variations and global warming caused by diverse anthropogenic behaviors is a global concern. There is apprehension about preserving an uncontaminated atmosphere and attaining optimal nuclear and geothermal energy utilization with agriculture sector development. In this regard, this paper investigates the influence of nuclear energy, geothermal energy, agriculture development, and urbanization on carbon emissions and ecological footprint from 1990Q1 to 2019Q4 in the case of China. The findings of unit root tests reveal that all variables are stationary at first integration order, and cointegration test findings confirm the presence of long-run relationships among series. The quantile autoregressive distributive lag (QARDL) method findings demonstrate that nuclear energy, geothermal energy, and urbanization statistically correlate with CO2 emissions and ecological footprint across all quantiles, indicating that these determinants have contributed to environmental degradation. Whereas agricultural development has a statistically significant and negative influence on the environment, implying that agriculture has a pollution-mitigation impact. Based on these empirical findings, several policy implications are presented to preserve environmental quality to achieve the 2030 Sustainable Development Goals (SDGs) target. [ABSTRACT FROM AUTHOR]
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- 2024
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23. Exergy-economic analysis of a solar-geothermal combined cooling, heating, power and water generation system for a zero-energy building.
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Baniasadi, Ehsan, Ziaei-Rad, Masoud, Behvand, Mohammad Amin, and Javani, Nader
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GROUND source heat pump systems , *TRIGENERATION (Energy) , *GEOTHERMAL resources , *INDUSTRIALIZED building , *PROTON exchange membrane fuel cells , *PHOTOVOLTAIC power systems , *ENERGY consumption , *RANKINE cycle - Abstract
In this study, energy, exergy and exergy-economic analyses of a novel system that simultaneously generates cooling effect, heat, electricity, hot water and desalinated water for a zero-energy building are presented. It is aimed to evaluate the feasibility of using a solar-geothermal system to meet the energy and water demands of a residential building using exergy-economic indexes. The multi-generation system operates based on solar and geothermal energies, and it consists of proton exchange membrane (PEM) electrolyser, PEM fuel cell, photovoltaic system, and a desalination system with a pressure exchanger. Results indicate that energy and exergy efficiencies in cooling mode are 13.27% and 32.44%, respectively, and in heating mode are 17.25% and 42.4%, respectively. The largest exergy destruction occurs in the photovoltaics and organic Rankine cycle. It is observed that the turbine and boiler have the highest portion in the exergy destruction of the organic Rankine cycle. The capital investment and operating and maintenance cost rate, and the cost of produced distilled water are 4.288 ($/h), 67.63 (c$/m3), respectively. Moreover, the unit exergy costs of power, heating and cooling effect are investigated. The exergy-economic factor and the cost of exergy destruction for the entire system are 57.38% and 4.288 ($ h) , respectively. • A novel multigeneration system for zero-energy building is proposed. • The exergy unit cost of generated power, heating and cooling are calculated. • The energy and exergy efficiencies of the system is higher in heating mode. • The exergetic performance of the system deteriorates at higher solar irradiation. [ABSTRACT FROM AUTHOR]
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- 2023
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24. Modeling and parametric analysis of a new combined geothermal plant with hydrogen generation and compression for multigeneration.
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Yilmaz, Fatih and Ozturk, Murat
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GEOTHERMAL power plants , *GEOTHERMAL resources , *PARAMETRIC modeling , *COMBINED cycle power plants , *KALINA cycle , *GREENHOUSES , *THERMOELECTRIC generators , *HYDROGEN as fuel , *INTERSTITIAL hydrogen generation - Abstract
Geothermal energy is a promising solution to provide multiple outputs at different temperatures and under different conditions. In this current work, a geothermally powered multigeneration cycle is planned, suggested and studied including a Kalina cycle, an organic Rankine cycle, a thermoelectric generators, a double effect absorption refrigeration system, a dryer, a domestic water heater, a multi-effect desalination processes, a greenhouse, and hydrogen production and storage units. The main objective of this study is to generate power, cooling, heating, hot water, drying, greenhouse heating, hydrogen, oxygen, and freshwater in an environmentally harmless approach. An elaborated thermodynamic analysis of the developed research is calculated by energy and exergy efficiency methods. Furthermore, the parametric modeling is employed to calculate the effect of significant variables on the examined study and subsystems' efficiency. Looking the analysis's findings reveal that the evaluated model's net power generation rate is approximately 298 k W. Additionally, the cooling and heating rates of this integrated combined plant are 1169 k W and 1783 k W , respectively. Moreover, the examined plant produces 0.000392 k g / s of hydrogen and 2.77 k g / s of freshwater. Finally, the examined cycle energy and exergy performance is computed as 0.4248 and 0.3826, respectively. • A new design geothermal energy based combined plant is proposed. • Investigating the integration of the different subsystems. • To examine the fresh water and green hydrogen generation with geothermal energy. • To conduct comprehensive thermodynamic performance analysis. • The overall energy and exergy efficiencies are 0.4248 and 0.3826, respectively. [ABSTRACT FROM AUTHOR]
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- 2023
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25. Simulation and multi-aspect investigation of a geothermal-based power, hydrogen, oxygen, and fresh water production integrated into a flue gas-driven combined power plant.
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Shang, Rui, Shi, Peiyu, Yue, Yong, and Sardari, Farshid
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FLUE gases , *FRESH water , *GEOTHERMAL resources , *POWER plants , *WASTE heat , *RANKINE cycle - Abstract
This paper introduces and evaluates a novel multi-generation structure that employs geothermal energy and utilizes waste heat from flue gas. This innovative structure includes a combined flash and binary geothermal system, a multi-effect desalination subsystem, a proton electrolyte membrane electrolyzer, a steam Rankine cycle, and a dual-pressure organic Rankine cycle. The proposed plant is evaluated from energy, exergy, economic, and environmental viewpoints. Moreover, a detailed parametric analysis is performed to study the effect of different parameters on the system performance. Results obtained demonstrate that this proposed process can generate 21.93 kg/s of fresh water, 346.1 kg/h of green hydrogen, 2739 kg/h of green oxygen, and 19,090 kW of power. Furthermore, the overall energy, exergy, electrical efficiencies, and total unit cost of the product for this new process are determined to be 16.44%, 53%, 8.7%, and 4.56 $/GJ, respectively. Additionally, through exergy analysis, it is established that the Proton Electrolyte Membrane Electrolyzer boasts the highest efficiency within the proposed process, with an exergy efficiency of 88.84%. Its contribution to the total irreversibility of the system is calculated at 1%. Moreover, the analysis reveals that the combined flash and binary geothermal system is the most significant contributor to irreversibility, accounting for 58% of the total, while turbine 2 represents 35.53% of the system's overall irreversibility. From an environmental perspective, employing this proposed process for power generation leads to an annual saving of 44,482,754 liters of petroleum. From an economic standpoint, the total investment cost of the proposed process amounts to $20,743,728. Among the subsystems, the combined flash-binary geothermal system incurs the highest investment cost, representing 41% of the total, while the proton electrolyte membrane electrolyzer has the lowest cost share at 6%. [Display omitted] [ABSTRACT FROM AUTHOR]
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- 2023
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26. Simulation and study of the simultaneous use of geothermal energy and flue gas waste energy in an innovative combined framework for power, chilled water, and fresh water generation.
