Gu Yu, Zhang Zexi, Gao Tianyi, Gómez-Bombarelli Rafael, Chen Mao
State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, 200433, Shanghai, China.
Department of Materials Science and Engineering, Massachusetts Institute of Technology, 02139, Massachusetts, USA.
Angew Chem Int Ed Engl. 2024 Oct 14;63(42):e202409744. doi: 10.1002/anie.202409744. Epub 2024 Sep 12.
Alternating copolymers are crucial for diverse applications. While dispersity (Ð, also known as molecular weight distribution, MWD) influences the properties of polymers, achieving low dispersities in alternating copolymers poses a notable challenge via free radical polymerizations (FRPs). In this work, we demonstrated an unexpected discovery that dispersities are affected by the participation of charge transfer complexes (CTCs) formed between monomer pairs during free radical alternating copolymerization, which have inspired the successful synthesis of various alternating copolymers with low dispersities (>30 examples, Ð=1.13-1.39) under visible-light irradiation. The synthetic method is compatible with binary, ternary and quaternary alternating copolymerizations and is expandable for both fluorinated and non-fluorinated monomer pairs. DFT calculations combined with model experiments indicated that CTC-absent reaction exhibits higher propagation rates and affords fewer radical terminations, which could contribute to low dispersities. Based on the integration of Monte Carlo simulation and Bayesian optimization, we established the relationship map between FRP parameter space and dispersity, further suggested the correlation between low dispersities and higher propagation rates. Our research sheds light on dispersity control via FRPs and creates a novel platform to investigate polymer dispersity through machine learning.
交替共聚物在多种应用中至关重要。虽然分散度(Ð,也称为分子量分布,MWD)会影响聚合物的性能,但通过自由基聚合(FRP)在交替共聚物中实现低分散度是一项显著挑战。在这项工作中,我们展示了一个意外发现,即在自由基交替共聚过程中,单体对之间形成的电荷转移络合物(CTC)的参与会影响分散度,这激发了在可见光照射下成功合成各种低分散度交替共聚物(>30个例子,Ð = 1.13 - 1.39)。该合成方法与二元、三元和四元交替共聚兼容,并且对于氟化和非氟化单体对均可扩展。密度泛函理论(DFT)计算结合模型实验表明,不存在CTC的反应表现出更高的增长速率且自由基终止较少,这可能有助于实现低分散度。基于蒙特卡罗模拟和贝叶斯优化的整合,我们建立了FRP参数空间与分散度之间的关系图,进一步表明低分散度与更高增长速率之间的相关性。我们的研究揭示了通过FRP控制分散度的方法,并创建了一个通过机器学习研究聚合物分散度的新平台。