Photonics Research, Volume. 9, Issue 2, B38(2021)
Smart ring resonator–based sensor for multicomponent chemical analysis via machine learning
[9] A. H. Kamal, S. F. El-Malla, S. F. Hammad. A review on UV spectrophotometric methods for simultaneous multicomponent analysis. Eur. J. Pharm. Med. Res., 3, 348-360(2016).
[13] R. Wehrens, B.-H. Mevik. The pls package: principal component and partial least squares regression in R. J. Stat. Softw., 18, 1-24(2007).
[24] A. Moraru, M. Pesko, M. Porcius, C. Fortuna, D. J. Mladenic. Using machine learning on sensor data. J. Comput. Inf. Syst., 18, 341-347(2010).
[37] M. Abadi, P. Barham, J. Chen, Z. Chen, A. Davis, J. Dean, M. Devin, S. Ghemawat, G. Irving, M. Isard. TensorFlow: a system for large-scale machine learning. 12th USENIX Symposium on Operating Systems Design and Implementation, 265-283(2016).
[38] H. Zhang, M. F. Karim, S. Zheng, H. Cai, Y. Gu, S. S. Chen, H. Yu, A. Q. Liu. A high-resolution dual-microring-based silicon photonic sensor using electronic integrated circuit. CLEO: Applications and Technology, ATh4O.4(2018).
[39] H. Zhang, M. F. Karim, S. Zheng, H. Cai, Y. Gu, S. S. Chen, H. Yu, A. Q. Liu. Machine learning and silicon photonic sensor for complex chemical components determination. CLEO: Science and Innovations, JW2A.54(2018).
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Zhenyu Li, Hui Zhang, Binh Thi Thanh Nguyen, Shaobo Luo, Patricia Yang Liu, Jun Zou, Yuzhi Shi, Hong Cai, Zhenchuan Yang, Yufeng Jin, Yilong Hao, Yi Zhang, Ai-Qun Liu, "Smart ring resonator–based sensor for multicomponent chemical analysis via machine learning," Photonics Res. 9, B38 (2021)
Special Issue: DEEP LEARNING IN PHOTONICS
Received: Oct. 6, 2020
Accepted: Nov. 18, 2020
Published Online: Jan. 22, 2021
The Author Email: Yilong Hao (haoyl@pku.edu.cn), Yi Zhang (yi_zhang@ntu.edu.sg), Ai-Qun Liu (eaqliu@ntu.edu.sg)