- Author
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Xiao, Quan, Zhang, Lei, Zhao, Lu, and Kumar, Saravanan
- Subjects
- *
TRIGENERATION (Energy) , *GEOTHERMAL resources , *WASTE gases , *FLUE gases , *FRESH water , *ENERGY consumption , *RENEWABLE energy sources - Abstract
The integration of renewable energy sources, such as solar, biomass, and geothermal, with other technologies and energy production cycles holds the potential to significantly enhance power generation processes' efficiency. A novel trigeneration structure is introduced that harnesses geothermal energy and waste energy from flue gases. The proposed system comprises several key components, like combined flash and binary geothermal system, a water desalination unit, a Kalina power and cooling cycle, and organic Rankine cycles. The system is analyzed from various perspectives, encompassing energy, exergy, economic, and environmental viewpoints. This assessment allows for a holistic understanding of the trigeneration structure's performance, considering its energy efficiency, exergetic effectiveness, economic viability, and environmental impact. By combining elements, the trigeneration system aims to optimize the utilization of geothermal energy while efficiently converting waste energy from flue gases into useful power. The implementation and evaluation of this trigeneration structure offer promising prospects for sustainable and more effective power generation, promoting the integration of renewable resources with existing energy production technologies. The potential benefits of this approach could lead to a more environmentally friendly and economically viable solution for meeting our energy demands. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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27. Review of high-temperature geothermal drilling and exploitation technologies.
- Author
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Song, Xianzhi, Li, Gensheng, Huang, Zhongwei, Shi, Yu, Wang, Gaosheng, Song, Guofeng, and Xu, Fuqiang
- Abstract
[Display omitted] • Special difficulties of geothermal drilling, completion and fracturing are reviewed. • Commonly used geothermal drilling and completion technologies are investigated. • State-of-the-art geothermal fracturing methods are reviewed and compared. • Novel heat extraction methods & their applicable reservoir conditions are concluded. Global warming induced by excessive carbon dioxide emission generated from fossil fuels consumption is becoming increasingly severe. Development and utilization of clean and renewable energy is a significant measure to contribute for the carbon neutrality. Geothermal resource is an important clean and renewable energy, because of its advantages of abundant reserves, exploitation without restrictions from the climate and season. Extracting heat from the high temperature geothermal reservoir requires well drilling, completion and fracturing. However, due to some particular conditions in geothermal development, such as high temperature, erosion, leakage, and hard rocks, traditional petroleum well drilling and completion technologies are not well applicable in the geothermal industry. In this paper, the state-of-the-art geothermal drilling, and completion technologies as well as several fracturing methods, such as foam drilling, air hammer drilling, hydrothermal jet drilling, expansion casing technology, high temperature resistant drilling fluid and cement, chemical stimulation and thermal stimulation are comprehensively reviewed. Besides, heat extraction performances of water and CO 2 as working fluids in the geothermal system are discussed. A few novel heat extraction methods including closed loop, open loop, enhanced geothermal systems are compared and analyzed. This review is expected to provide suggestions for research fields worthy of study for geothermal drilling and exploitation. [ABSTRACT FROM AUTHOR]
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- 2023
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28. A numerical scheme for heat transfer in fluid flowing in three-dimensional fractures.
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Shi, Jingyu and Shen, Baotang
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HEAT transfer fluids , *THREE-dimensional flow , *FLUID flow , *FINITE volume method , *BOUNDARY element methods - Abstract
We present a numerical scheme using a finite volume method (FVM) to simulate the heat transfer in fluid flowing in a three-dimensional fracture in a rock mass. Heat conduction in the rock mass and heat exchange between the fluid and the rock mass are considered, but fracture deformation is not. This scheme could approximate the thermal energy extraction process from a geothermal system when the fractures have been established and the fluid pressure and temperature variations are not high enough to cause a significant change of the fracture aperture. The FVM was employed to solve the pressure and temperature of fluid with the same triangular control cells. The heat conduction in the rock mass was simulated with an indirect boundary element method (IBEM), which uses the triangular control cells of the FVM as the discretization boundary elements. The fluid pressure and temperature are coupled in two systems of equations and a sequential coupling iteration procedure was employed to solve the equations. This paper introduces the FVM for the fluid temperature and the sequential iteration procedure for temperature and pressure which was implemented in a code, and the numerical results agree well with an analytical solution for the temperature of fluid flowing through a rectangular fracture. The numerical scheme was then employed to simulate illustration examples of heat transfer between two well holes. [ABSTRACT FROM AUTHOR]
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- 2024
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29. 4E analysis and machine learning optimization of a geothermal-based system integrated with ejector refrigeration cycle for efficient hydrogen production and liquefaction.
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Sangesaraki, Alireza Gholizadeh, Gharehghani, Ayat, and Mehrenjani, Javad Rezazadeh
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MACHINE learning , *LIQUID hydrogen , *MATHEMATICAL optimization , *HYDROGEN production , *WASTE heat , *GENETIC algorithms - Abstract
This study presents a new geothermal-based system for power generation and liquid hydrogen production. Depending on the network requirements, part of the generated power is supplied to the network and the remaining part enters the PEM electrolyzer to produce hydrogen. The produced hydrogen is then pre-cooled by the ejector cooling cycle before entering the liquefaction cycle. The ejector refrigeration cycle not only uses geothermal waste heat but also facilitates the liquefaction process through precooling hydrogen; therefore, it significantly improves the overall performance of the integrated system. In addition, the modified liquefaction cycle is suggested, which is superior to common ones. After simulating, some key parameters are identified and a comprehensive parametric research is carried out to investigate the thermodynamic, economic and environmental performance in different conditions. The optimization procedure is implemented through a genetic algorithm approach and the objective functions are defined. The results reveal that the double flash power cycle has the greatest effect on exergy destruction rate and total cost rate. In the optimal case, the total cost rate, the liquefied hydrogen rate, the total exergy efficiency, net power generation, and C O 2 reduction rate are determined as 181.71 $/h, 59.92 kg/h, 25.27%, 4.03 MW, and 1421.2 kg/h, respectively. Also, coupling an artificial neural network with genetic algorithm significantly lessens optimization time. [Display omitted] • A novel geothermal-based system for hydrogen liquefaction is proposed. • A comprehensive energy, exergy, economic and environmental (4E) analysis is applied. • Performing a machine learning optimization method to reduce the calculation time. • The double flash cycle has the highest exergy destruction rate among the subsystems. [ABSTRACT FROM AUTHOR]
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- 2023
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30. Design and optimization of heat extraction section in energy tunnel using simulated annealing algorithm.
