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Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels

Research article (2019 IEEE International Conference on Environment and Electrical Engineering and 2019 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe), 2019) · cited 25× · AI/ML
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Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels

Summary

Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels is a scholarly article[1].

Key Facts

  • Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels's instance of is recorded as scholarly article[2].

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Direct Wikidata claims

  1. [2] ↑ . wikidata.org.

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  1. [1] ↑ . Wikidata. wikidata.org.

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APA 4ort.xyz Knowledge Graph. (2026). Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels. Retrieved May 24, 2026, from https://4ort.xyz/entity/minimizing-lighting-consumption-in-existing-tunnels-using-a-no-cost-fine-tuning-method-for-switching-lighting-stages-acc
MLA “Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/minimizing-lighting-consumption-in-existing-tunnels-using-a-no-cost-fine-tuning-method-for-switching-lighting-stages-acc.
BibTeX @misc{4ortxyz_minimizing-lighting-consumption-in-existing-tunnels-using-a-no-cost-fine-tuning-method-for-switching-lighting-stages-acc_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels}}, year = {2026}, url = {https://4ort.xyz/entity/minimizing-lighting-consumption-in-existing-tunnels-using-a-no-cost-fine-tuning-method-for-switching-lighting-stages-acc}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Minimizing lighting consumption in existing tunnels using a no-cost fine-tuning method for switching lighting stages according revised luminance levels — https://4ort.xyz/entity/minimizing-lighting-consumption-in-existing-tunnels-using-a-no-cost-fine-tuning-method-for-switching-lighting-stages-acc (retrieved 2026-05-24)

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