What question did this study set out to answer?

This work focuses on the development of a control system using artificial intelligence for tunnel lighting systems.

April 26, 2026Open Access

Repository Copy of: Artificial Intelligence-Assisted Control of Light Pipe & LED Luminaire Hybrid Tunnel Lighting System

Key Points

This work focuses on the development of a control system using artificial intelligence for tunnel lighting systems.
Describes the design of a hybrid tunnel lighting system featuring light pipes and LED luminaires.
Discusses the integration of artificial intelligence in controlling the lighting setup.
Highlights the potential for improved energy efficiency in tunnel lighting systems through AI-assisted control.
Details the significance of using hybrid systems to enhance illumination quality and reduce operational costs.

Abstract

This record is a repository-preserved copy of an article originally published in The European Journal of Research and Development by Orclever Science it is not the version of record, and Zenodo is not the publisher of this work. Version of Record (primary publication): https://doi.org/10.56038/ejrnd.v5i1.747 Publisher: Orclever Science & Research Group. Journal: The European Journal of Research and Development. For citation, please use the Crossref DOI and the journal citation above — not the Zenodo DOI.

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Cite This Study

Doğan et al. (Tue,) studied this question.

synapsesocial.com/papers/69edadd94a46254e215b55ee https://doi.org/https://doi.org/10.5281/zenodo.19745169

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