A real-time mapping method for knowledge graph-driven large language models: a focus on indoor fire evacuations

Efficient indoor fire evacuations are crucial for protecting human life and property. Traditional indoor fire evacuation methods often do not fully account for individual scenario differences, dynamic environments, and their impact on evacuation behavior, leading to evacuation routes that lack flexi...

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Bibliographic Details
Main Authors: Tianxin Wang, Ping Du, Pei Dang, Tao Liu, Pengpeng Li
Format: Article
Language:English
Published: Taylor & Francis Group 2025-08-01
Series:International Journal of Digital Earth
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/17538947.2025.2468407
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