Spectroscopy and Spectral Analysis, Volume. 45, Issue 2, 569(2025)

Hyperspectral Inversion Model of Forest Soil Organic Matter Based on PCA-DBO-SVR

DENG Yun1,2, WANG Jun1,2, CHEN Shou-xue2、*, and SHI Yuan-yuan3
Author Affiliations
  • 1Guangxi Key Laboratory of Embedded Technology and Intelligent System, Guilin University of Technology, Guilin 541004, China
  • 2School of Information Science and Engineering, Guilin University of Technology, Guilin 541004, China
  • 3Guangxi Zhuang Autonomous Region Forestry Research Institute, Nanning 530002, China
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    References(17)

    [1] [1] Mcbratney A, Field D J, Koch A. Geoderma, 2014, 213: 203.

    [2] [2] Piikki K, Sderstrm M. Validating and Adapting Regional Soil Maps for Precision Agriculture, Conference on Proximal Sensing SupportingPrecision Agriculture, 2015.

    [3] [3] Dotto A C, Dalmolin R S D, Caten A T, et al. Geoderma, 2018, 314: 262.

    [4] [4] O'Rourke S M, Stockmann U, Holden N M, et al. Geoderma, 2016, 279: 31.

    [5] [5] Guo L, Zhao C, Zhang H, et al. Geoderma, 2017, 285: 280.

    [6] [6] Chen X, Xu Y, Meng L, et al. Sensors and Actuators B: Chemical, 2020, 311: 127924.

    [7] [7] Xie Z, Feng X, Chen X. Chemometrics and Intelligent Laboratory Systems, 2022, 221: 104486.

    [8] [8] Su L, Shi W, Chen X, et al. Food Chemistry, 2021, 338: 127797.

    [9] [9] Stenberg B, Rossel R A V, Mouazen A M, et al. Advances in Agronomy, 2010, 107: 163.

    [10] [10] Rossel R A V, Behrens T, Ben-Dor E, et al. Earth-Science Reviews, 2016, 155: 198.

    [11] [11] Gao Y, Cui L, Lei B, et al. Applied Spectroscopy, 2014, 68(7): doi: 10.1366/13-07031.

    [12] [12] Vasat R, Kodesova R, Klement A, et al. Geoderma, 2017, 298: 46.

    [18] [18] Han L, Chen R, Zhu H, et al. Sustainability, 2020, 12(4): 1476.

    [19] [19] Zhang Z, Ding J, Wang J, et al. Catena, 2019, 185(10): 104257.

    [20] [20] Xue J, Shen B. The Journal of Supercomputing, 2022, 79(7): 7305.

    [21] [21] Hong Y, Liu Y, Chen Y, et al. Geoderma, 2019, 337: 758.

    [22] [22] Gao L, Zhu X, Han Z, et al. Pedosphere, 2019, 29(6): 810.

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    DENG Yun, WANG Jun, CHEN Shou-xue, SHI Yuan-yuan. Hyperspectral Inversion Model of Forest Soil Organic Matter Based on PCA-DBO-SVR[J]. Spectroscopy and Spectral Analysis, 2025, 45(2): 569

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    Paper Information

    Received: Dec. 27, 2023

    Accepted: May. 21, 2025

    Published Online: May. 21, 2025

    The Author Email: CHEN Shou-xue (7666817@qq.com)

    DOI:10.3964/j.issn.1000-0593(2025)02-0569-15

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