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Liu, Jiaxin and Han, Chanjuan
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SIMULATED annealing , *TUNNEL ventilation , *GROUND source heat pump systems , *EARTH temperature , *ENERGY consumption , *GEOTHERMAL resources , *TEMPERATURE distribution - Abstract
Energy tunnel has attracted increasing interest in preventing tunnel frost damage and providing energy for space conditioning through utilizing geothermal energy from ground source heat pump (GSHP) system. The energy lining system, composed of heat pump units, lining buried with geothermal heat exchangers (GHEs), and supply pipes, is one of the most popular energy tunnel systems. Despite their good potential for geothermal energy exploitation, studies on their design approach are still insufficient, particularly for cold region energy tunnels. In this work, we propose an innovative design framework for optimization of the heat extraction section in the energy tunnel by combing numerical simulation and Simulated Annealing (SA). The numerical model reproduces a horseshoe-shaped tunnel segment equipped with an energy lining system, generating heat power activated by circulating heat carrier fluid. And the simulation provides key input parameters, involving heat extraction power, the ground temperature field, and heating demand, for the algorithm, hence the heat extraction section range is optimized using SA. Influences of four design parameters (i.e. , ground temperature, inlet fluid temperature, circulating fluid flowrate, and pipe spacing) and three axial temperature distribution characteristics (i.e. , overall temperature along the tunnel axis, airflow characteristics, and temperature difference between the tunnel entrance and exit) dominating temperature profiles along the tunnel axis on the optimal range design are investigated. Major findings include: (1) the optimal range is sensitive to the temperature field along the tunnel axis, and the normalized optimal length decreases by 91.3% with the normalized feasible range increases 1099.6% as the average temperature inside the tunnel rises from −2.5 °C to 5 °C; (2) increasing flowrate and lowering the temperature of the inlet fluid can yield a reduction in the optimal length of up to 29.2% and 64.3% separately; (3) a relatively sparse pipe arrangement can save cost without comprising the optimal length. This study presents a smart and efficient approach for designing the heat extraction section of the energy tunnel, which is promising in more complex conditions and capable of guiding practical applications. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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31. Simulation and 4E analysis of a novel trigeneration process using a gas turbine cycle combined with a geothermal-driven multi-waste heat recovery method.
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Chen, Feng, Zhang, Wei, Liu, Yi, Cai, Jie, Zhang, JinLing, Wang, XunMing, and Su, Qiaolin
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- *
TRIGENERATION (Energy) , *HEAT recovery , *WASTE heat , *GAS turbines , *GAS turbine combustion , *GEOTHERMAL power plants , *SUPERCRITICAL carbon dioxide , *CARBON emissions - Abstract
A novel hybrid system using geothermal energy and fuel gas in a co-feed structure is proposed. The main objectives include improving the sustainability of a gas turbine cycle associated with a geothermal power plant and reducing carbon emissions. To this end, a novel multi-waste heat recovery process was developed in which the heated airflow in the gas turbine cycle was directed to the geothermal flash cycle to increase the viability of the flash process in this unit. A parallel heat recovery structure then used part of the waste heat from the gas turbine cycle to start a supercritical carbon dioxide cycle and also improve the performance of the geothermal flash cycle. Hence, two organic Rankine cycles were used in the geothermal flash cycle. The other part of the waste heat from the gas turbine cycle was consumed in a cascade framework in a steam Rankine cycle and a desalination plant in combination with a domestic water heater. The defined structure was simulated and a comprehensive study was done from the viewpoints of energy, exergy, environment, and thermoeconomics. This structure reduced the total irreversibility as well as the carbon dioxide emissions compared to the existing literature data. • Proposal of an innovative process based on gas turbine cycle and geothermal energy. • Application of Aspen HYSYS simulation, 4E analysis, and parametric study. • This system produces 121200 kW of power, 30.03 kg s of fresh water, and 205.16 kg s of heat. • Energy and exergy efficiencies and products' unit cost of are 49%, 36%, and 12.79 $ GJ. • CO2 footprints related to the power and all the products are 0.55 and 0.387 kg CO 2 kWh. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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32. Thermo-economic and environmental assessment of a combined cycle fueled by MSW and geothermal hybrid energies.
- Author
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Hai, Tao, Zhou, Jincheng, Almashhadani, Yazen S., Chaturvedi, Rishabh, Alshahri, Abdullah H., Almujibah, Hamad R., Metwally, Ahmed Sayed Mohammed, and Ullah, Mirzat
- Subjects
- *
FUEL cycle , *GEOTHERMAL resources , *BIOMASS energy , *CARBON emissions , *VALUATION , *GAS turbines - Abstract
The hybrid renewable energy-based power generation systems offer a reliable solution to mitigate the drawbacks of individual energy source. In this respect the biomass and geothermal energies have some well-known advantages (such as continuous provision) over the solar and wind energies. In the present paper, two integration modes are proposed for hybridization of geothermal heat with a biomass-driven gas turbine based combined power cycle. The Mode 1 configuration employs geothermal heat to increase the temperature of feedwater before the deaerator, whereas the Mode 2 structure applies the geothermal energy to generate more steam for the low pressure steam turbine. Detailed exergetic, environmental and economic appraisals are carried out to examine the hybrid systems performances. In order to represent an accurate comparison of the suggested hybridization modes, the systems are optimized to achieve minimum levelized electricity cost. The results have indicated better performance for Mode 2 hybridization scenario over the Mode 1. The former system yields 10.0% greater exergy efficiency with 20.1% less electricity cost compared to Mode 1, while it can generate 22.5% more electricity. Also, it brings about 22.5% lower CO 2 emission. However, the Mode 2 configuration possess one drawback compared to Mode 1, which is its higher overall system cost rate by 17.9%. The results show that, the higher cost rate of Mode 2 configuration is mainly due to larger pressure ratio of the air compressor which causes more costs for the compressor and gas turbine components. • Geothermal energy is hybridized with biomass energy to enhance the power generation. • Different hybridization modes are offered and optimized. • Exergetic, economic and environmental remediation investigations are conducted. • Levelized cost of electricity is estimated for each hybrid modes. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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33. Numerical investigation on thermal performance enhancement mechanism of tunnel lining GHEs using two-phase closed thermosyphons for building cooling.
