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Machine learning driven design of polymer dielectrics for high temperature capacitive energy storage

Energy Environ. Sci., 2026, Advance Article
DOI: 10.1039/D6EE01953F, Paper
Dongduan Liu, Ruojie Cheng, Qiao Li, Feng Wang, Yongqiu Li, Hongxiao Yang, Mingfeng Shen, Qian Zhou, Jinliang He, Qi Li, Chao Yuan
A machine learning-driven high-throughput screening framework for discovering high-performance high-temperature energy storage dielectric materials.
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Strong electron push–pull effect and low transition barrier boosting non-metallic COFs photoelectrode for ultrahigh-rate photo-assisted Li–air batteries

Energy Environ. Sci., 2026, Advance Article
DOI: 10.1039/D6EE01403H, Paper
Yixin Zhou, Qinglong Jing, Xiaoru Zhang, Xuexia He, Jie Sun, Ruibin Jiang, Zhibin Lei, Fujun Li, Qi Li, Zong-Huai Liu
D–A type COFs with strong electron push–pull effect, low transition barrier, and robust built-in electric field were synthesized for photo-assisted Li–Air batteries, exhibiting superior round-trip efficiency, rate capability, and durability.
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Multiscale microenvironment engineering at the gas–liquid–solid triple-phase interface for electrochemical hydrogen evolution

Energy Environ. Sci., 2026, Advance Article
DOI: 10.1039/D6EE02182D, Review Article
Mengqi Li, Xiaolin Feng, Menghui Qi, Yingjie Zhou, Ziyin Xu, Haiyan Wang, Zhengquan Li, Yong Wang
This review highlights multiscale microenvironment engineering for the hydrogen evolution reaction, covering atomic/molecular, mesoscopic and macroscopic scales, which offers insights for next-generation hydrogen production systems.
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Enabling superior high-temperature capacitive performance in polymer dielectrics by multifunctional alternating nanolaminate coating

Energy Environ. Sci., 2026, 19,3261-3270
DOI: 10.1039/D6EE00769D, Paper
Yuqi Liu, Jiufeng Dong, Kaixin Liu, Chengyuan Wang, Yujuan Niu, Liang Sun, Shuoyan Liu, Jiangyu Li, Jiannong Wang, Hong Wang
An alternating Al2O3/ZrO2 nanolaminate coating on polymers delivers a record discharged energy density of 8.50 J cmβˆ’3 with 96.4% efficiency at 150 Β°C via synergistic charge-injection blocking, deep trapping, and lateral electric field redistribution.
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