Machine learning optimization of a novel geothermal driven system with LNG heat sink for hydrogen production and liquefaction

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Ata, S., Kahraman, A., ŞAHİN, R., & Aksoy, M. (2024) · Energy Conversion and Management · doi:10.1016/j.enconman.2024.118072 · Cited by 33 · see citing works

Machine learning-based optimization and dynamic performance analysis of a hybrid geothermal-solar multi-output system for electricity, cooling, desalinated water, and hydrogen production: A case study

Ismail, M. A., Sada, G. K. A., Amari, A., Umarov, A. V., Kadhum, A. A. H., Atamuratova, Z. A., & Elboughdiri, N. A. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.125834 · Cited by 33 · see citing works

Dispatch model of park-level integrated energy system with photovoltaic/thermal hydrogen generation equipment: A scenario analysis method based on improved K-means clustering

Tan, H., Zhang, Y., Wang, Q., Weng, H., Li, Z., & Mohamed, M. A. (2024) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2024.11.318 · Cited by 31 · see citing works

ANN-boosted optimization and performance evaluation of a hybrid solar-geothermal high temperature cascaded ORC for electricity, liquid hydrogen, freshwater, and cooling purposes

Asadabadi, M. J. R., Rad, S. H., Taraghi, M., Moghimi, M., & Ahmadi, R. (2024) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2024.125251 · Cited by 31 · see citing works

Multi-objective optimization of a biogas-fueled multigeneration system with a supercritical CO2-based power and multi-level cooling cycle: A hybrid ANN-MOPSO approach

Boujelbene, M., Basem, A., Sawwan, H., Samad, S., Hamida, M. B. B., Amari, A., Makharov, K., Safarova, L., & Mahariq, I. (2025) · Fuel · doi:10.1016/j.fuel.2025.136687 · Cited by 31 · see citing works

A framework of data modeling and artificial intelligence for environmental-friendly energy system: Application of Kalina cycle improved with fuel cell and thermoelectric module

Khanmohammadi, S., Musharavati, F., & Tariq, R. (2022) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2022.06.029 · Cited by 31 · see citing works

Energy system design based on municipal solid waste gasification and SOFC for multi-demand applications through multi-heat recovery approach: 4E assessment and machine learning optimization

Balali, A., & Moghimi, M. (2025) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2025.01.017 · Cited by 30 · see citing works

Study on Performance Comparison of Two Hydrogen Liquefaction Processes Based on the Claude Cycle and the Brayton Refrigeration Cycle

Yang, J. G., Li, Y., & Tan, H. (2023) · Processes · doi:10.3390/pr11030932 · Cited by 30 · see citing works

Gas turbine-based system taking advantage of LNG regasification process for multigeneration purposes; Techno-economic-environmental analysis and machine learning optimization

Hu, Y., Badrawi, S. I., Kumar, J., Sabeh, H. N., Alsenani, T. R., Riaz, F., Alkhalifah, T., Alkhalaf, S., & Alturise, F. (2023) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2023.08.068 · Cited by 29 · see citing works

Performance enhancement of horizontal extension and thermal energy storage to an abandoned exploitation well and satellite LNG station integrated ORC system

Xiao, F., Yang, L., He, L., Gil, A., Rajoo, S., Zhao, Z., Romagnoli, A., & Cabeza, L. F. (2022) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2022.118736 · Cited by 25 · see citing works

An innovative process design of seawater desalination toward hydrogen liquefaction applied to a ship's engine: An economic analysis and intelligent data-driven learning study/optimization

Pan, C., Hu, X., Goyal, V., Alsenani, T. R., Alkhalaf, S., Alkhalifah, T., Alturise, F., Almujibah, H. R., & Ali, H. E. (2023) · Desalination · doi:10.1016/j.desal.2023.117105 · Cited by 24 · see citing works

Efficient Design of the Hydrogen Liquefaction System: Thermodynamic, Economic, Environmental, and Uncertainty Perspectives

Ghorbani, B., Zendehboudi, S., Afrouzi, Z. A., Lohi, A., & Khan, F. I. (2024) · Industrial & Engineering Chemistry Research · doi:10.1021/acs.iecr.3c04286 · Cited by 23 · see citing works

A review on technologies with electricity generation potentials using liquified natural gas regasification cold energy

