Results 261 to 270 of about 174,142 (357)

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

Obtaining Orthogonal Thermal Conductivity Components from Anisotropic Thin Films Using the Pseudo Steady‐State 3ω Method

open access: yesAdvanced Theory and Simulations, EarlyView.
Measurement of thin film thermal conductivity is challenging for isotropic materials, but is even more so for films with anisotropic in‐plane properties. This work establishes the pseudo steady‐state 3ω technique as a suitable method to extract orthogonal in‐plane thermal conductivity components from thin films. Abstract Directional characterization of
José F. Serrano‐Claumarchirant   +4 more
wiley   +1 more source

Heat flux sensors for infrared thermography in convective heat transfer. [PDF]

open access: yesSensors (Basel), 2014
Carlomagno GM   +3 more
europepmc   +1 more source

Toward a Universal Czochralski Growth Model Leveraging Data‐Driven Techniques

open access: yesAdvanced Theory and Simulations, EarlyView.
This data‐driven study investigates Czochralski growth using Decision Trees, Symbolic Regression, ANN, and SHAP to assess the impact of 21 process and design parameters on crystal quality. Trained on 632 CFD simulation datasets across four crystalline materials, it demonstrates the feasibility of a universal Cz model applicable to various ...
Natasha Dropka   +4 more
wiley   +1 more source

Liquid Crystal‐Driven Chemical Feeding Accelerates Condensation Reactions in Droplet Microreactors

open access: yesAdvanced Science, EarlyView.
This work introduces a liquid crystal (LC)‐based platform for dynamic chemical feeding in droplet microreactors, enabling unprecedented control over reaction kinetics and mass transfer. By leveraging LC phase transition‐mediated release, new pathways are unlocked for enhancing confined reaction environments, advancing the fundamental capabilities of ...
Yang Xu   +5 more
wiley   +1 more source

Biomimetic Thermal Safety Strategies in Batteries for Electric Vehicles: from Biological Principles to Engineering Approaches

open access: yesAdvanced Science, EarlyView.
Biological principles derived from natural structures and functions inspire novel biomimetic strategies for battery thermal safety. This review summarizes applications of biomimetic concepts in preventing thermal runaway, highlighting design strategies that enhance thermal safety protection.
Weifeng Li   +7 more
wiley   +1 more source

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