Evidence map›Paper›PMID 41354751›Full record

ArticleScientific reports2025

Solar-driven thermochemical tri-generation of electricity, hydrogen, and green ammonia with AI-assisted triple-objective optimization.

Badreddine Ayadi, Karim Kriaa, Ahmed Mohsin Alsayah, Abdellatif M Sadeq, Narinderjit Singh Sawaran Singh, Walid Aich, Khalil Hajlaoui, Loghman Mostafa

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

8 authors.

Badreddine AyadiDepartment of Mechanical Engineering, College of Engineering, University of Ha'il, Ha'il City 81451, Saudi Arabia.
Karim KriaaCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia.
Ahmed Mohsin AlsayahRefrigeration and Air-condition Department, Technical Engineering College, The Islamic University, Najaf, Iraq.
Abdellatif M SadeqIndependent Researcher, Mechanical Engineering , Doha, Qatar.
Narinderjit Singh Sawaran SinghFaculty of Data Science and Information Technology , INTI International University, Persiaran Perdana BBN, Putra Nilai, Nilai 71800, Malaysia.
Walid AichDepartment of Mechanical Engineering, College of Engineering, University of Ha'il, Ha'il City 81451, Saudi Arabia.
Khalil HajlaouiCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia.
Loghman MostafaCollege of Technical Engineering, Urmia Branch, Islamic Azad University, Tehran, Iran. mostafaloghman08@gmail.com.

Funding

Deanship of Scientific Research at Imam Mohammad Ibn Saud Islamic University (IMSIU). IMSIU-DDRSP2503
6 · The paper itself

Abstract

This study proposes and investigates a novel solar power tower-based tri-generation system producing electricity, hydrogen, and green ammonia through integrated thermodynamic cycles. The plant couples a Steam Rankine Cycle (SRC), a Vanadium-Chlorine Thermochemical Water Splitting Cycle (TWSC), and a Haber-Bosch reactor. Concentrated solar energy is stored in a heat transfer fluid and utilized to drive the SRC for power generation and supply high-temperature heat to the TWSC for hydrogen production, which, combined with nitrogen, is converted to ammonia. Comprehensive thermodynamic and economic models are developed, validated, and applied to assess system feasibility. Parametric analyses reveal that higher receiver temperatures and turbine inlet pressures increase power output but reduce hydrogen and ammonia yields, while hydrogen storage fraction significantly influences product distribution and cost. Dynamic simulations using real solar data demonstrate seasonal performance variations, with summer months offering peak outputs. A tri-objective optimization via the Grey Wolf algorithm balances ammonia production rate, exergy efficiency, and levelized cost of products, yielding optimal values of 0.154 kg/s, 61.7%, and 35.4 $/GJ, respectively. Results confirm that the proposed solar-driven system offers an efficient, low-carbon pathway for simultaneous renewable electricity generation, hydrogen production, and sustainable ammonia synthesis.

Indexed as

Ammonia productionDynamic modelHydrogen productionSolar energyThermochemical method

Identifiers

PMID41354751
PMCPMC12796160

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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.