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Photonics Research
Vol. 10, Issue 10, 2343 (2022)

High-precision whispering gallery microsensors with ergodic spectra empowered by machine learning

Bing Duan^1、†, Hanying Zou^2、†, Jin-Hui Chen^3、4, Chun Hui Ma¹, Xingyun Zhao¹, Xiaolong Zheng², Chuan Wang^5、6、*, Liang Liu^2、7、*, and Daquan Yang^1、8、*

Author Affiliations

¹State Key Laboratory of Information Photonics and Optical Communications, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China

²Beijing Key Laboratory of Intelligent Telecommunication Software and Multimedia, Beijing University of Posts and Telecommunications, Beijing 100876, China

³Institute of Electromagnetics and Acoustics and Fujian Provincial Key Laboratory of Electromagnetic Wave Science and Detection Technology, Xiamen University, Xiamen 361005, China

⁴Shenzhen Research Institute of Xiamen University, Shenzhen 518000, China

⁵School of Artificial Intelligence, Beijing Normal University, Beijing 100875, China

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DOI: 10.1364/PRJ.464133 Cite this Article Set citation alerts

Bing Duan, Hanying Zou, Jin-Hui Chen, Chun Hui Ma, Xingyun Zhao, Xiaolong Zheng, Chuan Wang, Liang Liu, Daquan Yang. High-precision whispering gallery microsensors with ergodic spectra empowered by machine learning[J]. Photonics Research, 2022, 10(10): 2343 Copy Citation Text

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References

[1] Y. Zhi, X.-C. Yu, Q. Gong, L. Yang, Y.-F. Xiao. Single nanoparticle detection using optical microcavities. Adv. Mater., 29, 1604920(2017).

[2] D. Yang, F. Gao, Q.-T. Cao, C. Wang, Y. Ji, Y.-F. Xiao. Single nanoparticle trapping based on on-chip nanoslotted nanobeam cavities. Photon. Res., 6, 99-108(2018).

[3] K. J. Vahala. Optical microcavities. Nature, 424, 839-846(2003).

[4] N. Toropov, G. Cabello, M. P. Serrano, R. R. Gutha, M. Rafti, F. Vollmer. Review of biosensing with whispering-gallery mode lasers. Light Sci. Appl., 10, 42(2021).

[5] Q. Song. Emerging opportunities for ultra-high Q whispering gallery mode microcavities. Sci. China Phys. Mech. Astron., 62, 74231(2019).

[6] D.-Q. Yang, B. Duan, X. Liu, A.-Q. Wang, X.-G. Li, Y.-F. Ji. Photonic crystal nanobeam cavities for nanoscale optical sensing: a review. Micromachines, 11, 72(2020).

[7] D. Yu, M. Humar, K. Meserve, R. C. Bailey, S. N. Chormaic, F. Vollmer. Whispering-gallery-mode sensors for biological and physical sensing. Nat. Rev. Methods Primers, 1, 83(2021).

[8] Y.-F. Xiao, Q. Gong. Optical microcavity: from fundamental physics to functional photonics devices. Sci. Bull., 61, 185-186(2016).

[9] D.-Q. Yang, J.-H. Chen, Q.-T. Cao, B. Duan, H.-J. Chen, X.-C. Yu, Y.-F. Xiao. Operando monitoring transition dynamics of responsive polymer using optofluidic microcavities. Light Sci. Appl., 10, 128(2021).

[10] W. Liu, Y.-L. Chen, S.-J. Tang, F. Vollmer, Y.-F. Xiao. Nonlinear sensing with whispering-gallery mode microcavities: from label-free detection to spectral fingerprinting. Nano Lett., 21, 1566-1575(2020).

[11] M. R. Foreman, J. D. Swaim, F. Vollmer. Whispering gallery mode sensors. Adv. Opt. Photon., 7, 168-240(2015).

[12] Ş. K. Özdemir, J. Zhu, X. Yang, B. Peng, H. Yilmaz, L. He, F. Monifi, S. H. Huang, G. L. Long, L. Yang. Highly sensitive detection of nanoparticles with a self-referenced and self-heterodyned whispering-gallery Raman microlaser. Proc. Natl. Acad. Sci. USA, 111, E3836-E3844(2014).

[13] F. Vollmer, S. Arnold, D. Keng. Single virus detection from the reactive shift of a whispering-gallery mode. Proc. Natl. Acad. Sci. USA, 105, 20701-20704(2008).

[14] S. Frustaci, F. Vollmer. Whispering-gallery mode (WGM) sensors: review of established and WGM-based techniques to study protein conformational dynamics. Curr. Opin. Chem. Biol., 51, 66-73(2019).

[15] D. Yang, B. Duan, A. Wang, Y. Pan, C. Wang, Y. Ji, J.-H. Chen. Packaged microbubble resonator for versatile optical sensing. J. Lightwave Technol., 38, 4555-4559(2020).

[16] X. Jiang, A. J. Qavi, S. H. Huang, L. Yang. Whispering-gallery sensors. Matter, 3, 371-392(2020).

[17] J. M. Ward, Y. Yang, F. Lei, X.-C. Yu, Y.-F. Xiao, S. N. Chormaic. Nanoparticle sensing beyond evanescent field interaction with a quasi-droplet microcavity. Optica, 5, 674-677(2018).

[18] X. Jiang, L. Shao, S.-X. Zhang, X. Yi, J. Wiersig, L. Wang, Q. Gong, M. Lončar, L. Yang, Y.-F. Xiao. Chaos-assisted broadband momentum transformation in optical microresonators. Science, 358, 344-347(2017).

