Describe the high-speed video capture of the boiling events.

Summary of the 3D CNN's ability to map visual boiling features to thermal measurements. To make this paper truly "solid,"

(pressure, temperature, tube geometry) shown in the video? Compare the results to traditional empirical correlations ?

Describe the I3D (Inflated 3D) training on the dataset. Results: Present the accuracy of heat flux estimation. Discussion: Analyze how the model performs on the video. 5. Conclusion

Based on the prompt "pool.mp4" and the request to "put together a solid paper," the search results suggest a strong connection to , according to a recent Feb 2026 study. The video likely demonstrates the 3D modelling of bubble dynamics or the experimental setup described in that paper.

Propose a 3D CNN model to estimate heat flux using pool.mp4 . 2. Related Work