Optimization of Ex/Energy Efficiencies in an Integrated Compressed Air Energy Storage System (CAES) using Machine Learning Algorithms: A Multi-Objective Approach based on Analysis of Variance

Energy, Год журнала: 2025, Номер unknown, С. 135675 - 135675

Опубликована: Март 1, 2025

Язык: Английский

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Optimizing Energy Efficiency and Emission Reduction: Leveraging the Power of Machine Learning in an Integrated Compressed Air Energy Storage-Solid Oxide Fuel Cell System

Energy, Год журнала: 2024, Номер unknown, С. 133962 - 133962

Опубликована: Ноя. 1, 2024

Язык: Английский

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Multi-Criteria Evaluation and Operating Parameter Optimization of the SOFC-GT System under Variable Loads

SAE technical papers on CD-ROM/SAE technical paper series, Год журнала: 2025, Номер 1

Опубликована: Янв. 31, 2025

<div class="section abstract"><div class="htmlview paragraph">At present, due to the complexity and nonlinearity, thermal safety economic feasibility assessment optimization of Solid Oxide Fuel Cell-Gas Turbine (SOFC-GT) system under variable loads is important extend service life reduce cost. To solve these problems, this paper proposes a top-level cyclic SOFC-GT system, which considers design two-stage preheaters, as well impact material reaction kinetics thermoelectric coupling characteristics on performance. Furthermore, multi-criteria evaluation has been studied, with indicators primarily including thermodynamic indicators. Afterwards, Spearman-based parametric sensitivity analysis used explore response trends performance within system. Additionally, an intelligent learning method based convolutional neural network designed determine dynamic behavior between operational parameters Finally, Multi-Objective Particle Swarm Optimization (MOPSO) algorithm introduced, aiming get optimal combination parameters. The research results indicate that reduction fuel utilization, air excess ratio, bypass valve opening can effectively improve net power output significantly EPC. Meanwhile, MOPSO Compared before optimization, EPC have optimized by 7.25% 11.16%, respectively.</div></div>

Язык: Английский

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The examination of a multi-generation structure powered by a compressed air energy storage system for sustainable power, freshwater, and cooling load

Journal of Energy Storage, Год журнала: 2025, Номер 118, С. 116181 - 116181

Опубликована: Март 17, 2025

Язык: Английский

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Performance analyses of a novel compressed air energy storage system integrated with a biomass combined heat and power plant for the multi-generation purpose

Applied Thermal Engineering, Год журнала: 2025, Номер unknown, С. 126403 - 126403

Опубликована: Апрель 1, 2025

Язык: Английский

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Techno-economic Evaluation on A New Integration of Air-Cooled Coal-Fired Power Plant and Dual-Pressure Organic Rankine Cycle for Cold-side Waste Heat Recovery

Energy, Год журнала: 2025, Номер unknown, С. 136406 - 136406

Опубликована: Май 1, 2025

Язык: Английский

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A multi-objective analysis for enhanced energy and exergy performances of an integrated compressed air energy storage system using the meta-heuristic whale optimization algorithm

Journal of Energy Storage, Год журнала: 2024, Номер 105, С. 114681 - 114681

Опубликована: Ноя. 22, 2024

Язык: Английский

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Multi-criteria sensitivity study and optimization of a two-stage preheated SOFC system considering thermal characteristics

Applied Thermal Engineering, Год журнала: 2024, Номер unknown, С. 125090 - 125090

Опубликована: Ноя. 1, 2024

Язык: Английский

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Thermodynamic performance analysis of a new air energy storage multigeneration system

Applied Thermal Engineering, Год журнала: 2024, Номер unknown, С. 124481 - 124481

Опубликована: Сен. 1, 2024

Язык: Английский

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