Acta Optica Sinica, Volume. 41, Issue 8, 0823004(2021)
Artificial Intelligence Metamaterials
[2] LeCun Y, Bengio Y, Hinton G. Deep learning[J]. Nature, 521, 436-444(2015).
[5] Graves A, Mohamed A R, Hinton G. Speech recognition with deep recurrent neural networks. [C]∥2013 IEEE International Conference on Acoustics, Speech and Signal Processing, May 26-31, 2013, Vancouver, Canada. New York: IEEE, 6645-6649(2013).
[6] Kong L. Intelligent recognition system for high precision image significant features in large data background[M]. ∥Advances in Intelligent Systems and Computing. Cham: Springer, 1056-1062(2019).
[7] Tong T, Mu X, Zhang L et al. MBVCNN: joint convolutional neural networks method for image recognition. [C]∥ Materials Science, Energy Technology, and Power Engineering I, April 15-16, 2017, Hangzhou, China. New York: American Institute of Physics, 1839, 020091(2017).
[8] Sun H, Zhang Q, Wang H et al. Research of images recognition method based on rbf neural network. [C]∥ 2012 7th International Conference on System of Systems Engineering, July 16-19, 2012, Genoa, Italy. New York: IEEE, 24-26(2012).
[9] Cho K, Merrienboer B V, Gulcehre C et al. -09-03)[2020-06-01]. http:∥emnlp2014.org/papers/pdf/EMNLP2014179.pdf.(2014).
[10] Escolano C. Costa-Jussà M R, Fonollosa J A R. From bilingual to multilingual neural-based machine translation by incremental training[J]. Journal of the Association for Information Science and Technology, 1-14(2020).
[12] Goodfellow I J, Pouget-Abadie J, Mirza M et al. -12-03)[2020-06-01]. https:∥papers.nips.cc/paper/2014/file/5ca3e9b122f61f8f06494c97b1afccf3-Paper.pdf.(2014).
[13] Ledig C, Theis L, Huszar F et al. -05-25)[2020-06-01]. https:∥arxiv., org/abs/1609, 04802(2017).
[14] Choi Y, Choi M, Kim M et al. StarGAN: unified generative adversarial networks for mlti-domain image-to-image translation. [C]∥2018 IEEE/Cvf Conference on Computer Vision and Pattern Recognition, July 18-23, 2018, Salt Lake City, America. New York: IEEE, 8789-8797(2018).
[24] Maystre D R, Enoch S, Tayeb G. Ultrarefraction and negative refraction in metamaterials[J]. Proceedings of SPIE, 5359, 64-75(2004).
[29] Zhou L, Li H Q, Qin Y Q et al. Directive emissions from subwavelength metamaterial-based cavities[J]. Applied Physics Letters, 86, 101101(2005).
[32] Ni X, Emani N K, Kildishev A V et al. Broadband light bending with plasmonic nanoantennas[J]. Science, 335, 427(2012).
[33] Yu N F, Genevet P, Kats M A et al. Light propagation with phase discontinuities: Generalized laws of reflection and refraction[J]. Science, 334, 333-337(2011).
[34] Sun S, He Q, Xiao S et al. Gradient-index meta-surfaces as a bridge linking propagating waves and surface waves[J]. Nature Materials, 11, 426-431(2012).
[35] Yin X, Ye Z, Rho J et al. Photonic spin Hall effect at metasurfaces[J]. Science, 339, 1405-1407(2013).
[36] Lin J. Mueller J P B, Wang Q, et al. Polarization-controlled tunable directional coupling of surface plasmon polaritons[J]. Science, 340, 331-334(2013).
[37] Miroshnichenko A E, Kivshar Y S. Polarization traffic control for surface plasmons[J]. Science, 340, 283-284(2013).
[39] Qu C, Ma S, Hao J et al. Tailor the functionalities of metasurfaces based on a complete phase diagram[J]. Physical Review Letters, 115, 235503(2015).
[40] Pendry J B. Controlling electromagnetic fields[J]. Science, 312, 1780-1782(2006).
[41] Schurig D, Mock J J, Justice B J et al. Metamaterial electromagnetic cloak at microwave frequencies[J]. Science, 314, 977-980(2006).
[42] Leonhardt U. Optical conformal mapping[J]. Science, 312, 1777-1780(2006).
[44] Liu R, Ji C, Mock J J et al. Broadband ground-plane cloak[J]. Science, 323, 366-369(2009).
[47] Ergin T, Stenger N, Brenner P et al. Three-dimensional invisibility cloak at optical wavelengths[J]. Science, 328, 337-339(2010).
[51] Kundtz N, Smith D R. Extreme-angle broadband metamaterial lens[J]. Nature Materials, 9, 129-132(2010).
[58] Cui T J, Li L L, Liu S et al. Information metamaterial systems[J]. iScience, 23, 101403(2020).
[61] Cui T J, Liu S, Li L L. Information entropy of coding metasurface[J]. Light, Science & Applications, 5, e16172(2016).
[65] Ma Q, Shi C B, Bai G D et al. Beam-editing coding metasurfaces based on polarization bit and orbital-angular-momentum-mode bit[J]. Advanced Optical Materials, 5, 1700548(2017).
[73] Zhao J, Yang X, Dai J Y et al. Programmable time-domain digital-coding metasurface for non-linear harmonic manipulation and new wireless communication systems[J]. National Science Review, 6, 231-238(2019).
[79] Kennedy J, Eberhart R C. A discrete binary version of the particle swarm algorithm. [C]∥1997 IEEE International Conference on Systems, Man, and Cybernetics, October 12-15, 1997, Orlando, America. New York: IEEE, 4104-4108(1997).
[83] He K, Zhang X, Ren S et al. Deep residual learning for image recognition. [C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition, June 27-30, 2016, Seattle, America. New York: IEEE, 770-778(2016).
[85] Liu D J, Tan Y X, Khoram E et al. Training deep neural networks for the inverse design of nanophotonic structures[J]. ACS Photonics, 5, 1365-1369(2018).
[86] Liu Z C, Zhu D Y, Rodrigues S P et al. Generative model for the inverse design of metasurfaces[J]. Nano Letters, 18, 6570-6576(2018).
[87] Inampudi S, Mosallaei H. Neural network based design of metagratings[J]. Applied Physics Letters, 112, 241102(2018).
[91] Hwang C Y, Kim G H, Yang J H et al. Rewritable full-color computer-generated holograms based on color-selective diffractive optical components including phase-change materials[J]. Nanoscale, 10, 21648-21655(2018).
[92] Khoram E, Chen A, Liu D J et al. Nanophotonic media for artificial neural inference[J]. Photonics Research, 7, 823-827(2019).
[93] Kulkarni K, Turaga P. Reconstruction-free action inference from compressive imagers[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38, 772-784(2016).
[94] Larouche S, Tsai Y J, Tyler T et al. Infrared metamaterial phase holograms[J]. Nature Materials, 11, 450-454(2012).
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Che Liu, Qian Ma, Lianlin Li, Tiejun Cui. Artificial Intelligence Metamaterials[J]. Acta Optica Sinica, 2021, 41(8): 0823004
Category: Optical Devices
Received: Sep. 16, 2020
Accepted: Oct. 12, 2020
Published Online: Apr. 10, 2021
The Author Email: Cui Tiejun (tjcui@seu.edu.cn)