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This is a Quantitative Study study.

Comprehensive analysis of parameters for assessing the effectiveness of unmanned aerial systems in monitoring forest fires

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Using unmanned aerial systems reduces fire detection time by 20–30%, making monitoring significantly more efficient.
Field tests show a 15–20% increase in the accuracy of fire parameter determination with UAS compared to traditional methods.
UAS monitoring can increase the frequency of observations by 2–3 times, improving overall forest fire management.
Implementing a comprehensive UAS-based monitoring system can significantly enhance forest fire prevention and suppression efforts.

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Observational analysis demonstrates improved fire detection and safety in monitoring forest fires, suggesting UAS can enhance monitoring efficiency.

ZAVOROTNY et al. (2025) studied this question.

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Observational analysis demonstrates improved fire detection and safety in monitoring forest fires, suggesting UAS can enhance monitoring efficiency.