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Inverse design of chiral functional films by a robotic AI-guided system

Artificial chiral materials and nanostructures with strong and tuneable chiroptical activities, including sign, magnitude, and wavelength distribution, are useful owing to their potential applications in chiral sensing, enantioselective catalysis, and chiroptical devices. Thus, the inverse design an...

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Detalles Bibliográficos
Autores principales: Xie, Yifan, Feng, Shuo, Deng, Linxiao, Cai, Aoran, Gan, Liyu, Jiang, Zifan, Yang, Peng, Ye, Guilin, Liu, Zaiqing, Wen, Li, Zhu, Qing, Zhang, Wanjun, Zhang, Zhanpeng, Li, Jiahe, Feng, Zeyu, Zhang, Chutian, Du, Wenjie, Xu, Lixin, Jiang, Jun, Chen, Xin, Zou, Gang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10551020/
https://www.ncbi.nlm.nih.gov/pubmed/37794036
http://dx.doi.org/10.1038/s41467-023-41951-x
Descripción
Sumario:Artificial chiral materials and nanostructures with strong and tuneable chiroptical activities, including sign, magnitude, and wavelength distribution, are useful owing to their potential applications in chiral sensing, enantioselective catalysis, and chiroptical devices. Thus, the inverse design and customized manufacturing of these materials is highly desirable. Here, we use an artificial intelligence (AI) guided robotic chemist to accurately predict chiroptical activities from the experimental absorption spectra and structure/process parameters, and generate chiral films with targeted chiroptical activities across the full visible spectrum. The robotic AI-chemist carries out the entire process, including chiral film construction, characterization, and testing. A machine learned reverse design model using spectrum embedded descriptors is developed to predict optimal structure/process parameters for any targeted chiroptical property. A series of chiral films with a dissymmetry factor as high as 1.9 (g(abs) ~ 1.9) are identified out of more than 100 million possible structures, and their feasible application in circular polarization-selective color filters for multiplex laser display and switchable circularly polarized (CP) luminescence is demonstrated. Our findings not only provide chiral films with the highest reported chiroptical activity, but also have great fundamental value for the inverse design of chiroptical materials.