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基于宽残差网络的半监督路面裂缝识别方法
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作者 刘训星 《安阳工学院学报》 2024年第2期92-99,共8页
“村村通”工程改善了农民出行条件,但十多年过去路面破损严重,大多需要维修养护,路面裂缝是其中最常见的一种道路破损类型。为提高养护效率,需要对道路裂缝进行准确分类。本研究基于宽残差网络的Mix Match半监督深度学习模型,用于路面... “村村通”工程改善了农民出行条件,但十多年过去路面破损严重,大多需要维修养护,路面裂缝是其中最常见的一种道路破损类型。为提高养护效率,需要对道路裂缝进行准确分类。本研究基于宽残差网络的Mix Match半监督深度学习模型,用于路面裂缝识别方法和分类。改进宽残差网络,设计算法Mix Match,降低数据标注工作量。所提方法仅使用10%的标记数据对路面裂缝识别准确率为91.25%,识别横向裂缝、纵向裂缝和龟裂的F1-score值分别为92.37%、96.20%和90.24%。与传统的VGG16、Res Net50、Alex Net、Mobile Net V3四种模型相比,准确率分别提高了8.08%、0.6%、8.89%、6.97%。实验结果表明,所提方法不仅能够提供路面裂缝的类别信息,减少样本标签标注的工作量,也可直接用于路面状况评价。 展开更多
关键词 半监督 Mix match 残差网络 裂缝检测
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Ultra broadband flat dispersion tailoring on reversed-rib chalcogenide glass waveguide
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作者 翟彦芬 齐人铎 +2 位作者 袁晨智 张巍 黄翊东 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第11期293-298,共6页
In this paper,we introduce a horizontal slot in the reversed-rib chalcogenide glass waveguide to tailor its dispersion characteristics.The waveguide exhibits a flat and low dispersion over a wavelength range of 1080 n... In this paper,we introduce a horizontal slot in the reversed-rib chalcogenide glass waveguide to tailor its dispersion characteristics.The waveguide exhibits a flat and low dispersion over a wavelength range of 1080 nm,in which the dispersion fluctuates between-10.6 ps·nm-1·km-1 and +11.14 ps·nm-1·km-1.The dispersion tailoring effect is due to the mode field transfer from the reversed-rib waveguide to the slot with the increase of wavelength,which results in the extension of the low dispersion band.Moreover,the nonlinear coefficient and the phase-matching condition of the fourwave mixing process in this waveguide are studied,showing that the waveguide has great potential in nonlinear optical applications over a wide wavelength range. 展开更多
关键词 waveguide reversed matching Dispersion broadband tailor silica mixing compensate longer
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Multiple-mode phase matching in a single-crystal lithium niobate waveguide for three-wave mixing
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作者 朱传义 陈玉萍 +4 位作者 李广珍 葛励成 朱兵 胡梦宁 陈险峰 《Chinese Optics Letters》 SCIE EI CAS CSCD 2017年第9期81-84,共4页
Developing natural “free space” frequency upconversion is essential for photonic integrated circuits. In a singlecrystal lithium niobate thin film planar waveguide of less than 1 μm thickness, we achieve type I and... Developing natural “free space” frequency upconversion is essential for photonic integrated circuits. In a singlecrystal lithium niobate thin film planar waveguide of less than 1 μm thickness, we achieve type I and type II mode phase-matching conditions simultaneously for this thin film planar waveguide. Finally, by employing the mode phase matching of e t e → e with d_(33) at 1018 nm, we successfully achieve a green second-harmonic wave output with the conversion efficiency of 0.12%∕(W·cm^2), which verifies one of our simulation results. The rich mode phase matching for three-wave mixing in a thin film planar waveguide may provide a potential application in on-chip frequency upconversions for integrated photonic and quantum devices. 展开更多
关键词 II Multiple-mode phase matching in a single-crystal lithium niobate waveguide for three-wave mixing SHG
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Reduction of FWM noise in WDM-based QKD systems using interleaved and unequally spaced channels 被引量:2
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作者 孙咏梅 卢奕杉 +1 位作者 牛佳宁 纪越峰 《Chinese Optics Letters》 SCIE EI CAS CSCD 2016年第6期20-25,共6页
To extensively deploy quantum key distribution(QKD) systems, copropagating with classical channels on the same fiber using wavelength division multiplexing(WDM) technology becomes a critical issue. We propose a us... To extensively deploy quantum key distribution(QKD) systems, copropagating with classical channels on the same fiber using wavelength division multiplexing(WDM) technology becomes a critical issue. We propose a user-based channel-interleaving WDM scheme with unequal frequency spacing(UFS-i WDM) to reduce the impairment on the quantum channels induced by four-wave mixing(FWM), and theoretically analyze its impact on quantum bit error rate(QBER). Numerical simulation results show that a UFS-i WDM can significantly reduce the FWM noise and improve QBER compared with the corresponding WDM scheme with equal frequency spacing(EFS), especially in the case of nonzero dispersion shifted fiber. 展开更多
关键词 spacing multiplexing impairment deploy crosstalk mixing transmit users visibility matching
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