Researching | Multimode diffractive optical neural network

Journals >Advanced Photonics Nexus >Volume 3 >Issue 2 >Page 026007 > Article

Advanced Photonics Nexus
Vol. 3, Issue 2, 026007 (2024)

Multimode diffractive optical neural network

Run Sun¹, Tingzhao Fu^2,*, Yuyao Huang¹, Wencan Liu¹..., Zhenmin Du¹ and Hongwei Chen^1,*|Show fewer author(s)

Author Affiliations

¹Tsinghua University, Beijing National Research Center for Information Science and Technology, Department of Electronic Engineering, Beijing, China

²National University of Defense Technology, College of Advanced Interdisciplinary Studies, Hunan Provincial Key Laboratory of Novel Nano-Optoelectronic Information Materials and Devices, Changsha, China

show less

DOI: 10.1117/1.APN.3.2.026007 Cite this Article Set citation alerts

Run Sun, Tingzhao Fu, Yuyao Huang, Wencan Liu, Zhenmin Du, Hongwei Chen, "Multimode diffractive optical neural network," Adv. Photon. Nexus 3, 026007 (2024) Copy Citation Text

show less

References

[1] H. N. Khan, D. A. Hounshell, E. R. H. Fuchs. Science and research policy at the end of Moore’s law. Nat. Electron., 1, 14-21(2018).

[2] Y. Bai et al. Photonic multiplexing techniques for neuromorphic computing. Nanophotonics, 12, 795-817(2023).

[3] P. Freire et al. Artificial neural networks for photonic applications-from algorithms to implementation: tutorial. Adv. Opt. Photonics, 15, 739-834(2023).

[4] S. Pai et al. Experimental evaluation of digitally verifiable photonic computing for blockchain and cryptocurrency. Optica, 10, 552-560(2023).

[5] Y. Shen et al. Deep learning with coherent nanophotonic circuits. Nat. Photonics, 11, 441-446(2017).

[6] I. A. D. Williamson et al. Reprogrammable electro-optic nonlinear activation functions for optical neural networks. IEEE J. Sel. Top. Quantum Electron., 26, 7700412(2020).

[7] B. Bai et al. Microcomb-based integrated photonic processing unit. Nat. Commun., 14, 66(2023).

[8] J. Cheng et al. Human emotion recognition with a microcomb-enabled integrated optical neural network. Nanophotonics, 12, 3883-3894(2023).

[9] W. Zhang et al. Broadband physical layer cognitive radio with an integrated photonic processor for blind source separation. Nat. Commun., 14, 1107(2023).

[10] E. Khoram et al. Nanophotonic media for artificial neural inference. Photonics Res., 7, 823-827(2019).

[11] T. Fu et al. Photonic machine learning with on-chip diffractive optics. Nat. Commun., 14, 70(2023).

[12] X. Lin et al. All-optical machine learning using diffractive deep neural networks. Science, 361, 1004-1008(2018).

[13] C. Qian et al. Performing optical logic operations by a diffractive neural network. Light Sci. Appl., 9, 59(2020).

[14] Z. Wang et al. Integrated photonic metasystem for image classifications at telecommunication wavelength. Nat. Commun., 13, 2131(2022).

[15] Y. Chen et al. All-analog photoelectronic chip for high-speed vision tasks. Nature, 623, 48-57(2023).

[16] E. Cartlidge. Photonic computing for sale. Opt. Photonics News, 34, 26-33(2023).

[17] W. R. Clements et al. Optimal design for universal multiport interferometers. Optica, 3, 1460-1465(2016).

[18] Y. Huang et al. Easily scalable photonic tensor core based on tunable units with single internal phase shifters. Laser Photonics Rev., 17, 2300001(2023).

[19] S. Pai et al. Experimentally realized in situ backpropagation for deep learning in photonic neural networks. Science, 380, 398-404(2023).

[20] W. Zhang et al. Silicon microring synapses enable photonic deep learning beyond 9-bit precision. Optica, 9, 579-584(2022).

[21] W. Zhang et al. On-chip photonic spatial-temporal descrambler. Chip, 2, 100043(2023).

[22] Z. Wang et al. Metasurface on integrated photonic platform: from mode converters to machine learning. Nanophotonics, 11, 3531-3546(2022).

[23] Z. Wu et al. Neuromorphic metasurface. Photonics Res., 8, 46-50(2019).

[24] H. H. Zhu et al. Space-efficient optical computing with an integrated chip diffractive neural network. Nat. Commun., 13, 1044(2022).

[25] T. Fu et al. On-chip photonic diffractive optical neural network based on a spatial domain electromagnetic propagation model. Opt. Express, 29, 31924-31940(2021).

[26] T. Fu et al. Integrated diffractive optical neural network with space-time interleaving. Chin. Opt. Lett., 21, 091301(2023).

[27] T. Fu et al. Miniature on-chip diffractive optical neural network design, JW2A.135(2023).

[28] Y. Huang et al. Sophisticated deep learning with on-chip optical diffractive tensor processing. Photonics Res., 11, 1125(2023).

[29] A. W. Snyder, A. W. Snyder. Optical Waveguide Theory(1983).

[30] D. A. B. Miller. All linear optical devices are mode converters. Opt. Express, 20, 23985-23993(2012).

[31] D. Jalas et al. What is-and what is not-an optical isolator. Nat. Photonics, 7, 579-582(2013).

[32] B. Li, Y. Hou, W. Che. Data augmentation approaches in natural language processing: a survey. AI Open, 3, 71-90(2022).

[33] W. Liu et al. C-DONN: compact diffractive optical neural network with deep learning regression. Opt. Express, 31, 22127-22143(2023).

[34] J. Feldmann et al. Parallel convolutional processing using an integrated photonic tensor core. Nature, 589, 52-58(2021).

[35] C. Wu et al. Programmable phase-change metasurfaces on waveguides for multimode photonic convolutional neural network. Nat. Commun., 12, 96(2021).

[36] Y. Liu et al. Arbitrarily routed mode-division multiplexed photonic circuits for dense integration. Nat. Commun., 10, 3263(2019).

[37] Y. Meng et al. Optical meta-waveguides for integrated photonics and beyond. Light Sci. Appl., 10, 235(2021).

[38] D. Dai et al. 10-channel mode (de)multiplexer with dual polarizations. Laser Photonics Rev., 12, 1700109(2018).

[39] M. E. Marhic. Hierarchic and combinatorial star couplers. Opt. Lett., 9, 368-370(1984).

[40] T. W. Hughes et al. Adjoint method and inverse design for nonlinear nanophotonic devices. ACS Photonics, 5, 4781-4787(2018).

[41] C. Li, D. Liu, D. Dai. Multimode silicon photonics. Nanophotonics, 8, 227-247(2019).

[42] Z. Zheng et al. Dual adaptive training of photonic neural networks. Nat. Mach. Intell., 5, 1119-1129(2023).

Figures&Tables (9)

References (42)

Copy Citation Text

Run Sun, Tingzhao Fu, Yuyao Huang, Wencan Liu, Zhenmin Du, Hongwei Chen, "Multimode diffractive optical neural network," Adv. Photon. Nexus 3, 026007 (2024)

Download Citation

Set citation alerts for the article

Set citation alerts for the article

Save the article for my favorites

Paper Information

Recommended Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology

Set citation alerts for the article

Please enter your email address