Nasir, M. T., Kim, M., Lee, J.-H., Kim, S., & Kim, K. C. (2023) · Frontiers in Energy · doi:10.1007/s11708-023-0863-y · Cited by 23 · see citing works

Thermo-economic analysis of biomass-fueled combustor integrated with a multi-generation system

Korpeh, M., Lotfollahi, A., Maghsoudi, P., Gharehghani, A., & Bidabadi, M. (2024) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2024.01.092 · Cited by 22 · see citing works

Application of machine learning to optimize the combustion characteristics of RCCI engine over wide load range

Moradi, J., Gharehghani, A., & Aghahasani, M. (2022) · Fuel · doi:10.1016/j.fuel.2022.124494 · Cited by 22 · see citing works

A global heat flow topology for revealing the synergistic effects of heat transfer and thermal power conversion in large scale systems: Methodology and case study

Wang, Z., Cao, M., Tang, H., Ji, Y., & Han, F. (2024) · Energy · doi:10.1016/j.energy.2023.130203 · Cited by 22 · see citing works

Data-driven optimization of two novel geothermal-powered systems integrating LNG regasification with thermoelectric generation for eco-friendly seawater desalination and data center cooling

Mehrenjani, J. R., Shirzad, A., Adouli, A., & Gharehghani, A. (2024) · Energy · doi:10.1016/j.energy.2024.133846 · Cited by 21 · see citing works

Energy, exergy, exergoeconomic, and environmental (4E) analyses of a novel combined cooling and power system with phosphoric acid fuel cell and Kalina cycle

Einanlou, M., Mehregan, M., & Hashemian, S. M. (2022) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2022.119877 · Cited by 21 · see citing works

Systematic review and cutting-edge applications of prominent heuristic optimizers in sustainable energies

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Optimizing building energy efficiency with a combined cooling, heating, and power (CCHP) system driven by boiler waste heat recovery

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Techno-economic assessment and transient modeling of a solar-based multi-generation system for sustainable/clean coastal urban development

Zhou, X., Ding, C., Abed, A. M., Abdullaev, S. S., Ahmad, S. F., Fouad, Y., Dahari, M., & Mahariq, I. (2024) · Renewable Energy · doi:10.1016/j.renene.2024.121119 · Cited by 20 · see citing works

A novel hybrid biogas–solar-driven energy system integrated with carbon capture for multi-generation: Machine learning-based technical, economic, and environmental optimization

Liu, L., Aljibori, H. S. S., Abdulrahman, A., Samad, S., Zhang, L., Osman, H., Abdujabbarov, A., & Mahariq, I. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.128232 · Cited by 20 · see citing works

Environmentally friendly utilization of LNG regasification process and geothermal-based dual-loop power cycle for desalinated water and hydrogen production

Almutairi, K. (2023) · Desalination · doi:10.1016/j.desal.2023.116808 · Cited by 19 · see citing works

Exergoeconomic analysis and optimization of a thermal–thermochemical system integrating biomass gasification and geothermal energy for power, methanol, and liquefied hydrogen

Slimene, M. B., Basem, A., Hasan, M. A., Le, L. T., Khlifi, M. A., Islam, M. S., Atamuratova, Z. A., Sabirov, S., Mukhitdinov, O., & Mahariq, I. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.129438 · Cited by 18 · see citing works

Machine learning-assisted optimization of a novel hybrid solar-geothermal system supported by proton exchange membrane fuel cell for sustainable and continuous energy supply

Korpeh, M., Lotfollahi, A., Faraji, S. N., Gharehghani, A., & Ahmadi, S. (2025) · Renewable Energy · doi:10.1016/j.renene.2025.123034 · Cited by 18 · see citing works

A net-zero carbon emission multi-generation system for green ammonia production: Comprehensive analysis and ANN-assisted optimization using moth flame optimizer

Kazemi, H., Lotfollahi, A., & Moghimi, M. (2025) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2025.04.510 · Cited by 17 · see citing works

Full analysis and deep learning optimization of a sustainable and eco-friendly power plant to generate green hydrogen and electricity; A zero-carbon approach

Asadbagi, P., Nasrabadi, A. M., & Hall, C. M. (2024) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2024.07.029 · Cited by 17 · see citing works

Ensemble of self-organizing adaptive maps and dynamic multi-objective optimization for organic Rankine cycle (ORC) under transportation and driving environment