- Author
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Li, Chenglin, Zhang, Guozhu, Xiao, Suguang, Shi, Yehui, Xu, Chenghua, and Sun, Yinjuan
- Subjects
- *
TUNNELS , *TUNNEL lining , *THERMOSYPHONS , *HEAT convection , *HEAT transfer coefficient , *COOLING , *PEBBLE bed reactors - Abstract
To date, the tunnel lining GHEs have encountered issues with the relatively low heat exchange rate and the rapid decline of heat exchange rate with time. This is because the huge heat accumulation around the tunnel lining GHEs obstructs the heat transfer between the absorber pipe and the surrounding rock during the GHEs operation. Hence, to improve the heat accumulation and enhance heat exchange rate, the two-phase closed thermosyphon (TPCT), an efficient device for long-distance heat transfer, was employed in the tunnel lining GHEs to build a thermally induced channel between absorber pipes and the surrounding rock, accelerating heat transfer between the absorber pipe and surrounding rock. The heat transfer model of the tunnel lining GHEs using TPCTs was built to analyze the thermal performance enhancement mechanism of tunnel lining GHEs using TPCTs for building cooling with different thermal conductivities of primary lining concrete and surrounding rock, and convective heat transfer coefficients (CHTCs) on tunnel internal walls. The results showed that throughout a 90-day operation, TPCTs dramatically boosted the heat injection rate of tunnel lining GHEs from 16.5 to 27.0 W/m2 with an increase of 63.6%. Thermal conductivities of the primary tunnel lining concrete have significant effects on the heat injection rates of the GHEs with TPCTs. The heat injection rates increased from 27.0 to 36.4 W/m2 as thermal conductivities of the concrete increased from 1.85 to 10.7 W/m K, and the enhancement rate ranged from 63.6% to 94.7% when compared to tunnel lining GHEs without TPCTs. The enhancement rate of tunnel lining GHEs with TPCTs decreased with increasing thermal conductivity of surrounding rock and CHTC, reaching up to 122.1% under the thermal conductivity of 1.4 W/m K and CHTC of 0 W/m2 K. Overall, TPCT greatly enhances the heat injection rate of tunnel lining GHEs, implying that it is a promising technology. [Display omitted] [ABSTRACT FROM AUTHOR]
- Published
- 2023
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34. Solar harvest: Enhancing carbon sequestration and energy efficiency in solar greenhouses with PVT and GSHP systems.
- Author
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Liu, Zhengguang, Wang, Wene, Chen, Yuntian, Wang, Lili, Guo, Zhiling, Yang, Xiaohu, and Yan, Jinyue
- Subjects
- *
CARBON sequestration , *SOLAR energy , *ENERGY consumption , *GREENHOUSES , *HYBRID systems , *HEAT storage - Abstract
It is universally acknowledged that climate change brings widespread attention to solar greenhouse plant carbon sequestration. Suitable technologies in solar greenhouses were, are, and will be play a leading role in this vital transition. The primary aim of this research is to examine the energy efficiency and carbon sequestration potential of a solar-assisted ground-source heat pump (SAGSHP) heating system. This hybrid system, which integrates a horizontal ground-source heat pump (GSHP) system with PVT and heat storage, can efficiently fulfill the heating demands of a greenhouse and function as a positive energy building. Four plants include cucumber, tomato, cowpea, and lettuce were selected to compare the carbon absorption effects. Results show that the hybrid system outperforms conventional systems, with a coefficient of performance (COP) of 6.71 during peak hours and PVT efficiency over 57.88%, which effectively meet the heat load of the greenhouse and keep the indoor heat comfortable. In addition, for the carbon sequestration potential of four plants, tomato exhibited the highest photosynthetic carbon sequestration of 3522 kgCO 2 ·m−2. Cowpea showed the strongest daily carbon sequestration capacity at 26.86 gCO 2 m−2d−1 and better economic income. Through the application of this enhanced solar greenhouse, people can enhance the utilization of solar energy, establish flexible interaction between energy and information flow, and make a promising option for sustainable building design. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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- View/download PDF
35. Deep learning based closed-loop well control optimization of geothermal reservoir with uncertain permeability.
- Author
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Wang, Nanzhe, Chang, Haibin, Kong, Xiang-Zhao, and Zhang, Dongxiao
- Subjects
- *
DEEP learning , *CONVOLUTIONAL neural networks , *GEOTHERMAL resources , *PERMEABILITY , *DIFFERENTIAL evolution , *REAL-time control - Abstract
To maximize the economic benefits of geothermal energy production, it is essential to optimize geothermal reservoir management strategies, in which geologic uncertainty should be considered. In this work, we propose a closed-loop optimization framework, based on deep learning surrogates, for the well control optimization of geothermal reservoirs. In this framework, we construct a hybrid convolution–recurrent neural network surrogate, which combines the convolution neural network (CNN) and long short-term memory (LSTM) recurrent network. The convolution structure can extract spatial information of reservoir property fields and the recurrent structure can approximate sequence-to-sequence mapping. The trained model can predict time-varying production responses (rate, temperature, etc.) for cases with different permeability fields and well control sequences. In this closed-loop optimization framework, production optimization, based on the differential evolution (DE) algorithm, and data assimilation, based on the iterative ensemble smoother (IES), are performed alternately to achieve a real-time well control optimization and to estimate reservoir properties (e.g. permeability) as the production proceeds. In addition, the averaged objective function over the ensemble of geologic parameter estimates is adopted to consider geologic uncertainty in the optimization process. Geothermal reservoir production cases are examined to evaluate the performance of the proposed closed-loop optimization framework. Our results show that the proposed framework can achieve efficient and effective real-time optimization and data assimilation in the geothermal reservoir production process. • A hybrid convolution–recurrent neural network is constructed as a surrogate for geothermal production problems. • A closed-loop optimization framework is proposed for geothermal energy production. • Data assimilation and well control optimization can be achieved simultaneously for the geothermal reservoir. • The deep learning surrogate can speed up the optimization and data assimilation processes. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
