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Solutions to the insufficiency of label data in renewable energy forecasting: A comparative and integrative analysis of domain adaptation and fine-tuning
The prediction of renewable energy plays a critical role in optimizing the operation, fault
diagnosis, and other essential tasks within its energy system. Given the scarcity of labeled …
diagnosis, and other essential tasks within its energy system. Given the scarcity of labeled …
Femtosecond laser-produced heterogeneous wettability surfaces for turning Leidenfrost drop spinning
Liquid droplets on superheated surfaces produce the Leidenfrost effect. This phenomenon
might lead to droplet manipulation and control strategies in microfluidics and thermal …
might lead to droplet manipulation and control strategies in microfluidics and thermal …
[HTML][HTML] Physics-informed neural networks for two-phase film boiling heat transfer
D Jalili, Y Mahmoudi - International Journal of Heat and Mass Transfer, 2025 - Elsevier
In this paper, a physics-informed neural network (PINN) technique is developed to study a
two-phase film boiling heat transfer process. Data generated through computational fluid …
two-phase film boiling heat transfer process. Data generated through computational fluid …
Research on single-phase flow and two-phase flow boiling cooling performance of microchannel thermal management system with novel Tesla Valve design
Z Rui, J Hao, J Ma, H Peng - International Journal of Heat and Mass …, 2024 - Elsevier
In this work, a further modified Tesla Valva type microchannel: open-groove microchannel of
sector bump (OGMCSB) was proposed and optimized for efficient thermal management. The …
sector bump (OGMCSB) was proposed and optimized for efficient thermal management. The …
Advances in the study of bubbles in boiling and their application to electrolytic hydrogen production
H Chu, C Yang, D Wang, W Deng, N Xu - … Journal of Heat and Fluid Flow, 2025 - Elsevier
Boiling heat transfer is an efficient and green heat transfer method that is widely used in
industrial production. Single bubble pool boiling is a specific case of pool boiling, which …
industrial production. Single bubble pool boiling is a specific case of pool boiling, which …
The hydrodynamic aspect mechanism of the effect of surfactant on boiling heat transfer
Surfactants have been widely used in various industrial fields. Simply adding a small
amount of surfactant can greatly enhance the boiling heat transfer of water, which can …
amount of surfactant can greatly enhance the boiling heat transfer of water, which can …
Extraordinary boiling enhancement by hybrid dividing zones of micro-nano structures
Boiling two-phase transition is considered to be the ultimate effective cooling strategy for the
next generation of high-power devices in the near future in various application scenarios …
next generation of high-power devices in the near future in various application scenarios …
Classification of boiling regimes, fluids, and heating surfaces through deep learning algorithms and image analysis
C Paz, A Cabarcos, M Concheiro… - International Journal of …, 2025 - Elsevier
Precise monitoring and forecasting of boiling dynamics are crucial for ensuring reliability
near critical conditions in thermal systems. This study applies Convolutional Neural Network …
near critical conditions in thermal systems. This study applies Convolutional Neural Network …
Multi-task image-based deep learning for boiling analysis: Material recognition and heat flux prediction
M Wu, N Gui, X Yang, J Tu, S Jiang - International Communications in Heat …, 2025 - Elsevier
Pool boiling, a fundamental heat transfer process, has been extensively studied due to its
importance in various industrial applications. This paper presents a multi-task deep learning …
importance in various industrial applications. This paper presents a multi-task deep learning …
Water transportation using a low-height overhang structure along with an expansion pressure of bubbles in a nucleate boiling region
H Sugioka, A Miyauchi, A Oshiro - Physics of Fluids, 2024 - pubs.aip.org
Effective use of low-grade energy is a vital issue for a more sustainable society. Here, we
propose a water pump using a low-height overhang structure that effectively uses an …
propose a water pump using a low-height overhang structure that effectively uses an …