Ping, X., Yang, F., Zhang, H., Xing, C., Yang, A., Yan, Y., Pan, Y., & Wang, Y. (2023) · Energy · doi:10.1016/j.energy.2023.127519 · Cited by 16 · see citing works

Techno-economic analysis and optimization of green hydrogen production and liquefaction with metal hydride storage

Panahi, A. H., Gharehghani, A., Ghandehariun, S., & Rosen, M. A. (2023) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2023.138783 · Cited by 16 · see citing works

Enhancing a bio-waste driven polygeneration system through artificial neural networks and multi-objective genetic algorithm: Assessment and optimization

Tabriz, Z. H., Taheri, M. H., Khani, L., Çağlar, B., & Mohammadpourfard, M. (2024) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2024.01.350 · Cited by 16 · see citing works

Optimization and Analysis of integrated hydrogen production and liquefaction system combining LNG and CO2 Regeneration Rankine Cycle

Wang, C., Jiang, W., Yang, F., Qiao, Y., Gao, Y., & Lv, Y. (2025) · Energy · doi:10.1016/j.energy.2025.135920 · Cited by 16 · see citing works

A multi-heat recovery approach integrated with LNG regasification in a geothermal-driven multigeneration system: Techno-economic insights and machine learning-based optimization

Ghernaout, D., Aljibori, H. S. S., Samad, S., Algarni, Z., Amari, A., Kadhum, A. A. H., Mahariq, I., & Abdullayeva, I. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.126557 · Cited by 15 · see citing works

Machine Learning Approach for Prediction of the Online User Intention for a Product Purchase

Kumar, A., Dileep Kumar, M., Macedo, V. D. J., Mohan, B. R., & Achyutha Prasad, N. (2023) · International Journal on Recent and Innovation Trends in Computing and Communication · doi:10.17762/ijritcc.v11i1s.5992 · Cited by 15 · see citing works

A geothermal-based freshwater/cooling system assisted by heat recovery sections: 3E analysis and techno-economic optimization using genetic algorithm

Abouzied, A. S., Basem, A., Shaban, M., Alhomayani, F. M., Dutta, A. K., Abduvalieva, D., Elmasry, Y., Khan, B., Almadhor, A. S., & Alrawashdeh, A. I. (2024) · Case Studies in Thermal Engineering · doi:10.1016/j.csite.2024.105267 · Cited by 15 · see citing works

Techno-Economic, Techno-Environmental Assessments, and Deep Learning Optimization of an Integrated System for Co2 Capturing from a Gas Turbine: Tehran Case Study

Shakeri, A., Asadbagi, P., & Babamiri, A. (2022) · Energy · doi:10.1016/j.energy.2024.132438 · Cited by 14 · see citing works

Enhancing solar irradiance forecasting for hydrogen production: The MEMD-ALO-BiLSTM hybrid machine learning model

Zhu, C., Wang, M., Guo, M., Deng, J., Du, Q., Wei, W., & Zhang, Y. (2024) · Computers & Electrical Engineering · doi:10.1016/j.compeleceng.2024.109747 · Cited by 14 · see citing works

Energy/freshwater sustainability in urban areas through a novel solar-driven system with H2 production/liquefaction: Techno-economic evaluation and multi-objective optimization

Wei, H., Hasanuzzaman, M., & Selvaraj, J. A.-L. (2024) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2024.05.050 · Cited by 13 · see citing works

Thermodynamic analysis and optimization of hydrogen liquefaction system with binary refrigerant precooling cycle

Li, K., Lei, Z., Wang, Z., Li, S., & Liu, G. (2024) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2024.142965 · Cited by 13 · see citing works

Integrating an innovative geothermal-driven multigeneration approach and LNG cold energy utilization process for sustainable energy supply, producing hydrogen, power, heating, and cooling

You, J., Xiao, R., Alotaibi, M. A., Chauhdary, S. T., & Ji, T. (2025) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2025.106904 · Cited by 12 · see citing works

Techno-economic feasibility analysis and data-driven optimization of a novel hybrid renewable energy system for efficient multigeneration and hydrogen liquefaction: a case study

Marouani, I., Aljibori, H. S. S., Osman, H., Samad, S., Abdulrahman, A., Boujelbene, M., Atamurotov, F., Abduvokhidov, A., & Khudoynazarov, E. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.128148 · Cited by 12 · see citing works

Reliable operation of an optimal self-scheduling multicarrier system with two alternatives: Multiple renewable utilities or hydrogen facilities

