• Optics and Precision Engineering
  • Vol. 31, Issue 7, 1065 (2023)
Ziwei ZENG1,2,*, Shangzhong JIN1, Hongguang LI2, Li JIANG1, and Junwei CHU2
Author Affiliations
  • 1College of Optical and Electronic Technology, China Jiliang University, Hangzhou3008, China
  • 2Xi’an Institute of Applied Optics, Xi'an710065, China
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    DOI: 10.37188/OPE.20233107.1065 Cite this Article
    Ziwei ZENG, Shangzhong JIN, Hongguang LI, Li JIANG, Junwei CHU. Terahertz spectral features detection and accuracy identification of explosives in high humidity environment[J]. Optics and Precision Engineering, 2023, 31(7): 1065 Copy Citation Text show less
    Schematic of THz pulse vertical transmission detection
    Fig. 1. Schematic of THz pulse vertical transmission detection
    Schematic of residual learning
    Fig. 2. Schematic of residual learning
    Structure of residual convolutional neural network
    Fig. 3. Structure of residual convolutional neural network
    Terahertz time domain spectra of JO-8 in different relative humidity
    Fig. 4. Terahertz time domain spectra of JO-8 in different relative humidity
    Terahertz absorption spectra of four explosives with different relative humidity
    Fig. 5. Terahertz absorption spectra of four explosives with different relative humidity
    Wavelet transform graphs of explosives in different humidity
    Fig. 6. Wavelet transform graphs of explosives in different humidity
    Layer nameNet outputSize
    7×7,64,Stride=2
    Conv13×3,max pooling, stride=256×56
    Conv2_×1×1,643×3,641×1,256×356×56
    Conv3_×1×1,1283×3,1281×1,512×428×28
    Conv4_×1×1,2563×3,2561×1,1024×614×14
    Conv5_×1×1,5123×3,5121×1,2048×37×7
    Conv6Average pooling, FC, Softmax1×1
    Table 1. Block structure and output size of ResNet-50
    相对湿度传统寻峰算法本文实验方法
    2%95%99.6%
    50%40%96.6%
    55%35%96.6%
    67%96.2%
    Table 2. Recognition rate comparison of different methods
    Ziwei ZENG, Shangzhong JIN, Hongguang LI, Li JIANG, Junwei CHU. Terahertz spectral features detection and accuracy identification of explosives in high humidity environment[J]. Optics and Precision Engineering, 2023, 31(7): 1065
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