Literature DB >> 35750326

Artificial Intelligence in Meta-optics.

Mu Ku Chen1,2,3, Xiaoyuan Liu1, Yanni Sun1, Din Ping Tsai1,2,3.   

Abstract

Recent years have witnessed promising artificial intelligence (AI) applications in many disciplines, including optics, engineering, medicine, economics, and education. In particular, the synergy of AI and meta-optics has greatly benefited both fields. Meta-optics are advanced flat optics with novel functions and light-manipulation abilities. The optical properties can be engineered with a unique design to meet various optical demands. This review offers comprehensive coverage of meta-optics and artificial intelligence in synergy. After providing an overview of AI and meta-optics, we categorize and discuss the recent developments integrated by these two topics, namely AI for meta-optics and meta-optics for AI. The former describes how to apply AI to the research of meta-optics for design, simulation, optical information analysis, and application. The latter reports the development of the optical Al system and computation via meta-optics. This review will also provide an in-depth discussion of the challenges of this interdisciplinary field and indicate future directions. We expect that this review will inspire researchers in these fields and benefit the next generation of intelligent optical device design.

Entities:  

Mesh:

Year:  2022        PMID: 35750326      PMCID: PMC9562283          DOI: 10.1021/acs.chemrev.2c00012

Source DB:  PubMed          Journal:  Chem Rev        ISSN: 0009-2665            Impact factor:   72.087


  125 in total

1.  Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi-Supervised Learning Strategy.

Authors:  Wei Ma; Feng Cheng; Yihao Xu; Qinlong Wen; Yongmin Liu
Journal:  Adv Mater       Date:  2019-07-01       Impact factor: 30.849

2.  All-Dielectric Synthetic-Phase Metasurfaces Generating Practical Airy Beams.

Authors:  Jing Wen; Lei Chen; Binbin Yu; Jana B Nieder; Songlin Zhuang; Dawei Zhang; Dangyuan Lei
Journal:  ACS Nano       Date:  2021-01-05       Impact factor: 15.881

3.  Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials.

Authors:  Wei Ma; Feng Cheng; Yongmin Liu
Journal:  ACS Nano       Date:  2018-06-11       Impact factor: 15.881

4.  Nonlinear Metasurface for Simultaneous Control of Spin and Orbital Angular Momentum in Second Harmonic Generation.

Authors:  Guixin Li; Lin Wu; King F Li; Shumei Chen; Christian Schlickriede; Zhengji Xu; Siya Huang; Wendi Li; Yanjun Liu; Edwin Y B Pun; Thomas Zentgraf; Kok W Cheah; Yu Luo; Shuang Zhang
Journal:  Nano Lett       Date:  2017-11-21       Impact factor: 11.189

5.  Imaging through Nonlinear Metalens Using Second Harmonic Generation.

Authors:  Christian Schlickriede; Naomi Waterman; Bernhard Reineke; Philip Georgi; Guixin Li; Shuang Zhang; Thomas Zentgraf
Journal:  Adv Mater       Date:  2018-01-08       Impact factor: 30.849

6.  Spiniform phase-encoded metagratings entangling arbitrary rational-order orbital angular momentum.

Authors:  Kun Huang; Hong Liu; Sara Restuccia; Muhammad Q Mehmood; Sheng-Tao Mei; Daniel Giovannini; Aaron Danner; Miles J Padgett; Jing-Hua Teng; Cheng-Wei Qiu
Journal:  Light Sci Appl       Date:  2018-03-09       Impact factor: 17.782

7.  Learned Integrated Sensing Pipeline: Reconfigurable Metasurface Transceivers as Trainable Physical Layer in an Artificial Neural Network.

Authors:  Philipp Del Hougne; Mohammadreza F Imani; Aaron V Diebold; Roarke Horstmeyer; David R Smith
Journal:  Adv Sci (Weinh)       Date:  2019-12-06       Impact factor: 16.806

8.  Metasurface enabled quantum edge detection.

Authors:  Junxiao Zhou; Shikai Liu; Haoliang Qian; Yinhai Li; Hailu Luo; Shuangchun Wen; Zhiyuan Zhou; Guangcan Guo; Baosen Shi; Zhaowei Liu
Journal:  Sci Adv       Date:  2020-12-16       Impact factor: 14.136

9.  Metasurface-based key for computational imaging encryption.

Authors:  Peixia Zheng; Qi Dai; Zile Li; Zhiyuan Ye; Jun Xiong; Hong-Chao Liu; Guoxing Zheng; Shuang Zhang
Journal:  Sci Adv       Date:  2021-05-21       Impact factor: 14.136

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