Results 191 to 200 of about 168,015 (309)

Leveraging Transfer Learning to Overcome Data Limitations in Czochralski Crystal Growth

open access: yesAdvanced Theory and Simulations, EarlyView.
A data‐driven framework combining Computational Fluid Dynamics (CFD) simulations and machine learning is proposed to model and optimize Czochralski crystal growth. Using different transfer learning strategies (Warm Start, Merged Training, and Hyperparameter Transfer) the study demonstrates improved predictions for Ge and GaAs growth from Si‐trained ...
Milena Petkovic   +3 more
wiley   +1 more source

Light‐Driven, Super‐Fast Self‐Healing Transparent MXene/W18O49/Polyurethane Films with Superior Toughness for Thermal Management

open access: yesAdvanced Science, EarlyView.
Reducing the substantial energy demand of active illumination, ventilation, and air conditioning is of paramount importance. Here, the authors show a transparent PUMW elastomer with super‐fast self‐healing efficiency and superior toughness that enables impressive performance in practical smart windows.
Xiaoqing Sui   +10 more
wiley   +1 more source

A Multifunctional Photothermal Catalyst Enabling Full‐Day Sustainable Power and Indoor Air Quality Control

open access: yesAdvanced Science, EarlyView.
In this study, a novel photothermal catalyst, Mn7Co3Ce1Ox has been developed, which features a type‐II heterojunction structure that enables broad‐spectrum absorption, including visible and infrared light. This material significantly enhances the photothermal catalytic efficiency by overcoming the limitations of traditional catalysts that struggle to ...
Niansi Li   +9 more
wiley   +1 more source

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