36. An alternative pathway from hot dry rock to green hydrogen by organic Rankine cycle applications.
- Author
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Baltacıoğlu, Mustafa Kaan, Yağlı, Hüseyin, Baydar, Ceyhun, and Erdoğan, Yasin
- Subjects
- *
RANKINE cycle , *HYDROGEN as fuel , *GEOTHERMAL resources , *HYDROGEN , *ELECTRIC power production , *SURFACE temperature - Abstract
Some researchers have been focused on electricity generation using thermal energy extraction from HDRs via Organic Rankine cycles. This new research topic creates a new pathway to reach green hydrogen for countries that have geothermal power such as Turkey. In this study, a well in the Nevşehir region that does not has the potential to be used in direct geothermal energy applications due to the absence of water was examined. By using the heat obtained from HDR by injected water, the estimated amount of electricity that can be produced with a single shaft binary organic Rankine cycle was revealed by calculating the thermal energy that can be obtained from the wells which have a surface temperature of 183 °C at 2900 m 2900 m depth. In the next step, the hydrolysis of water with electricity obtained from renewable energy and the hydrogen potential that can be produced were revealed. This hydrogen, which is estimated to be produced, can be fed directly to the natural gas lines or subjected to processes such as storage or industrial usage. • ORC applied on HDR to obtain green hydrogen to enrich NG grid up to 42% (by volume). • A single shaft dual pressure binary ORC is employed to produce electricity from HDR. • Optimum electrolyser is determined up to ORC, HDR results and EPDK reports. • 183 °C HDR surface temperature is enough to produce 34 M Nm3/year green hydrogen. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
37. Proposed and assessment of a sustainable multigeneration plant combined with a transcritical CO2 cycle operated by flash-binary geothermal energy.
- Author
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Yilmaz, Fatih, Ozturk, Murat, and Selbaş, Resat
- Subjects
- *
GEOTHERMAL resources , *POWER plants , *COMBINED cycle power plants , *WATER heaters , *HYDROGEN production , *INTERSTITIAL hydrogen generation , *HEAT exchangers - Abstract
The current paper deals with the development and analysis of an innovative multigeneration plant, which is powered by geothermal energy, and integrated with the transcritical Rankine cycle ( t C O 2 − R C), proton exchange membrane (PEM) electrolyzer, multi-effect desalination unit (MED), and ejector cooling system (ECS). The main objective of this research paper is to produce power, hydrogen, freshwater, and cooling in an environmentally benign way, by integrating the different subsystems. A comprehensive parametric analysis that is thermodynamic and economic and exergo-environmental impact assessment are addressed. For these parametric analyses, the variation of some important parameters that affect the system performance is examined and illustrated. According to the modeling findings, the net power and hydrogen production capacity of the modeled combined power plant is 982.4 kW and 0.0024 kgs−1, respectively. The cycle's overall energy efficiency is computed to be 40.04%, although its exergetic efficiency is 36.31%. When the irreversibility among the plant components is compared, the highest irreversibility occurred in the PEM water heater with 1508 kW, followed by heat exchangers 1 and 2. Given the economic results, the modeled plant's cost rate is calculated to be 200.2 $/hr. In the end, it can be recommended that this modeled plant is suitable that is from the point of perspective of the performance, economy, and exergo-environmental relations. • A novel multigeneration plant motivated by geothermal energy is proposed. • Modeling and analysis of a multigeneration plant for power, hydrogen, cooling, and freshwater production. • Energy, exergy, economic, and exergo-environmental index analyses are conducted. • Investigating the green and sustainable hydrogen generation method with PEM electrolyzer. • The overall energy and exergy efficiencies are 40.04% and 36.31%, respectively. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
38. Recent progress in renewable energy based-desalination in the Middle East and North Africa MENA region.
- Author
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Sayed, Enas Taha, Olabi, A.G., Elsaid, Khaled, Al Radi, Muaz, Alqadi, Rashid, and Ali Abdelkareem, Mohammad
- Subjects
- *
RENEWABLE energy sources , *SALINE water conversion , *SALINE waters , *REVERSE osmosis , *ENERGY consumption , *TECHNOLOGICAL innovations - Abstract
[Display omitted] • Availability of RES in the MENA region was summarized. • Suitable renewable energy storage systems in MENA was introduced. • Desalination plants powered by RES in MENA were investigated. • Al-khafji solar seawater RO plant in KSA was discussed. The Middle East and North Africa (MENA) countries are rapidly growing in population with very limited access to freshwater resources. To overcome this challenge, seawater desalination is proposed as an effective solution, as most MENA countries have easy access to saline water. However, desalination processes have massive demand for energy, which is mostly met by fossil fuel-driven power plants. The rapid technological advancements in renewable energy technologies, along with their gradually decreasing cost place renewable energy-driven power plants and processes as a promising alternative to conventional fuel-powered plants. In the current work, renewable energy-powered desalination in the MENA region is investigated. Various desalination technologies and renewable energy resources, particularly those available in MENA are discussed. A detailed discussion of suitable energy storage technologies for incorporation into renewable energy desalination systems is also included. The progress made in implementing renewable energy into power desalination plants in MENA countries is summarized and analyzed by describing the overall trend and giving recommendations for the potential amalgamation of available renewable energies (REs) and available desalination technologies. Finally, a case study in the MENA region, the Al Khafji solar seawater reverse osmosis (SWRO) desalination plant in the Kingdom of Saudi Arabia KSA, is used to demonstrate the implementation of REs to drive desalination processes. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
39. Predictive Model for History Matching of Social Acceptance in Geothermal Energy Projects.
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Komori, Yuya, Kioka, Arata, and Nakagawa, Masami
- Subjects
- *
GEOTHERMAL resources , *SOCIAL acceptance , *SOCIAL history , *GEOTHERMAL power plants , *PREDICTION models , *GEOTHERMAL ecology , *COMMUNITIES - Abstract
One of the biggest challenges in developing renewable energy, such as geothermal energy, is understanding how to be accepted by the community impacted by the development. However, very few studies attempted to numerically express the time-dependent process of social acceptance in renewable energy projects. We quantify how social acceptance for a geothermal energy project is acquired from the involved communities. First, we present a compartment model for simulating how the numbers of supporters and opponents of developing geothermal energy change over several decades. We then introduce a time-varying index, an effective susceptibility number (R e), similar to the effective reproduction number used in modeling epidemiologic phenomena. Second, we share our findings about the history of the number of supporters and opponents of the geothermal power plant construction project in Japan based on the articles published in local and national newspapers between 1970 and 2020. Our simulation results show that the proposed compartment model could predict documented changes in the numbers of supporters and opponents. Also, the effective susceptibility number (R e) could represent the frequency of interactions among the community members. We suggest that an effort should be made to avoid having R e < 1 in the community, to maintain a steady increase in the number of supporters to eventually acquire the social acceptance of a geothermal energy project. Our simple but novel approach using the compartment model will help better understand the dynamics and predict the community acceptance process in geothermal and other renewable energy projects. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
