Infrared and Laser Engineering, Volume. 54, Issue 8, 20250164(2025)

LSTM-Transformer hybrid model for infrared spectral correction

Zheng FANG*, Yuao GAO, and Hanbo WANG
Author Affiliations
  • Department of Instrument and Electrical Engineering, School of Aerospace Engineering, Xiamen University, Xiamen 361102, China
  • show less
    References(20)

    [6] SUN Yongfeng, XU Liang, SHEN Xianchun. Calibration method of instrument line shape for infrared radiometer[J]. Acta Physica Sinica, 70, 173-180(2021).

    [7] HAN Y, REVERCOMB H, CROMP M et al. Suomi NPP CrIS measurements, sensor data record algorithm, calibration and validation activities, and record data quality[J]. Journal of Geophysical Research: Atmospheres, 118, 12734-12748(2013).

    [9] NING Zhiqiang, LIU Jiaxiang, WU Yue. Infrared spectrum baseline correction method based on improved iterative polynomial fitting[J]. Laser & Optoelectronics Progress, 57, 033001-261(2020).

    [10] WANG Z, ZHOU J, LIU S et al. A land surface temperature retrieval method for UAV broadband thermal imager data[J]. IEEE Geoscience and Remote Sensing Letters, 19, 1-5(2021).

    [12] HAN Y, FENG Y, LOU H et al. Thermocouple-based temperature sensing system for chemical cell inside micro UAV device[J]. Journal of Physics: Conference Series, 986, 012012(2018).

    [13] [13] FIDÊNCIO P H, POPPI R J, de RADE J C. Determination of ganic matter in soils using radial basis function wks near infrared spectroscopy[J]. Analytica Chimica Acta, 2002, 453: 125134.

    [14] [14] LIU Peiyi, REN Yulin, GOU Yuhui, et al. Nondestructive quantitative analysis of trimethoprim powder pharmaceuticalby artificial neural wk nearinfrared spectroscopy[J]. Chemical Journal of Chinese Universities, 2000, 21(4): 544546. (in Chinese)

    [16] [16] CIESZCZYK S. The influence of temperature nonunifmity on retrieval of gas concentration in OPFTIR spectroscopy [C]13th International Scientific Conference on Optical Senss Electronic Senss, SPIE, 2014, 9291: 5057.

    [18] LIU J W, ZHAO H D, LUO X L et al. Research progress of deep learning batch normalization and related algorithms[J]. Acta Automatica Sinica, 46, 1090-1120(2020).

    [19] LI H, ZHAO W J, LUO X S et al. Research on spectrum sensing algorithm based on eigenvalue fitting degree[J]. Journal of Dalian University of Technology, 60, 21-32(2020).

    [20] YANG Y R, DAI Y. Effect of human aberrations on retinal image quality based on root mean square error and correlation coefficient[J]. Acta Optica Sinica, 37, 0333001-395(2017).

    Tools

    Get Citation

    Copy Citation Text

    Zheng FANG, Yuao GAO, Hanbo WANG. LSTM-Transformer hybrid model for infrared spectral correction[J]. Infrared and Laser Engineering, 2025, 54(8): 20250164

    Download Citation

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

    Category: 光电测量

    Received: Mar. 12, 2025

    Accepted: --

    Published Online: Aug. 29, 2025

    The Author Email: Zheng FANG (fangzheng@xmu.edu.cn)

    DOI:10.3788/IRLA20250164

    Topics