Estimation Model of Soil Organic Carbon Content Based on Mid-infrared Spectral Characteristics Enhancement and Ensemble Learning

被引:0
|
作者
Tang, Aohua [1 ,2 ]
Yang, Guijun [1 ,2 ]
Yang, Yue [2 ,3 ]
Chen, Weinan [1 ,2 ]
Xu, Xin'gang [2 ]
Xu, Bo [2 ]
Gao, Meiling [1 ]
Zhang, Jing [1 ]
机构
[1] College of Geological Engineering and Geomatics, Chang'an University, Xi'an,710054, China
[2] Key Laboratory of Quantitative Remote Sensing in Agriculture, Ministry of Agriculture and Rural Affairs, Beijing,100097, China
[3] School of Land Engineering, Chang'an University, Xi'an,710054, China
关键词
D O I
10.6041/j.issn.1000-1298.2024.08.035
中图分类号
学科分类号
摘要
引用
收藏
页码:382 / 390
相关论文
共 50 条
  • [41] A Self-Adaptive Model for the Prediction of Soil Organic Matter Using Mid-Infrared Photoacoustic Spectroscopy
    Ma, Fei
    Du, Changwen
    Zhou, Jianmin
    SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2016, 80 (01) : 238 - 246
  • [42] In situ and laboratory soil spectroscopy with portable visible-to-near-infrared and mid-infrared instruments for the assessment of organic carbon in soils
    Hutengs, Christopher
    Seidel, Michael
    Oertel, Felix
    Ludwig, Bernard
    Vohland, Michael
    GEODERMA, 2019, 355
  • [43] Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy
    Ding, Jianli
    Yang, Aixia
    Wang, Jingzhe
    Sagan, Vasit
    Yu, Danlin
    PEERJ, 2018, 6
  • [44] Study on the Prediction of Soil Heavy Metal Elements Content Based on Mid-Infrared Diffuse Reflectance Spectra
    Wu Deng-wei
    Wu Yun-zhao
    Ma Hong-rui
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2010, 30 (06) : 1498 - 1502
  • [45] Determination of Organic and Inorganic Carbon in Forest Soil Samples by Mid-Infrared Spectroscopy and Partial Least Squares Regression
    Tatzber, Michael
    Mutsch, Franz
    Mentler, Axel
    Leitgeb, Ernst
    Englisch, Michael
    Gerzabek, Martin H.
    APPLIED SPECTROSCOPY, 2010, 64 (10) : 1167 - 1175
  • [46] Spectral radiation characteristics of domestic liquid hydrocarbon fuels in mid-infrared band based on transmission method
    Liu M.
    Ai Q.
    Shuai Y.
    Optik, 2023, 288
  • [47] Spectral Reconstruction Method of Mid-Infrared Surface Characteristics Based on Non-Negative Matrix Factorization
    Li Yin-na
    Li Zheng-qiang
    Zheng Yang
    Hou Wei-zhen
    Xu Wen-bin
    Ma Yan
    Fan Cheng
    Ge Bang-yu
    Yao Qian
    Shi Zheng
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2024, 44 (02) : 563 - 570
  • [48] Improving Spectral Estimation of Soil Organic Carbon Content through Semi-Supervised Regression
    Liu, Huizeng
    Shi, Tiezhu
    Chen, Yiyun
    Wang, Junjie
    Fei, Teng
    Wu, Guofeng
    REMOTE SENSING, 2017, 9 (01)
  • [49] Instance-based transfer learning for soil organic carbon estimation
    Bursac, Petar
    Kovacevic, Milos
    Bajat, Branislav
    FRONTIERS IN ENVIRONMENTAL SCIENCE, 2022, 10
  • [50] SpatialFormer: A Model to Estimate Soil Organic Carbon Content Using Spectral and Spatial Information
    Tong, Zichen
    Liu, Lanfa
    JOURNAL OF SOIL SCIENCE AND PLANT NUTRITION, 2025,