Ba-Alawi, A. H., Ifaei, P., & Yoo, C. (2023) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2023.138463 · Cited by 12 · see citing works

Modified Buongiorno's model for the analysis of chemically reacting jet flow of ternary hybrid nanofluid under the influence of activation energy and bio‐active mixers

Algehyne, E. A., Arif, M., Saeed, A., Bilal, M., Kumam, P., & Galal, A. M. (2023) · ZAMM ‐ Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik · doi:10.1002/zamm.202200498 · Cited by 12 · see citing works

An efficient multilayer adaptive self-organizing modeling methodology for improving the generalization ability of organic Rankine cycle (ORC) data-driven model

Ping, X., Yang, F., Zhang, H., Xing, C., Yang, A., & Wang, Y. (2023) · Engineering Applications of Artificial Intelligence · doi:10.1016/j.engappai.2023.106744 · Cited by 12 · see citing works

Applications of Computer Intelligence in Hydrogen Production

Sethi, H., Ahmad, I., Khan, M. M., Qazi, A., Ayub, A., Zulkefal, M., & Shutaywi, M. (2025) · ACS Omega · doi:10.1021/acsomega.5c01602 · Cited by 11 · see citing works

An integrated online dynamic modeling scheme for organic Rankine cycle (ORC): Adaptive self-organizing mechanism and convergence evaluation

Ping, X., Yang, F., Zhang, H., Xing, C., Yang, H., & Wang, Y. (2023) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2023.121256 · Cited by 11 · see citing works

Artificial intelligence application for assessment/optimization of a cost-efficient energy system: Double-flash geothermal scheme tailored combined heat/power plant

Li, X., Abed, A. M., Shaban, M., Le, L. T., Zhou, X. D., Abdullaev, S. S., Alhomayani, F. M., Elmasry, Y., Mahariq, I., & Afzal, A. R. (2024) · Energy · doi:10.1016/j.energy.2024.133594 · Cited by 11 · see citing works

Transient modeling and data-driven optimization of a hybrid geothermal–solar energy system for eco-friendly multigeneration: A case study approach to sustainable urban development

Slimene, M. B., Khlifi, M. A., Soliman, N. F., Osman, H., Amari, A., Sabirov, S., Mavlonov, A., & Safarova, L. (2025) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2025.107717 · Cited by 11 · see citing works

Techno-economic case study of applying heat recovery and CO2 capture systems on a gas turbine power plant; 4E analysis

Tian, M., Abed, A. M., Chauhan, B. S., Alsenani, T. R., Almujibah, H. R., Aouaini, F., Alkhalaf, S., & Deifalla, A. F. (2023) · Case Studies in Thermal Engineering · doi:10.1016/j.csite.2023.103330 · Cited by 10 · see citing works

Sustainable multigeneration via hybrid biomass-solar energy: Dynamic modeling, thermochemical storage, and green methane production

Adouli, A., Gharehghani, A., Saray, J. A., Shirzad, A., & Andwari, A. M. (2025) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2025.146753 · Cited by 10 · see citing works

Innovative biomass waste heat utilization for green hydrogen production: A comparative and optimization study of steam and organic rankine cycles

Ajaj, Y., Ali, A. B. M., Kumar, A., Jasim, D. J., Mancheno, C., Jabbar, A. H., Islam, M. S., Lasisi, A., & Zainul, R. (2024) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2024.08.006 · Cited by 10 · see citing works

4E analysis and multi-objective optimization of an ejector-expansion cascade refrigeration system for building cold storage using low GWP refrigerants

Deymi‐Dashtebayaz, M., Ghorbani, S., Khabbazi, H., & Asadi, M. (2024) · Journal of Building Engineering · doi:10.1016/j.jobe.2024.111470 · Cited by 9 · see citing works

Data-driven optimization and 4E analysis of a novel LNG-integrated gas turbine-based system using ANN-GA hybrid approaches: Enhanced hydrogen production and CO2 capture for energy applications

Boujelbene, M., Hassan, W. H., Farouk, N., Soliman, N. F., Marouani, I., Abduvokhidov, A., Samandarov, B., & Jumaniyozov, S. (2025) · Fuel · doi:10.1016/j.fuel.2025.137283 · Cited by 9 · see citing works

Investigation of a novel hybrid LNG waste heat-/wind-driven hydrogen liquefaction system: exergoeconomic analysis and multi-criteria optimization

