周跫桦，副教授/博士，[博士生导师]
2017年6月博士毕业于新葡的京集团35222vip，主要从事数据驱动的材料设计研究。发表一作/通讯作者SCI论文40余篇，包括Nat. Commun.(4)、Adv. Mater.(2)、Natl. Sci. Rev.、J. Am. Chem. Soc.、Angew. Chem. Int. Ed.、Chem等。SCI被引5500余次，单篇他引过百14篇，4篇入选ESI高被引，H指数31。主持国基面上等省部级以上项目3项，主持企业横向项目2项。
研究方向：
（1）面向小数据集的机器学习材料设计方法开发；
（2）基于生成模型的材料逆向设计；
（3）描述符构筑及知识挖掘。
科研项目:
国家自然科学基金面上项目，2024.01-2027.12，主持，在研。
国家自然科学基金青年项目C类，2021.01-2023.12，主持，结题。
江苏省自然科学基金青年项目，2018.07-2021.06，主持，结题。
部分学术成果：
(1) Xinyu Chen, Zhilong Song, Shuaihua Lu, Qian Chen, Yuanqiu Mo, Qionghua Zhou*, Jinlan Wang*, Continuous Discovery of Novel 2D Materials via Dual Active Learning-Driven Generative Models, Natl. Sci. Rev. 2026, nwag101.
(2) Zhilong Song, Shuaihua Lu, Minggang Ju, Qionghua Zhou*, Jinlan Wang*, Accurate Prediction of Synthesizability and Precursors of 3D Crystal Structures via Large Language Models, Nat. Commun. 2025, 16, 6530.
(3) Zhilong Song, Linfeng Fan, Shuaihua Lu, Chongyi Ling, Qionghua Zhou*, Jinlan Wang*, Inverse Design of Promising Electrocatalysts for CO2 Reduction via Generative Models and Bird Swarm Algorithm, Nat. Commun. 2025, 16, 1053.
(4) Xinyu Chen, Shuaihua Lu, Qian Chen, Qionghua Zhou*, Jinlan Wang*, From Bulk Effective Mass to 2D Carrier Mobility Accurate Prediction via Adversarial Transfer Learning, Nat. Commun. 2024, 15, 5391.
(5) Shuaihua Lu#, Qionghua Zhou#, Yilv Guo, Jinlan Wang*, On-the-fly Interpretable Machine Learning for Rapid Discovery of Two-Dimensional Ferromagnets with High Curie Temperature. Chem 2022, 8, 769-783.
(6) Shuaihua Lu#, Qionghua Zhou#, Yilv Guo, Yehui Zhang, Yilei Wu, Jinlan Wang*, Coupling a Crystal Graph Multilayer Descriptor to Active Learning for Rapid Discovery of 2D Ferromagnetic Semiconductors/Half-Metals/Metals. Adv. Mater. 2020, 32, 2002658.
(7) Shuaihua Lu#, Qionghua Zhou#, Yixin Ouyang, Yilv Guo, Qiang Li, Jinlan Wang*, Accelerated discovery of stable lead-free hybrid organic-inorganic perovskites via machine learning. Nat. Commun. 2018, 9, 3405.
(8) Qionghua Zhou, Qian Chen*, Yilong Tong, Jinlan Wang*, Light-Induced Ambient Degradation of Few-Layer Black Phosphorus: Mechanism and Protection. Angew. Chem. Int. Ed. 2016, 55, 11437-11441.