[1] Jie Su; Jiali Li; Na Guo; Xinnan Peng; Jun Yin; Jiahao Wang; Pin Lyu; Zhiyao Luo; Koen
Mouthaan; Jishan Wu; Chun Zhang*; Xiaonan Wang*; Jiong Lu*; Intelligent synthesis of magnetic nanographenes via chemist-intuited atomic robotic probe, Nature Synthesis, 2024.
[2] Yuan, Xiangzhou, Manu Suvarna, Juin Yau Lim, Javier Pérez-Ramírez, Xiaonan Wang, and Yong Sik Ok. "Active Learning-Based Guided Synthesis of Engineered Biochar for CO2 Capture." Environmental Science & Technology (2024).
[3] Xiaohu Ge; Jun Yin; Zhouhong Ren; Kelin Yan; Yundao Jing; Yueqiang Cao*; Nina Fei; Xi Liu*; Xiaonan Wang*; Xinggui Zhou; Liwei Chen; Weikang Yuan; Xuezhi Duan*; Atomic Design of Alkyne Semihydrogenation Catalysts via Active Learning, Journal of the American Chemical Society, 2024,146(7): 4993-5004
[4] Nung Siong Lai; Yi Shen Tew; Xialin Zhong; Jun Yin; Jiali Li; Binhang Yan; Xiaonan Wang*;
Artificial Intelligence (AI) Workflow for Catalyst Design and Optimization, Industrial & Engineering Chemistry Research, 2023, 62(43): 17835-17848.
[5] Honghao Chen; Yingzhe Zheng; Jiali Li; Lanyu Li; Xiaonan Wang*; AI for Nanomaterials
Development in Clean Energy and Carbon Capture, Utilization and Storage (CCUS), ACS Nano, 2023, 17(11): 9763-9792.
[6] Tiankai Chen; Jiali Li; Pengfei Cai; Qiaofeng Yao; Zekun Ren; Yixin Zhu; Saif Khan;Jianping Xie*; Xiaonan Wang*; Identification of chemical compositions from “featureless” optical absorption spectra: Machine learning predictions and experimental validations, Nano Research, 2023, 16: 4188-4196
[7] Haitao Yang; Jiali Li; Kai Zhuo Lim; Chuanji Pan; Tien Van Truong; Qian Wang; Kerui Li;Shuo Li; Xiao Xiao; Meng Ding; Tianle Chen; Xiaoli Liu; Qian Xie; Pablo Valdivia y. Alvarado; Xiaonan Wang*; Po-Yen Chen*; Automatic strain sensor design via active learning and data augmentation for soft machines, Nature Machine Intelligence, 2022, 4(1): 84-94.
[8] Hao Deng; Zhiyao Luo; Joe Imbrogno; Tim M. Swenson; Zhongyi Jiang; Xiaonan Wang*; Sui Zhang*; Machine Learning Guided Polyamide Membrane with Exceptional Solute–Solute Selectivity and Permeance, Environmental Science & Technology, 2022, 57(46): 17841-17850.
[9] Jie Li; Lanjia Pan; Manu Suvarna; Xiaonan Wang*; Machine learning aided supercritical water gasification for H2-rich syngas production with process optimization and catalyst
screening, Chemical Engineering Journal, 2021, 426(131285): 1-18.
[10] Manu Suvarna; Ken Shaun Yap; Wentao Yang; Jun Li; Yen Ting Ng; Xiaonan Wang*; Cyber–Physical Production Systems for data-driven, decentralized, and secure manufacturing—A perspective, Engineering, 2021, 7(9): 1212-1223.
[11] Flore Mekki-Berrada; Zekun Ren; Tan Huang; Wai Kuan Wong; Fang Zheng; Jiaxun Xie; IsaacParker Siyu Tian; Senthilnath Jayavelu; Zackaria Mahfoud; Daniil Bash; Kedar Hippalgaonkar; Saif Khan; Tonio Buonassisi; Qianxiao Li; Xiaonan Wang*; Two-step machine learning enables optimized nanoparticle synthesis, npj Computational Materials, 2021, 7(1): 1-10.
[12] Jiali Li; Mykola Telychko; Jun Yin; Yixin Zhu; Guangwu Li; Shaotang Song; Haitao Yang; Jing Li; Jishan Wu; Jiong Lu*; Xiaonan Wang*; Machine vision automated chiral molecule detection and classification in molecular imaging, Journal of the American Chemical Society, 2021, 143(27): 10177-10188.
[13] Shidang Xu; Jiali Li; Pengfei Cai; Xiaoli Liu; Bin Liu*; Xiaonan Wang*; Self-improving photosensitizer discovery system via Bayesian search with first-principle simulations, Journal of the American Chemical Society, 2021, 143(47): 19769-19777.
[14] Zuming Liu; Mei Qi Lim; Markus Kraft; Xiaonan Wang*; Simultaneous design and operation optimization of renewable combined cooling heating and power systems, AIChE Journal, 2020,66(12): e17039.
[15] Lin Jing; Qian Xie; Hongling Li; Kerui Li; Haitao Yang; Patricia Li Ping Ng; Shuo Li;Yang Li; Edwin Hang Tong Teo; Xiaonan Wang*; Po-Yen Chen*; Multigenerational crumpling of 2D materials for anticounterfeiting patterns with deep learning authentication, Matter, 2020, 3(6):2160-2180