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WebAug 30, 2024 · The image-based deep learning method is demonstrated as an effective way to extract features from fire scene images and achieve accurate HRR prediction in real-time. Moreover, it provides an alternative method to measure the fire HRR based on fire scene images when traditional calorimetric methods cannot be used. WebJun 11, 2024 · In machine learning, we want the model to automatically learn such interdependencies from data. Machine learning has been applied to time series analysis for both classification and forecasting (Zhang et al. 1998; Zhang 2003; Lai et al. 2024; Qin et al. 2024).In classification, the machine learns to assign a label to a time series, for instance … WebAug 30, 2024 · The heat release rate (HRR) is the most critical parameter in characterizing the fire behavior and thermal effects of a burning item. However, traditional fire calorimetry methods are not applicable due to the lack of equipment in most fire scenarios. This work explores the real-time fire heat release rate prediction by using fire scene images and … nubian directions poughkeepsie