Semiconductor Optoelectronics, Volume. 45, Issue 2, 295(2024)

CNN-based Overlapping Spectral Demodulation Algorithm and Its FPGA Implementation

REN Jianan1...2,3, JIAO Dian1,2, YANG Duo1,2, XU Chunfeng1,2, and XIN Jingtao1,23 |Show fewer author(s)
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • show less
    References(10)

    [1] [1] Zhang Y, Zhao Y, Zhou T, et al. Applications and developments of on-chip biochemical sensors based on optofluidic photonic crystal cavities[J]. Lab Chip, 2018, 18(1): 57-74.

    [2] [2] Zheng Y, Wu Z, Shum P P, et al. Sensing and lasing applications of whispering gallery mode micro-resonators[J].Opto-Electron Adv., 2018, 1(9): 180015.

    [3] [3] Yu X, Dong X, Chen X, et al. Large-scale multilongitudinal mode fiber laser sensor array with wavelength/frequency division multi-plexing[J]. J. Lightwave Technol., 2017, 35(11): 2299-2305.

    [4] [4] Keiser G. Optical Fiber Communications[M]. New York:McGraw-Hill, 2000.

    [5] [5] Joe H E, Yun H, Jo S H, et al. A review on optical fiber sensors for environmental monitoring[J]. Int. J. Precis.Eng. Manuf. Green Technol., 2018, 5: 173-191.

    [7] [7] Jiang H, Zeng Q, Chen J, et al. Wavelength detection of model-sharing fiber Bragg grating sensor networks using long short-term memory neural network[J]. Opt. Express, 2019,27(15): 20583-20596.

    [8] [8] Li B, Tan Z W, Shum P P, et al. Dilated convolutional neural networks for fiber Bragg grating signal demodulation[J]. Opt.Express, 2021, 29(5): 7110-7123.

    [9] [9] Jiang H, Wang C, Zhao Y, et al. High-precision demodulation method for the cobweb FBG sensor network[J].Appl. Opt., 2023, 62(2): 419-428.

    [10] [10] Luo Y, Cai X, Qi J, et al. FPGA-accelerated CNN for realtime plant disease identification[J]. Comput. and Electron.Agric., 2023, 207: 107715.

    [11] [11] Ma Y, Cao Y, Vrudhula S, et al. Optimizing loop operation and dataflow in FPGA acceleration of deep convolutional neural networks[C]// Proc. of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2017: 45-54.

    Tools

    Get Citation

    Copy Citation Text

    REN Jianan, JIAO Dian, YANG Duo, XU Chunfeng, XIN Jingtao. CNN-based Overlapping Spectral Demodulation Algorithm and Its FPGA Implementation[J]. Semiconductor Optoelectronics, 2024, 45(2): 295

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Nov. 12, 2023

    Accepted: --

    Published Online: Aug. 14, 2024

    The Author Email:

    DOI:10.16818/j.issn1001-5868.2023111201

    Topics