Bayesian optimisation for enhanced energy and exergy efficiency in solar multi-generation plants

This paper examines a novel concentrated solar multi-generation plant producing electricity, heating, cooling, drying, and hot water. The system employs molten salts (60% NaNO3, 40% KNO3) for thermal storage, enabling continuous operation through a solar tower, Rankine cycle, organic Rankine cycle, and air-based cycle. Exergy analysis revealed the solar tower and ORC evaporator contribute 47% of system losses. Using Bayesian multi-objective optimisation with Gaussian process models and expected hypervolume improvement achieved significant enhancements: 10.28% in energy efficiency, 7.50% in exergy efficiency, and 8.85% in net power output.

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Publication Details

Journal
International Journal of Exergy
Published
2025-01-01
DOI
https://doi.org/10.1504/ijex.2025.147652
Primary Topic
Integrated Energy Systems Optimization
Type
article
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article

Bayesian optimisation for enhanced energy and exergy efficiency in solar multi-generation plants

Mojtaba Babaelahi, Seyed Saeid Razavian
International Journal of Exergy
Integrated Energy Systems Optimization
article

Bayesian optimisation for enhanced energy and exergy efficiency in solar multi-generation plants

Mojtaba Babaelahi, Seyed Saeid Razavian
article en

Abstract

This paper examines a novel concentrated solar multi-generation plant producing electricity, heating, cooling, drying, and hot water. The system employs molten salts (60% NaNO3, 40% KNO3) for thermal storage, enabling continuous operation through a solar tower, Rankine cycle, organic Rankine cycle, and air-based cycle. Exergy analysis revealed the solar tower and ORC evaporator contribute 47% of system losses. Using Bayesian multi-objective optimisation with Gaussian process models and expected hypervolume improvement achieved significant enhancements: 10.28% in energy efficiency, 7.50% in exergy efficiency, and 8.85% in net power output.

International Journal of ExergyVol. 47(3)
University of Qom (IR)
Affordable and clean energy
Openalex Percentile: Top 82%
Integrated Energy Systems Optimization
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