Evidence map›Paper›PMID 42206266›Full record

ArticleOpen research Europe2025

Dynamic Energy Optimization and Lighting Flexibility Classification for Sustainable Vertical Farming: A Simulation-Based Multi-Scenario Analysis.

Chrysovalantis Ketikidis, Petros Dallas, Aristotelis Triantafyllidis, Christina Makri, Panagiotis Grammelis

Abstract read
In one paragraph

Article in Open research Europe, 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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0cells of the map it votes in
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

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

5 authors.

Chrysovalantis KetikidisCPERI, Ethniko Kentro Ereunas & Technologikes Anaptyxes, Ptolemaida,, Dytiki Makedonia, 50200, Greece.ORCID https://orcid.org/0000-0002-3819-9524
Petros DallasCPERI, Ethniko Kentro Ereunas & Technologikes Anaptyxes, Ptolemaida,, Dytiki Makedonia, 50200, Greece.ORCID https://orcid.org/0009-0007-6212-3208
Aristotelis TriantafyllidisCPERI, Ethniko Kentro Ereunas & Technologikes Anaptyxes, Ptolemaida,, Dytiki Makedonia, 50200, Greece.
Christina MakriCPERI, Ethniko Kentro Ereunas & Technologikes Anaptyxes, Ptolemaida,, Dytiki Makedonia, 50200, Greece.
Panagiotis GrammelisCPERI, Ethniko Kentro Ereunas & Technologikes Anaptyxes, Ptolemaida,, Dytiki Makedonia, 50200, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Vertical farming offers a promising solution to food production challenges in urban and climate-constrained regions, yet its high energy demand raises concerns about sustainability. Most existing studies assess energy demand and CO Methods: This study evaluates the performance and carbon footprint of a fully enclosed pilot vertical farming unit in Northern Greece using TRNSYS 18 simulations and high-resolution environmental data. Forty-eight cultivation scenarios were generated by varying photoperiods, humidity levels, and HVAC setpoints to reflect seasonal Mediterranean conditions. Each scenario was analyzed for energy consumption, grid reliance, photovoltaic sufficiency, and life cycle CO Results: The median carbon footprint across the 48 simulated scenarios was 3.67 kg CO Conclusions: The findings highlight the potential of simulation-based design for optimizing energy use and minimizing environmental impacts in control-environment agriculture. The proposed metrics and classification provide practical tools for improving the resilience and sustainability of vertical farming under Mediterranean conditions.

Indexed as

Carbon FootprintEnergy OptimizationLettuce CultivationPhotovoltaic IntegrationTRNSYS 18 SimulationVertical Farming

Identifiers

PMID42206266
PMCPMC13202201

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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.