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Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method

Research article (Tunnelling and Underground Space Technology, 2023) · cited 22× · AI/ML
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Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method

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Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method is a scholarly article[1].

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  • Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method'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). Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method. Retrieved May 24, 2026, from https://4ort.xyz/entity/optimization-and-determination-of-the-parameters-for-a-pid-based-ventilation-system-for-smoke-control-in-tunnel-fires-co
MLA “Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/optimization-and-determination-of-the-parameters-for-a-pid-based-ventilation-system-for-smoke-control-in-tunnel-fires-co.
BibTeX @misc{4ortxyz_optimization-and-determination-of-the-parameters-for-a-pid-based-ventilation-system-for-smoke-control-in-tunnel-fires-co_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method}}, year = {2026}, url = {https://4ort.xyz/entity/optimization-and-determination-of-the-parameters-for-a-pid-based-ventilation-system-for-smoke-control-in-tunnel-fires-co}, note = {Accessed: 2026-05-24}}
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