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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
30 Nov 2022 SERC Institute for Infocomm Research Extracting film thickness and optical constants from spectrophotometric data by evolutionary optimization Rajdeep Dutta, Siyu Isaac Parker Tian, Zhe Liu, Madhavkrishnan Lakshminarayanan, Selvaraj Venkataraj, Yuanhang Cheng, Daniil Bash, Vijila Chellappan, Tonio Buonassisi, Senthilnath Jayavelu PLOS ONE
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
26 Jul 2019 SERC Institute of Materials Research and Engineering Inertial Effective Mass as an Effective Descriptor for Thermoelectrics via Data-driven Evaluation Ady Suwardi, Daniil Bash, Hong Kuan Ng, Jose Recatala Gomez, Durga Venkata Repaka, Pawan Kumar, Kedar Hippalgaonkar Journal of Materials Chemistry A