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Publication date Communities Collections Article title Author(s) Journal/Conference
4 Nov 2024 SERC Institute of Materials Research and Engineering Multi-Objective Synthesis Optimization and Kinetics of a Sustainable Terpolymer (Pending publish) Jin Da Tan, Andre K.Y. Low, Shannon Thoi Rui Ying, Sze Yu Tan, Wenguang Zhao, Yee-Fun Lim, Qianxiao Li, Saif A. Khan, Balamurugan Ramalingam, Kedar Hippalgaonkar, Digital Discovery
13 May 2024 SERC Institute of Materials Research & Engineering Evolution-guided Bayesian optimization for constrained multi-objective optimization in self-driving labs Andre K. Y. Low, Flore Mekki-Berrada, Abhishek Gupta, Aleksandr Ostudin, Jiaxun Xie, Eléonore Vissol-Gaudin, Yee-Fun Lim, Qianxiao Li, Yew Soon Ong, Saif A. Khan, Kedar Hippalgaonkar npj Computational Materials
13 Jul 2023 SERC Institute for Infocomm Research Tackling data scarcity with transfer learning: a case study of thickness characterization from optical spectra of perovskite thin films Siyu Isaac Parker Tian, Zekun Ren, Selvaraj Venkataraj, Yuanhang Cheng, Daniil Bash, Felipe Oviedo, J. Senthilnath, Vijila Chellappan, Yee-Fun Lim, Armin G. Aberle, Benjamin P. MacLeod, Fraser G. L. Parlane, Curtis P. Berlinguette, Qianxiao Li, Tonio Buonassisi, Zhe Liu Digital Discovery
20 Dec 2021 SERC Institute for Infocomm Research An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties Zekun Ren, Siyu Isaac Parker Tian, Juhwan Noh, Felipe Oviedo, Guangzong Xing, Jiali Li, Qiaohao Liang, Ruiming Zhu, Armin G. Aberle, Shijing Sun, Xiaonan Wang, Yi Liu, Qianxiao Li, Senthilnath Jayavelu, Kedar Hippalgaonkar, Yousung Jung, Tonio Buonassisi Matter
24 Jun 2021 SERC Institute of Materials Research and Engineering Multi‐Fidelity High‐Throughput Optimization of Electrical Conductivity in P3HT‐CNT Composites Daniil Bash, Yongqiang Cai, Vijila Chellappan, Swee Liang Wong, Xu Yang, Pawan Kumar, Jin Da Tan, Anas Abutaha, Jayce JW Cheng, Yee‐Fun Lim, Siyu Isaac Parker Tian, Zekun Ren, Flore Mekki‐Berrada, Wai Kuan Wong, Jiaxun Xie, Jatin Kumar, Saif A. Khan, Qianxiao Li, Tonio Buonassisi, Kedar Hippalgaonkar Advanced Functional Materials
20 Apr 2021 SERC Institute of Materials Research and Engineering Two-step machine learning enables optimized nanoparticle synthesis Flore Mekki-Berrada, Zekun Ren, Tan Huang, Wai Kuan Wong, Fang Zheng, Jiaxun Xie, Isaac Parker Siyu Tian, Senthilnath Jayavelu, Zackaria Mahfoud, Daniil Bash, Kedar Hippalgaonkar, Saif Khan, Tonio Buonassisi, Qianxiao Li, Xiaonan Wang npj Computational Materials
20 Apr 2021 SERC Institute for Infocomm Research Two-step machine learning enables optimized nanoparticle synthesis Flore Mekki-Berrada, Zekun Ren, Tan Huang, Wai Kuan Wong, Fang Zheng, Jiaxun Xie, Isaac Parker Siyu Tian, Senthilnath Jayavelu, Zackaria Mahfoud, Daniil Bash, Kedar Hippalgaonkar, Saif Khan, Tonio Buonassisi, Qianxiao Li, Xiaonan Wang npj Computational Materials