论文

Shizhao Zhang, Shuixing Li, Siqin Song, Yang Zhao, Liang Gao*, Hongzheng Chen*, Hanying Li, Jiaping Lin*

Deep Learning-Assisted Design of Novel DonorAcceptor Combinations for Organic Photovoltaic Materials with Enhanced Efficiency

Adv. Mater. 2025, 37, 2407613


Yinyi Xu#, Wanxun Feng#, Liquan Wang*, Jiaping Lin*, Xiangfei Ye, Xinyao Xu, Lei Du

Data-Driven Design of High-Performance Polyimides With Enhanced Heat Resistance and Dielectric Properties

Adv. Funct. Mater.2025, 2507614


Wenlin Zhao#, Xinyao Xu#, Haoxiang Lan, Liquan Wang*, Jiaping Lin*, Lei Du, Chongyin Zhang, Xiaohui Tian

Designing Multicomponent Thermosetting Resins through Machine Learning and High-Throughput Screening

Macromolecules 2025, 58, 744753

 

Xiangfei Ye#, Zhentao Zhang#, Haoxiang Lan, Chongyin Zhang*, Liquan Wang*, Jiaping Lin*, Xinyao Xu, Yinyi Xu, Lei Du, Xiaohui Tian

Design of Thermosetting Polymers with High Thermal Stability and Enhanced Processability via ML-assisted Material Genome Approach

Macromolecules 2025, DOI: 10.1021/acs.macromol.5c00386



Chunhui Xie, Haoke Qiu, Lu Liu, Yang You, Hongfei Li, Yunqi Li*, Zhaoyan Sun*, Jiaping Lin*, Lijia An

Machine Learning Approaches in Polymer Science: Progress and Fundamental for a New Paradigm

SmartMat 2025, 6, e1320


Zhehao Hu, Tianyi Wang, Jiaping Lin*, Liquan Wang*

Sequence Effects on the Glass Transition Temperature of Silicone-Containing Copolymers

Macromolecules 2025, DOI: 10.1021/acs.macromol.5c00318


Qianlin Cai, Tianyun Cai, Jiaping Lin, Liangshun Zhang

Expanding the Toolbox of DNA Supramolecular Polymerization for Hyperbranched Nanopolymers

Macromolecules 2025, 58, 4509-4519


Jiaqi An, Yanlong Ran, Jiaping Lin, Liangshun Zhang*

Prediction of microstructural evolution of multicomponent polymers by Physics-Informed neural networks

Computational Materials Science, 2025, 246, 113502


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