Accurate real-time heat release rate (HRR) measurement is critical in fire safety engineering. This study proposes a cascaded deep learning framework integrating visual flame detection and ...
Early detection of forest fires is essential to limit ecological damage and economic loss. This study evaluates two lightweight convolutional models for binary fire recognition using a balanced ...
Traditional fire-detection strategies that only react after smoke and flames appear are insufficient for protecting ...