Efficient inverse design method of AWG based on BPNN-PSO algorithm

被引：3

作者：

Wang, Zishuo ^{[1
]}

Ji, Wei ^{[1
,2
]}

Zhao, Ting ^{[1
]}

Wu, Qian ^{[1
]}

Liu, Pengcheng ^{[1
]}

Wang, Tao ^{[1
]}

机构：

[1] Shandong Univ, Sch Informat Sci & Engn, Qingdao 266000, Peoples R China

[2] ShanDong Univ, Key Lab Laser & Infrared Syst, Minist Educ, Qingdao 266000, Peoples R China

来源：

OPTICS COMMUNICATIONS | 2024年 / 552卷

关键词：

Inverse design; AWG; Neural network; PSO;

D O I：

10.1016/j.optcom.2023.130080

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

This paper presents an efficient inverse design method of arrayed waveguide grating (AWG) based on BPNN-PSO. Five important structural parameters of AWG are selected as inputs, and the spectral responses of three output channels are used as outputs. A forward network is trained, and the prediction accuracy of the network is improved by optimizing the number of hidden layer neurons. By combining the forward network with the traditional particle swarm optimization (PSO) algorithm, a series of structure designs targeting the desired performance can be generated. This method significantly improves the efficiency and accuracy of the PSO algorithm by introducing neural networks, making it suitable for efficient inverse design and multi-structure analysis of AWG.

引用

页数：10

共 39 条

[1] Cost-effective improvement of the performance of AWG-based FBG wavelength interrogation via a cascaded neural network [J].

Chen, Shengchao ;

Yao, Feifan ;

Ren, Sufen ;

Wang, Guanjun ;

Huang, Mengxing .

OPTICS EXPRESS, 2022, 30 (05) :7647-7663

[2] A heterogeneously integrated lithium niobate-on-silicon nitride photonic platform [J].

Churaev, Mikhail ;

Wang, Rui Ning ;

Riedhauser, Annina ;

Snigirev, Viacheslav ;

Blesin, Terence ;

Mohl, Charles ;

Anderson, MilesH. ;

Siddharth, Anat ;

Popoff, Youri ;

Drechsler, Ute ;

Caimi, Daniele ;

Honl, Simon ;

Riemensberger, Johann ;

Liu, Junqiu ;

Seidler, Paul ;

Kippenberg, Tobias J. .

NATURE COMMUNICATIONS, 2023, 14 (01)

[3]

de Moura UC, 2022, 2022 INTERNATIONAL CONFERENCE ON OPTICAL NETWORK DESIGN AND MODELLING (ONDM), DOI 10.23919/ONDM54585.2022.9782836

[4] Polarization independent and temperature tolerant AWG based on a silicon nitride platform [J].

Guerber, Sylvain ;

Alonso-Ramos, Carlos Alberto ;

Le Roux, Xavier ;

Vulliet, Nathalie ;

Cassan, Eric ;

Marris-Morini, Delphine ;

Boeuf, Frederic ;

Vivien, Laurent .

OPTICS LETTERS, 2020, 45 (23) :6559-6562

[5] High-performance hybrid silicon and lithium niobate Mach-Zehnder modulators for 100 Gbit s-1 and beyond [J].

He, Mingbo ;

Xu, Mengyue ;

Ren, Yuxuan ;

Jian, Jian ;

Ruan, Ziliang ;

Xu, Yongsheng ;

Gao, Shengqian ;

Sun, Shihao ;

Wen, Xueqin ;

Zhou, Lidan ;

Liu, Lin ;

Guo, Changjian ;

Chen, Hui ;

Yu, Siyuan ;

Liu, Liu ;

Cai, Xinlun .

NATURE PHOTONICS, 2019, 13 (05) :359-+

[6] Optimal Design of Photonic Devices Using Time-Domain Beam Propagation Method [J].

Iguchi, Akito ;

Tsuji, Yasuhide .

2021 INTERNATIONAL APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY SYMPOSIUM (ACES), 2021,

[7] Tunable arrayed waveguide grating optical filter based on lithium niobate-on-insulator and electro-optic effect [J].

Ji, Wei ;

Gong, Zisu ;

Yin, Rui ;

Li, Jiangyue ;

Li, Jingyao ;

Lv, Lingyu ;

Huang, Qingjie .

OPTICAL ENGINEERING, 2018, 57 (07)

[8] Multilayer optical thin film design with deep Q learning [J].

Jiang, Anqing ;

Osamu, Yoshie ;

Chen, Liangyao .

SCIENTIFIC REPORTS, 2020, 10 (01)

[9] Metasurface Based on Inverse Design for Maximizing Solar Spectral Absorption [J].

Jiang, Xinpeng ;

Yuan, Huan ;

Chen, Dingbo ;

Zhang, Zhaojian ;

Du, Te ;

Ma, Hansi ;

Yang, Junbo .

ADVANCED OPTICAL MATERIALS, 2021, 9 (19)

[10] Design of Arrayed Waveguide Grating (AWG) Demultiplexer based PMMA for Narrow Channel Spacing [J].

Juhari, Nurjuliana ;

Yusof, Muhammad Fadzliazuan ;

Abd Wahid, Mohamad Halim ;

Ismail, Nur Syakimah .

2ND INTERNATIONAL CONFERENCE ON APPLIED PHOTONICS AND ELECTRONICS 2019 (INCAPE 2019), 2020, 2203

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