共价键
Boosting(机器学习)
催化作用
膜
共价有机骨架
化学
计算机科学
有机化学
生物化学
人工智能
作者
Liping Zheng,Zhengqing Zhang,Zhuozhi Lai,Shijie Yin,Weipeng Xian,Qingwei Meng,Zhifeng Dai,Yubing Xiong,Xiangju Meng,Shengqian Ma,Feng‐Shou Xiao,Qi Sun
标识
DOI:10.1038/s41467-024-51250-8
摘要
Membrane reactors are known for their efficiency and superior operability compared to traditional batch processes, but their limited diversity poses challenges in meeting various reaction requirements. Herein, we leverage the molecular tunability of covalent organic frameworks (COFs) to broaden their applicability in membrane reactors. Our COF membrane demonstrates an exceptional ability to achieve complete conversion in just 0.63 s at room temperature-a benchmark in efficiency for Knoevenagel condensation. This performance significantly surpasses that of the corresponding homogeneous catalyst and COF powder by factors of 176 and 375 in turnover frequency, respectively. The enhanced concentration of reactants and the rapid removal of generated water within the membrane greatly accelerate the reaction, reducing the apparent activation energy. Consequently, this membrane reactor enables reactions that are unattainable using both COF powders and homogeneous catalysts. Considering the versatility, our findings highlight the substantial promise of COF-based membrane reactors in organic transformations.
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