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Updated: May 6, 2026

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电极网 (Electrode Net):将深度学习与符号距离场定制为快速准确的多尺度设计多孔电极

Pengzhu Lin1, Jing Sun1, Yinglun Tang2

  • 1Department of Mechanical and Aerospace Engineering, The Hong Kong University of Science and Technology, Hong Kong 999077, China.

Science bulletin
|September 20, 2025
PubMed
概括

一个新的深度学习框架,电极网,有效地预测了先进的流动电池的多孔电极特性. 这可以通过降低高达96%的计算成本来加速设计,同时保持高精度.

关键词:
深度学习是一种深度学习.电极设计 电极设计流体细胞是流体细胞.大众运输是大众运输.多层次的多层次的

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The Electrical Double Layer01:30

The Electrical Double Layer

In the region where two bulk phases meet, an intricate electric charge distribution arises due to charge transfer, ion adsorption, molecular orientation, and charge distortion. This complex distribution is commonly referred to as the electrical double layer.When a solid electrode interfaces with ions in an electrolyte solution, the speed of electron transfer dictates the rates of oxidation and reduction. The electrode acquires a charge through the escape of atoms into the solution as cations or...
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