2025年文章
46. Junbao Hu, Dingyu Hou, Jian Jiang*. Physical embedding machine learning force fields for organic systems[J]. arXiv preprint arXiv:2509.10270 (2025). https://arxiv.org/abs/2509.10270
45. Xiujun Wang, Shichao Li, Jian Zhang, Qiuhui Chang*, Jian Jiang*. Atif-V2.0: Extending Classical Density Functional Theory with Interfacial Statistical Associating Fluid Theory for Inhomogeneous Associating Fluids[J]. Chinese Journal of Polymer Science, 2025, 43(11), 2128-2137. https://doi.org/10.1007/s10118-025-3412-9
44. Jilei Chen, Dingyu Hou*, Leyao Zhuang, Jian Jiang*. Atomic insights into mechanisms of thermal stability enhancement of cured boron-silicon modified phenolic resin[J]. Polymer Degradation and Stability, 2026, 243, 111748. https://doi.org/10.1016/j.polymdegradstab.2025.111748
43. Zhiwei Wang#, Zexuan Pu#, Lifeng Xu, Shichao Li, Jian Zhang*, Jian Jiang*. AI-driven inverse design of high-performance viscosity modifiers[J]. Chinese Journal of Polymer Science, 2025, 43(10): 1700-1706. https://doi.org/10.1007/s10118-025-3404-9
42. Xiujun Wang, Shichao Li, Jian Zhang, Leying Qing*, Jian Jiang*. Adsorption and Desorption Behavior of Branched Polymers with Hydrophobic, Hydrophilic, and Charged Side Chains[J]. Langmuir, 2025, 41(28), 18911-18918. https://doi.org/10.1021/acs.langmuir.5c02862
41. Junbao Hu, Lifeng Xu, Jian Jiang*. Machine learning force fields: recent advances and technical challenges in cross-disciplinary applications[J]. SCIENTIA SINICA Chimica, 2025, 55. https://doi.org/10.1360/SSC-2025-0084
40. Zhixuan Zhong, Lifeng Xu, Jian Jiang*. A Neural-Network-Based Mapping and Optimization Framework for High-Precision Coarse-Grained Simulation[J]. Journal of Chemical Theory and Computation, 2025, 21(2), 859-870. https://doi.org/10.1021/acs.jctc.4c01466
39. Leying Qing, Xiujun Wang, Shichao Li, Jian Zhang, Jian Jiang*. Thermodynamic Perturbation Theory for Charged Branched Polymers[J]. Journal of Chemical Theory and Computation, 2025, 21(1), 333-346. https://doi.org/10.1021/acs.jctc.4c01187
38. Qiuhui Chang, Ruochao Wang, Leying Qing*, Jian Jiang*. Trends in sequence-defined polyelectrolyte systems: a perspective[J]. Chinese Journal of Polymer Science, 2025, 43, 1-17. https://doi.org/10.1007/s10118-024-3221-6