Acta Photonica Sinica, Volume. 53, Issue 1, 0130002(2024)

Infrared Detection of Gas Leaks Incorporating Structural Reparametric Transformations

Hong ZHUANG, Yinhui ZHANG, Zifen HE*, and Huizhu CAO
Author Affiliations
  • Mechanical and Electrical Engineering,Kunming University of Science and Technology,Kunming 650500,China
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    References(29)

    [1] DU Xiaoyan, CHENG Wuyi, YAN Ruiqing et al. Research on the regularity of ammonia leakage accidents in ammonia-related refrigeration enterprises in China[J]. Fire Science and Technology, 36, 857-860(2017).

    [2] HU Jicu, CHEN Mingpeng, RONG Xi et al. Research progress of ammonia gas sensing materials and devices[J]. Functional Materials, 50, 4030-4037, 4048(2019).

    [3] WUMAIER K, MAMTIMIN G, SULAIMAN M et al. Highly-sensitive hydrogen-sulfide gas sensor based on composite optical waveguide[J]. Acta Optica Sinica, 40, 2428001(2020).

    [4] DING Yi, DIAO Quan, LIU Dong et al. Synthesis of graphene quantum dots and their application in gas sensing[J]. Chinese Journal of Analytical Chemistry, 50, 495-505(2022).

    [5] BO Tengfei, LI Yafei, LI Baolin et al. Temperature control system for non-dispersive infrared gas detectors in low temperature environment[J]. Acta Photonica Sinica, 52, 0352125(2023).

    [6] CHEN Wenwen, ZHEN Kaiyuan, CAO Yanwei et al. Dissolved methane sensing system in water based on cavity-enhanced laser spectroscopy[J]. Acta Photonica Sinica, 50, 0930002(2021).

    [7] ZHAO Pengpeng, LI Shuzhong, LI Xun et al. Infrared weak and small target detection based on sss fusion of visual saliency and local entropy[J]. Chinese Optics, 15, 267-275(2022).

    [8] ZHANG Yinhui, ZHANG Pengcheng, HE Zifen et al. Lightweight real-time detection of fine-scale embedding of infrared pedestrian targets[J]. Acta Photonica Sinica, 51, 0910001(2022).

    [9] ZIMMERLE D, VAUGHN T, BELL C et al. Detection limits of optical gas imaging for natural gas leak detection in realistic controlled conditions[J]. Environmental Science & Technology, 54, 11506-11514(2020).

    [10] LIN Yun. Research on infrared image processing of harmful gases based on deep learning[D](2018).

    [11] WENG Jing, YUAN Pan, WANG Minghe et al. Thermal imaging method of leakage gas cloud based on support vector machine[J]. Acta Optica Sinica, 42, 104-111(2022).

    [12] SHI J, CHANG Y, XU C et al. Real-time leak detection using an infrared camera and Faster R-CNN technique[J]. Computers & Chemical Engineering, 135, 106780(2020).

    [13] WANG J, JI J, RAVIKUMAR A P et al. VideoGasNet: deep learning for natural gas methane leak classification using an infrared camera[J]. Energy, 238, 121516(2022).

    [14] REDMON J, FARHADI A. YOLO9000: better, faster, stronger[C], 7263-7271(2017).

    [15] REDMON J, FARHADI A. Yolov3: an incremental improvement[C], 1804-2767(2018).

    [17] JUBAYER F, SOEB J A, MOJUMDER A N et al. Detection of mold on the food surface using YOLOv5[J]. Current Research in Food Science, 4, 724-728(2021).

    [18] LU Y H, ZHANG L W, XIE W. YOLO-compact: an efficient YOLO network for single category real-time object detection[C], 1931-1936(2020).

    [19] HONG F, LU C, LIU C et al. PGNet: pipeline guidance for human key-point detection[J]. Entropy, 22, 369(2020).

    [20] ZHANG Yinhui, YANG Hongkuan, ZHU Shouye et al. Lightweight modulation network-based real-time machine vision detection for lower cocoon[J]. Transactions of the Chinese Society for Agricultural Machinery, 53, 261-270(2022).

    [21] GUO Lei, WANG Qiulong, XUE Wei et al. A small target detection algorithm based on improved YOLOv5[J]. Journal of University of Electronic Science and Technology of China, 51, 251-258(2022).

    [22] HUANG Yinglai, LI Daming, LV Xin et al. Improved YOLOv4 algorithm for the detection of mushroom in bags[J]. Journal of Harbin University of Science and Technology, 27, 23-31(2022).

    [23] HE Zifen, CHEN Guangchen, WANG Sen et al. Nighttime airport runway foreign object intrusion detection with fused self-attentive feature embedding[J]. Optics and Precision Engineering, 30, 1591-1605(2022).

    [24] HE Z F, CHEN G C, ZHANG Y H et al. Pyramid feature fusion through shifted window self-attention for tobacco leaf classification[J]. Expert Systems with Applications, 120601(2023).

    [25] DING X, ZHANG X, MA N et al. Repvgg: making vgg-style convnets great again[C], 13733-13742(2021).

    [26] HE Zifen, CAO Huizhu, ZHANG Yinhui et al. Infrared image segmentation of methane leakage by fusing attention branching features[J]. Infrared Technology, 45, 417-426(2023).

    [27] DING X, ZHANG X, MA N et al. Repvgg: Making vgg-style convnets great again[C], 13733-13742(2021).

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    Hong ZHUANG, Yinhui ZHANG, Zifen HE, Huizhu CAO. Infrared Detection of Gas Leaks Incorporating Structural Reparametric Transformations[J]. Acta Photonica Sinica, 2024, 53(1): 0130002

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    Paper Information

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    Received: May. 26, 2023

    Accepted: Sep. 4, 2023

    Published Online: Feb. 1, 2024

    The Author Email: Zifen HE (zyhhzf1998@163.com)

    DOI:10.3788/gzxb20245301.0130002

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