40. Thermal performance of the aquifer thermal energy storage system considering vertical heat losses through aquitards.
- Author
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Shi, Yu, Cui, Qiliang, Song, Xianzhi, Liu, Shaomin, Yang, Zijiang, Peng, Junlan, Wang, Lizhi, and Guo, Yanchun
- Subjects
- *
ENERGY storage , *HEAT losses , *AQUITARDS , *HEAT storage , *AQUIFERS , *THERMAL conductivity - Abstract
The aquifer thermal energy storage (ATES) system is an efficient method to overcome the gap between energy supply and demand over time and space. Heat storage and preservation abilities are key issues of a successful ATES project. However, most of previous studies only focus on heat storage and recovery abilities of the ATES, while the heat preservation ability of aquitards is neglected. Besides, effects of key factors on heat losses into aquitards still remain unclear, which makes appropriately selecting reservoirs for the heat storage challenging. Thus, the heat loss efficiency is defined to represent the heat preservation ability of aquitards, through which ATES thermal performances are comprehensively evaluated. Effects of key factors on thermal performances are analyzed and optimal reservoirs for the heat storage are recommended. Results indicated that key factors had different impacts on heat losses and thermal recovery. The conduction was the major loss mode and was sensitively affected by aquitard parameters. An aquifer with a lower thermal conductivity, a higher porosity and a superior heat capacity was more suitable for the heat storage. The aquitard with lower porosity, thermal conductivity and heat capacity was better. On the premise of sealing, increasing the aquitard permeability was conducive. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
41. Geothermal trigeneration systems with Organic Rankine Cycles: Evaluation of different plant configurations considering part load behaviour.
- Author
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Schifflechner, Christopher, Kuhnert, Lara, Irrgang, Ludwig, Dawo, Fabian, Kaufmann, Florian, Wieland, Christoph, and Spliethoff, Hartmut
- Subjects
- *
RANKINE cycle , *PLANT layout , *POWER plants , *RECUPERATORS , *EXERGY , *MAGNETOTELLURICS , *GEOTHERMAL resources - Abstract
Due to the increasing importance of cooling applications, geothermal trigeneration systems might be of high interest in the future. This work aims at evaluating different plant layouts against the background of more advanced plant configurations and part load behaviour. Five different plant configurations are analysed for geothermal heat source temperatures between 110 and 150 °C. The highest net power output is achieved by an advanced serial-parallel configuration (ASPC), but in case of high heating and cooling demand, a standard serial-parallel configuration is more favourable. For the considered base demand scenario of 130 °C, the ASPC results in an annual net power generation of 20.94 GWh, which is 6.9% higher than the second favourable configuration. The application of a recuperator within the ORC system has a significant impact on the serial concepts, but only marginally increases the power output of the parallel layouts. Comparing two exergetic efficiencies highlights that the assumed definition can result in a different ranking of the plant layouts. Considering the exergy that is transferred from the brine to the trigeneration system reveals the highest exergetic efficiency for a serial configuration, while the focus on the available exergy flow reveals the highest efficiency for the ASPC layout. Considering a brine temperature of 130 °C results in a maximal achievable second law efficiency of 34.1% if evaluating the available exergy flow. The evaluation of the pay-back period reveals that the ASPC results in the shortest pay-back period of 13.8 years. • Investigation of several plant configurations considering part-load operation. • Highest net power output is achieved by an advanced serial-parallel configuration. • For each plant configuration, there is an optimal desorber temperature of the AC. • A pay-back period of 14 years can be achieved. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
42. An innovative compressed air energy storage (CAES) using hydrogen energy integrated with geothermal and solar energy technologies: A comprehensive techno-economic analysis - different climate areas- using artificial intelligent (AI).
- Author
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Assareh, Ehsanolah and Ghafouri, Ashkan
- Subjects
- *
COMPRESSED air energy storage , *GEOTHERMAL resources , *SOLAR energy , *HYDROGEN as fuel , *HEAT storage , *SOLAR technology - Abstract
The present study evaluates the optimal design of a renewable system based on solar and geothermal energy for power generation and cooling based on a solar cycle with thermal energy storage and an electrolyzer to produce hydrogen fuel for the combustion chamber. The subsystems include solar collectors, gas turbines, an electrolyzer, an absorption chiller, and compressed air energy storage. The solar collector surface area, geothermal source temperature, steam turbine input pressure, and evaporator input temperature were found to be major determinants. The economic analysis of the system showed that the solar subsystem, steam Rankine cycle, and compressed air energy storage accounted for the largest portions of the cost rate. The exergy analysis of the system demonstrated that the solar subsystem and SRC had the highest contributions to total exergy destruction. A comparative case study was conducted on Isfahan, Bandar Abbas, Mashhad, Semnan, and Zanjan in Iran to evaluate the performance of the proposed system at different ambient temperatures and irradiance levels during the year. To optimize the system and find the optimal objective functions, the NSGA-II algorithm was employed. The contradictory objective functions of the system included exergy efficiency maximization and cost rate minimization. The optimal Exergy round trip efficiency and cost rate were found to be 29.25% and 714.25 ($/h), respectively. • Optimal design of a renewable system based on solar and geothermal energy for power generation and cooling. • The system was thermodynamically modeled in EES. • To optimize the system and find the optimal objective functions, the NSGA-II algorithm was employed. • The optimal Exergy round trip efficiency and cost rate were found to be 29.25% and 714.25 ($/h). [ABSTRACT FROM AUTHOR]
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- 2023
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43. Exergo-economic and exergo-environmental evaluations and multi-objective optimization of a novel multi-generation plant powered by geothermal energy.
- Author
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Hai, Tao, Radman, Salar, Abed, Azher M., Shawabkeh, Ali, Abbas, Syed Zaheer, Deifalla, Ahmed, and Ghaebi, Hadi
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- *
POWER plants , *GEOTHERMAL resources , *PHOTOVOLTAIC power generation , *COOLING loads (Mechanical engineering) , *HEAT pumps , *THERMAL efficiency , *DRINKING water - Abstract
An innovative multi-generation energy system is proposed to generate simultaneous power, drinking water, cooling, heating, and H 2. The aimed plant comprised of an absorption chiller, a heat pump unit, a reverse osmoses unit, a double flash cycle, and a proton exchange membrane. The devised system is surveyed comprehensively based on the thermodynamic, thermo-economic, and exergoenvironmental indicators for offering an in-depth assessment of the plant. Besides, multi-objective optimization has been employed in the proposed system. The net proportions of output work, unit cost, thermal and exergetic efficiencies, and H 2 , and purified water production of the system are 99.25 kW, 124 $/GJ, 24.4%, 32.1%, 1.218 kg/h, and 0.9662 kg/s, separately. The outcomes related to thermodynamic and thermo-economic evaluations demonstrate that the greatest amount of total cost rate occurred in the first employed turbine. Owing to the findings of the parametric study, by increasing geothermal temperature, exergoenvironmental parameters are reduced, and with increasing the pressure of FT1, cooling load and energetic efficiency increase while SUCP, net output work, and exergetic efficiency decrease dramatically. [Display omitted] [ABSTRACT FROM AUTHOR]
- Published
- 2023
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44. Exploring geothermal energy based systems: Review from basics to smart systems.
