Evidence map›Paper›PMID 42129256›Full record

ArticleScientific reports2026

Seasonal optimization and analysis of an Off-grid hybrid renewable energy system for a coastal hotel.

Hady S Abdel Hafez, Saber M Saleh, Mokhtar Said

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Hady S Abdel HafezElectrical Engineering Department, Faculty of Engineering, Fayoum University, Fayoum, 43518, Egypt. hsa11@fayoum.edu.eg.
Saber M SalehElectrical Engineering Department, Faculty of Engineering, Fayoum University, Fayoum, 43518, Egypt.
Mokhtar SaidElectrical Engineering Department, Faculty of Engineering, Fayoum University, Fayoum, 43518, Egypt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The world is increasingly shifting toward sustainable and renewable energy systems due to limited fossil fuel sources as well as their negative environmental impacts. Remote coastal tourism facilities face additional challenges because of the high fuel transportation and operation costs. This study focuses on a seasonal analysis and optimization of an off-grid hybrid renewable energy system comprising photovoltaic panels, wind turbines, and a battery energy storage system designed to supply a large five-star hotel located in Safaga, Egypt. Four advanced metaheuristic optimization techniques are used to minimize the cost of energy while maintaining system reliability. Unlike conventional annual sizing approaches, the proposed analysis evaluates the system on a seasonal basis using hourly load and weather data, and compares the optimization algorithms under the same framework to examine their effect on system sizing and cost performance. The analysis results indicate that Fungal Growth Optimizer (FGO) provides competitive solution quality with satisfactory computational performance compared to the other algorithms and the system achieves its minimum Levelized Cost of Energy (LCOE) of 0.098854 USD/kWh during the summer season and the maximum value of 0.159970 USD/kWh occurs in autumn. In summary, the findings confirm that the proposed sustainable system yields a reliable and cost-effective solution in addition to reducing carbon emissions in the Red Sea region.

Indexed as

Hybrid systemOptimizationPV–WindSustainable energy

Identifiers

PMID42129256
PMCPMC13171864

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.