材料科学
阳极
电池(电)
锂(药物)
冶金
锂电池
光电子学
阴极
功率(物理)
锂离子电池
作者
Shisheng Lin,Mi Yang,Zhuang Zhao,Mingjia Zhi,Xiaokai Bai,K. Xiong
出处
期刊:Research
[American Association for the Advancement of Science]
日期:2026-01-01
卷期号:9: 1179-1179
标识
DOI:10.34133/research.1179
摘要
As silicon anodes approach their theoretical capacity limits in lithium-ion batteries, the exploration of materials with even higher energy storage potential becomes imperative. Here, we demonstrate that silicon–carbon composites can deliver ultrahigh capacities exceeding 6,500 mAh g −1 , benefiting from the abundant internal defects within the composite. At a charge–discharge rate of 0.1 C (0.42 A g −1 ), the initial discharge specific capacity reaches 6,694.21 mAh g −1 , with a Coulombic efficiency (CE) of 74.71%, markedly exceeding the theoretical capacity limit of silicon. By further optimizing lithium battery electrolyte, the initial discharge specific capacity is 5,294.88 mAh g −1 and CE is increased to 90.96%. Moreover, an artificial intelligence-assisted framework combining a multilayer perceptron with a constrained genetic algorithm predicts a theoretical maximum initial discharge capacity of 7,789.55 mAh g −1 . These results provide compelling evidence that silicon–carbon composites hold great promise for substantially enhancing the energy density of next-generation lithium-ion batteries.
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