Early Warning of Nerve Agent Release in Large Indoor Environments Based on Encoder-Decoder Coupling Physics-Informed Neural Network

Early Warning of Nerve Agent Release in Large Indoor Environments Based on Encoder-Decoder Coupling Physics-Informed Neural Network

Accurately perceiving spatial distribution patterns, detecting dynamic evolution characteristics, and issuing early warnings set higher standards for indoor safety and protection efforts. Computational fluid dynamics (CFD) methods provide accurate predictions but struggle with real-time performance,...

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Bibliographic Details
Main Authors: Shuobei Sun, Yang Peng, An Wang, Yiwen Xie, Yang Hu, Zhongyu Hou
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Nerve agents
CFD
encoder-decoder coupling physics-informed neural network
transformer
early warning
Online Access:https://ieeexplore.ieee.org/document/11075685/
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https://ieeexplore.ieee.org/document/11075685/

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