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Anya, Belka, Mohammadpourfard, Mousa, Akkurt, Gülden Gökçen, and Mohammadi-Ivatloo, Behnam
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RENEWABLE energy sources , *GREEN fuels , *SUSTAINABILITY , *POWER resources , *SYSTEM integration , *GEOTHERMAL resources , *SMART power grids - Abstract
Most of the energy demand is currently supplied from fossil fuels, which leads to the accumulation of greenhouse gases and air pollution. A sustainable future can be created globally through the efficient use of renewable energy sources. These sources include wind, solar, geothermal, biomass, and more. Geothermal energy can meet the energy needs of the future as a clean and reliable source and stands out due to certain distinctive features among renewable energy sources. Unlike other renewable energy sources, geothermal energy is not dependent on time or weather, making it a reliable and continuous energy supply. Additionally, it has a lower environmental impact. This review examines the development of geothermal energy systems and their integration into smart technologies, highlighting the potential of geothermal energy for smart energy systems. The focus is on integrating smart systems into geothermal-based setups to enhance efficiency and analyze the state-of-the-art technologies of such systems. Geothermal-based systems can be classified as single generation, co-generation, multigeneration, smart energy systems, and energy hubs. Consequent to examining systems, it has been concluded that geothermal systems have a huge potential, but unfortunately, not all of them are used due to some difficulties. Its development will occur faster, and its share in the renewable energy sector will grow with smart system integration. [Display omitted] • Detailed examination of geothermal based energy systems. • Opportunities and challenges of geothermal energy. • Geothermal energy is more reliable than other renewable energies. • The potential of smart systems to integrate into geothermal-based systems. • Green hydrogen production with geothermal energy. [ABSTRACT FROM AUTHOR]
- Published
- 2025
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45. Integrating geothermal energy and carbon capture and storage technologies: A review.
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Loschetter, A., Kervévan, C., Stead, R., Le Guénan, T., Dezayes, C., and Clarke, N.
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CARBON sequestration , *CLEAN energy , *CARBON emissions , *GREENHOUSE gas mitigation , *NUMBER concept - Abstract
Geothermal energy production and CO 2 capture and storage are two promising technological solutions for mitigating climate change and addressing the need for a sustainable global energy supply. In recent years, there has been a significant increase in the number of concepts that combine and integrate these technologies. A comprehensive literature review has been conducted, resulting in the mapping of fifteen hybrid concepts. Certain concepts use supercritical CO 2 as the heat vector, some inject dissolved CO 2 into the geothermal brine, and others propose the separate use of distinct fluids for each purpose. Subsurface competition among the concepts is lower than could be initially expected: even if some concepts target similar formations at different depths and temperatures, a number of concepts are designed for specific subsurface characteristics. Besides, the concepts integrate differently into the value chains of CO 2 capture and storage and provide different energy services. Most technologies are at low-to-intermediate maturity levels. Scaling up of these technologies would require addressing technical and non-technical challenges that share several similarities. Recommendations include promoting demonstration projects, fostering collaborative research, proposing incentives for CO 2 storage or emissions reduction, and advocating for a more flexible regulatory framework for hybrid applications. Through a series of carefully designed infographics, this work aims at providing a valuable resource for researchers, policymakers, and industry professionals, facilitating a comprehensive and nuanced understanding of the full spectrum of hybrid concepts. [Display omitted] • This study presents a review of concepts that combine geothermal energy and CCS. • Comparative infographics help to quickly visualise the main features of concepts. • Requirements and objectives of each concept are detailed to facilitate comparison. [ABSTRACT FROM AUTHOR]
- Published
- 2025
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46. Multi-objective optimization of medium-enthalpy geothermal Organic Rankine Cycle plants.
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Gkousis, Spiros, Braimakis, Konstantinos, Nimmegeers, Philippe, Karellas, Sotirios, and Compernolle, Tine
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- *
MULTI-objective optimization , *GEOTHERMAL resources , *ARTIFICIAL neural networks , *RENEWABLE energy sources , *RANKINE cycle , *GROUND source heat pump systems - Abstract
Geothermal energy is a renewable energy source that can contribute to a decarbonized European energy mix. Geothermal Organic Rankine Cycle (ORC) units can produce power from medium enthalpy hydrothermal resources that are commonly available in Europe. However, their techno-economic and environmental performance is greatly dependent on the site-specific geological conditions. This study proposes a two-step framework to optimize the design and investigate the Levelized Cost Of Electricity (LCOE), Global Warming Impact (GWI), and fifteen other environmental indicators of geothermal ORC units for various geological conditions. First, the LCOE and GWI of the system are calculated via integrated geo-technical, ORC process, techno-economic and life cycle analysis calculations. Second, artificial neural networks (ANN) are used to model for the system and genetic algorithms are used to optimize its design for multiple techno-economic and environmental objectives. It is shown that the techno-economic and environmental performance of the geothermal ORC are driven by the same factors. A higher geofluid temperature results into higher power production and lower LCOE and environmental impacts. Similarly, the LCOE and environmental impacts reduce for increasing reservoir permeability and thickness because the pumping capacity to extract the geofluid reduces. This study shows that geothermal ORCs can be a promising alternative for power production in Europe, though their techno-economic and environmental performance are strongly dependent on the local geological conditions. These conditions can also influence the optimal ORC design. This study also demonstrates the benefits of using ANNs for the optimization of geothermal ORC units. [Display omitted] • The geological conditions determine the design, LCOE, and GWI of the ORC. • The LCOE and GWI reduce with the reservoir temperature, permeability and thickness. • ANN can accurately model for the geothermal ORC and the reservoir response. • ANN facilitate the optimization of geothermal ORCs. [ABSTRACT FROM AUTHOR]
- Published
- 2025
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47. Synergistic geothermal energy and ammonia fuel cell utilization towards sustainable power, cooling, and freshwater production; An exergoeconomic, exergoenvironmental, and technoeconomic analysis.