Zarsazi, H., Sadeghi, S., & Moghimi, M. (2022) · Journal of Thermal Analysis and Calorimetry · doi:10.1007/s10973-022-11629-5 · Cited by 9 · see citing works

Integrating solar-powered branched GAX cycle and claude cycle for producing liquid hydrogen: Comprehensive study using real data and optimization

Yamin, Z., El-Shafay, A. S., Saraswat, M., Mahariq, I., Alhomayani, F. M., Rajab, H., Almojil, S. F., Almohana, A. I., & Sillanpää, M. E. T. (2024) · Energy · doi:10.1016/j.energy.2024.133496 · Cited by 8 · see citing works

ANN-based analysis of thin film Maxwell fluid dynamics with electro-osmotic and nonlinear thermal effects

Din, I. S. U., Siddique, I., Zahid, Z., Nadeem, M., & Islam, S. (2025) · Alexandria Engineering Journal · doi:10.1016/j.aej.2025.04.084 · Cited by 8 · see citing works

Quantitative assessment of hydrogen blending in a gas turbine-based plant for supplying residential electricity, water, and cooling load: A techno-economic-environmental optimization

Hai, T., El-Shafay, A. S., Chaturvedi, R., Marjan, R. K., Almujibah, H. R., Rajab, H., Almojil, S. F., & Almohana, A. I. (2024) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2024.01.074 · Cited by 8 · see citing works

A sustainable biomass-powered multi-generation system utilizing hydrogen energy storage: Techno-economic-environmental analysis and deep learning-assisted optimization

Lotfollahi, A., Korpeh, M., Balali, A., & Moghimi, M. (2025) · Energy · doi:10.1016/j.energy.2025.139706 · Cited by 7 · see citing works

Analysis of a novel hydrogen liquefaction process based on a mixed refrigerant Brayton cryogenic cycle utilizing LNG cooling: energy, exergy, economy and environment

Zhang, R., Cao, X., Ai, D., Zhu, J., Cai, W., & Bian, J. (2025) · Energy · doi:10.1016/j.energy.2025.138424 · Cited by 7 · see citing works

A novel heat integration in a hybrid geothermal–biomass energy system for sustainable production of electricity, methanol, and desalinated water: Exergoeconomic assessment and data-driven optimization

Slimene, M. B., Basem, A., Osman, H., Soliman, N. F., Khlifi, M. A., Elkhaleefa, A. M., Safarova, L., Jumanazarov, D., & Khudoynazarov, E. (2025) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2025.108348 · Cited by 7 · see citing works

Complementary solar–geothermal heat integration for sustainable multigeneration in high renewable-potential regions: Machine learning–based optimization and dynamic modeling

khaliq, A. M., Algarni, A. D., Ahmed, M. A., Singh, P. K., Mukhitdinov, O., Madaminov, S., Raupov, D., Mahariq, I., & Fouad, Y. (2026) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2026.130430 · Cited by 7 · see citing works

4E analysis and machine learning optimization of a geothermal-based system integrated with ejector refrigeration cycle for efficient hydrogen production and liquefaction

Sangesaraki, A. G., Gharehghani, A., & Mehrenjani, J. R. (2023) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2023.04.343 · Cited by 63 · see citing works

Thermoeconomic Optimization of Hydrogen Production and Liquefaction by Geothermal Power

Yılmaz, C., Kanoğlu, M., & Abuşoğlu, A. (2018) · Green energy and technology · doi:10.1007/978-3-319-62575-1_66 · Cited by 1 · see citing works

Analysis and performance assessment of a combined geothermal power-based hydrogen production and liquefaction system

Yüksel, Y. E., Öztürk, M., & Dinçer, İ. (2018) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2018.01.088 · Cited by 63 · see citing works

Modeling and thermo-economic optimization of a new multi-generation system with geothermal heat source and LNG heat sink

Emadi, M. A., & Mahmoudimehr, J. (2019) · Energy Conversion and Management · doi:10.1016/j.enconman.2019.03.086 · Cited by 172 · see citing works

Innovative multi-generation system producing liquid hydrogen and oxygen: Thermo-economic analysis and optimization using machine learning optimization technique

Assareh, E., baji, H. S., Nhien, L. C., Arabkoohsar, A., & Lee, M. (2024) · Energy · doi:10.1016/j.energy.2024.133458 · Cited by 5 · see citing works