Solutions to the insufficiency of label data in renewable energy forecasting: A comparative and integrative analysis of domain adaptation and fine-tuning

Y Gao, Z Hu, WA Chen, M Liu - Energy, 2024 - Elsevier
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 …

Femtosecond laser-produced heterogeneous wettability surfaces for turning Leidenfrost drop spinning

Y Liu, K Yin, P Yang, D Yan, CJ Arnusch - Applied Physics Letters, 2024 - pubs.aip.org
Liquid droplets on superheated surfaces produce the Leidenfrost effect. This phenomenon
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 …

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 …

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 …

The hydrodynamic aspect mechanism of the effect of surfactant on boiling heat transfer

S Ni, CK Cheng, X Li, S Ahmad, D Ji, J Zhao - … Communications in Heat …, 2024 - Elsevier
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 …

Extraordinary boiling enhancement by hybrid dividing zones of micro-nano structures

X Jiang, SWA Shah, G Chen, S **e - International Communications in Heat …, 2024 - Elsevier
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 …

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 …

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 …

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 …