- Author
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Tang, Tao, Li, Baixue, Lu, Meng, Feng, Yin, and Wang, Jinwei
- Abstract
The rising adoption of renewable energy due to its environmental benefits paves the way for introducing strategies to elevate efficiency. This paper suggests a new design configuration that integrates a geothermal source with an ammonia-powered solid oxide fuel cell for power and cooling generation, and freshwater production. The configuration comprises organic Rankine and flash cycles, ejector refrigeration unit, and solar still desalination subsystem, along with the ammonia-powered solid oxide fuel cell to improve power generation. Furthermore, ammonia production is facilitated by utilizing a proton exchange membrane electrolyzer and an ammonia reactor, which form an efficient energy-conversion structure. Performance examinations cover thermodynamic, exergoeconomic, technoeconomic, and exergoenvironmental evaluations. Among the tested working fluids, R245fa outlines the maximum energy and exergy efficiencies with reportage of net power, cooling capacity, freshwater output, and exergy efficiencies as 276.40 kW, 293.40 kW, 5.18 kg/h, and 32.82 %, respectively. Conversely, n-Pentane exhibits more desired exergoeconomic and environmental functions, which yield a 3.56 $/h product cost rate and a 13.72 mPts/h product exergoenvironmental impact rate. Hence, the technoeconomic investigation reveals that R245fa brings out a shorter payback period and higher net present values approximately 4.17 years and 1.365 $M, in comparison with n-Pentane's 5.46 years and 0.779 $M reports. This geothermal source and ammonia-fueled fuel cell technology integration emphasizes reliable efficiency and sustainability achievements and underscores the requirements to balance technoeconomic regards with energy and environmental operations in the design and examination of advanced renewable energy units. [Display omitted] [ABSTRACT FROM AUTHOR]
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- 2025
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48. Interpretable predictive modelling of outlet temperatures in Central Alberta's hydrothermal system using boosting-based ensemble learning incorporating Shapley Additive exPlanations approach.
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Yu, Ruyang, Zhang, Kai, Li, Tao, and Jiang, Shu
- Abstract
Accurately predicting outlet water temperature is crucial for optimizing the sustainability of geothermal system exploration. However, the practical application of machine learning (ML) in geothermal systems is often limited by a lack of interpretability and transparency, despite their outstanding predictive performance. This study addresses these limitations by employing boosting-based ensemble models—including boosted decision trees, extreme gradient boosting, light gradient boosted machine and category boosting (CatBoost)—integrated with Shapley Additive exPlanations (SHAP) to predict outlet water temperature in Central Alberta's hydrothermal field. Numerical simulation data were used for model training and testing, with sensitivity analysis identifying input features. CatBoost provided the highest prediction accuracy, achieving a root mean square error of 0.278, a mean absolute percentage error of 0.35%, and a coefficient of determination of 0.999, validated through absolute relative percentage error and residual analysis. SHAP analysis identified well spacing as the most influential factor, followed by production rate, horizontal well length, and injection temperature. Feature interactions and non-linear effects were significant, with combinations of features outperforming individual ones. Local SHAP interpretations emphasized the effects of well spacing on specific predictions. These findings improve ML model interpretability and provide actionable recommendations for optimizing geothermal energy management. • Machine learning integrated with SHAP enhances model transparency and reliability. • Category boosting achieved superior accuracy over other ensemble learning models. • SHAP interpretation revealed that well spacing is the most influential factor. • Sobol analysis quantitatively assessed the interaction effects of input features. [ABSTRACT FROM AUTHOR]
- Published
- 2025
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49. On geothermal and wind energy integrated methanol production by using green hydrogen.
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Inac, Selcuk and Midilli, Adnan
- Abstract
The main objective of this paper is to develop the geothermal and wind energy integrated methanol production system using green hydrogen through the hydrogenation of carbon dioxide captured directly from geothermal wells. In this regard, preliminary thermodynamic design and performance analysis were performed under various operational and environmental conditions. The integrated system consists of three subsystems which are i) a CO 2 capture system integrated geothermal power plant (CGPP), ii) a wind energy-supported hydrogen production system (WHPS), and iii) a methanol production system (MPS). Consequently, the integrated system's highest energy and exergy efficiencies are found to be 54.84 % and 28.7 %, while the exergy efficiencies of MPS, WHPS, and CGPP were found to be 93.43 %, 16.32 %, and 59.04 %, respectively. Moreover, for 175 °C geothermal fluid temperature and 100 kg/s geothermal mass flow rate, the system has a potential of 5114 kW net electric generation and 19299 kW net useful heat production while it has along with the capability to produce approximately 597.6 kg/h of green methanol and 903.6 kg/h of oxygen for industrial usage. Through the implementation of this developed system, it has been estimated that approximately 25229 tons of CO 2 emissions can be reduced annually. • Geothermal and wind energy integrated methanol production was developed. • The system has a potential to produce approximately 5238 tons/year of green methanol. • The system has a potential to reduce almost 25229 tons/year of CO 2 emissions. • The maximum energy and exergy efficiencies of the system are 54.84 % and 28.7 %. [ABSTRACT FROM AUTHOR]
- Published
- 2025
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50. Geothermal reservoir temperature prediction using hydrogeochemical data of Northern Morocco: A machine learning approach.
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Haffou, Fatima Zahra, Ouzzaouit, Lalla Amina, Qarbous, Abdelmounim, and Boudad, Larbi
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- *
ARTIFICIAL neural networks , *MACHINE learning , *WATER temperature , *STANDARD deviations , *DECISION trees , *GEOTHERMAL resources - Abstract
• Hydrogeochemical data from Northern Morocco was used to predict geothermal reservoir temperatures using machine learning. • XGBoost proved superior to other machine learning models. • SHAP explainable prediction interpretation revealed that SiO2 was the most important variable. • Geothermal resources were assessed using predicted reservoir temperatures. Geothermal energy exploration depends on accurate estimation of reservoir temperatures. However, conventional methods are complex, costly and uncertain, especially those based on indirect measurements and assumptions. A dataset of 99 sets of hydrogeochemical and reservoir temperature data was created and five machine learning (ML) algorithms including decision tree regression (DTR), extreme gradient boosting (XGBoost), extremely randomised trees (XRT), natural gradient boosting (NGB) and deep neural network (DNN) were applied to address the issue. The models' predictive accuracy and generalisation potential in northern Morocco were evaluated by essential performance metrics including mean absolute error (MAE), root mean square error (RMSE) and coefficient of determination (R²). The XGBoost model proved superior with the highest R² of 0.9967 and the lowest MAE and RMSE of 0.7046 and 0.9992 respectively. Further, this study utilises Shapley additive explanation (SHAP) as an explainable technique to evaluate XGBoost predictive decisions. SHAP interpreted that Si O 2 is the most important variable in predicting reservoir temperature. This study highlights the potential of ML for accurate reservoir temperature prediction, offering a reliable tool for model selection and advancing understanding of geothermal resources. [ABSTRACT FROM AUTHOR]
- Published
- 2025
- Full Text
- View/download PDF
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