[19] X. Zhang, Q.-T. Cao, Z. Wang, Y.-X. Liu, C.-W. Qiu, L. Yang, Q. Gong, Y.-F. Xiao. Symmetry-breaking-induced nonlinear optics at a microcavity surface. Nat. Photonics, 13, 21-24(2019).

[20] J.-H. Chen, X. Shen, S.-J. Tang, Q.-T. Cao, Q. Gong, Y.-F. Xiao. Microcavity nonlinear optics with an organically functionalized surface. Phys. Rev. Lett., 123, 173902(2019).

[21] Q.-T. Cao, H. Wang, C.-H. Dong, H. Jing, R.-S. Liu, X. Chen, L. Ge, Q. Gong, Y.-F. Xiao. Experimental demonstration of spontaneous chirality in a nonlinear microresonator. Phys. Rev. Lett., 118, 033901(2017).

[22] Y.-F. Xiao, C.-L. Zou, B.-B. Li, Y. Li, C.-H. Dong, Z.-F. Han, Q. Gong. High-Q exterior whispering-gallery modes in a metal-coated microresonator. Phys. Rev. Lett., 105, 153902(2010).

[23] M. A. Schmidt, D. Y. Lei, L. Wondraczek, V. Nazabal, S. A. Maier. Hybrid nanoparticle–microcavity-based plasmonic nanosensors with improved detection resolution and extended remote-sensing ability. Nat. Commun., 3, 1108(2012).

[24] E. Kim, M. D. Baaske, I. Schuldes, P. S. Wilsch, F. Vollmer. Label-free optical detection of single enzyme-reactant reactions and associated conformational changes. Sci. Adv., 3, e1603044(2017).

[25] W. Yu, W. C. Jiang, Q. Lin, T. Lu. Cavity optomechanical spring sensing of single molecules. Nat. Commun., 7, 12311(2016).

[26] X.-C. Yu, S.-J. Tang, W. Liu, Y. Xu, Q. Gong, Y.-L. Chen, Y.-F. Xiao. Single-molecule optofluidic microsensor with interface whispering gallery modes. Proc. Natl. Acad. Sci. USA, 119, e2108678119(2022).

[27] M. D. Baaske, F. Vollmer. Optical observation of single atomic ions interacting with plasmonic nanorods in aqueous solution. Nat. Photonics, 10, 733-739(2016).

[28] J. Su, A. F. Goldberg, B. M. Stoltz. Label-free detection of single nanoparticles and biological molecules using microtoroid optical resonators. Light Sci. Appl., 5, e16001(2016).

[29] J. Liao, L. Yang. Optical whispering-gallery mode barcodes for high-precision and wide-range temperature measurements. Light Sci. Appl., 10, 32(2021).

[30] Y. LeCun, Y. Bengio, G. Hinton. Deep learning. Nature, 521, 436-444(2015).

[31] M. I. Jordan, T. M. Mitchell. Machine learning: trends, perspectives, and prospects. Science, 349, 255-260(2015).

[32] Z. Li, H. Zhang, B. T. T. Nguyen, S. Luo, P. Y. Liu, J. Zou, Y. Shi, H. Cai, Z. Yang, Y. Jin, Y. Hao, Y. Zhang, A. Liu. Smart ring resonator–based sensor for multicomponent chemical analysis via machine learning. Photon. Res., 9, B38-B44(2021).

[33] C.-S. Ho, N. Jean, C. A. Hogan, L. Blackmon, S. S. Jeffrey, M. Holodniy, N. Banaei, A. A. Saleh, S. Ermon, J. Dionne. Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning. Nat. Commun., 10, 4927(2019).

[34] M. S. Djurhuus, S. Werzinger, B. Schmauss, A. T. Clausen, D. Zibar. Machine learning assisted fiber Bragg grating-based temperature sensing. IEEE Photon. Technol. Lett., 31, 939-942(2019).

[35] J. Lu, R. Niu, S. Wan, C.-H. Dong, Z. Le, Y. Qin, Y. Hu, W. Hu, C.-L. Zou, H. Ren. Experimental demonstration of multimode microresonator sensing by machine learning. IEEE Sens. J., 21, 9046-9053(2021).

[36] D. Hu, C.-L. Zou, H. Ren, J. Lu, Z. Le, Y. Qin, S. Guo, C. Dong, W. Hu. Multi-parameter sensing in a multimode self-interference micro-ring resonator by machine learning. Sensors, 20, 709(2020).

[37] Y. Zhang, J. Lu, Z. Le, C.-H. Dong, H. Zheng, Y. Qin, P. Yu, W. Hu, C.-L. Zou, H. Ren. Proposal of unsupervised gas classification by multimode microresonator. IEEE Photon. J., 13, 5800111(2021).

[38] D. Yang, A. Wang, J.-H. Chen, X.-C. Yu, C. Lan, Y. Ji, Y.-F. Xiao. Real-time monitoring of hydrogel phase transition in an ultrahigh Q microbubble resonator. Photon. Res., 8, 497-502(2020).

[39] Y. Yang, S. Saurabh, J. M. Ward, S. N. Chormaic. High-Q, ultrathin-walled microbubble resonator for aerostatic pressure sensing. Opt. Express, 24, 294-299(2016).

[40] C. M. Bishop. Neural Networks for Pattern Recognition(1995).

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Bing Duan, Hanying Zou, Jin-Hui Chen, Chun Hui Ma, Xingyun Zhao, Xiaolong Zheng, Chuan Wang, Liang Liu, Daquan Yang. High-precision whispering gallery microsensors with ergodic spectra empowered by machine learning[J]. Photonics Research, 2022, 10(10): 2343

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