Improving Forest Detection Using Machine Learning and Remote Sensing: A Case Study in Southeastern Serbia

被引：8
作者：
Potic, Ivan [1 ]
Srdic, Zoran [1 ]
Vakanjac, Boris [1 ]
Bakrac, Sasa [1 ,2 ]
Dordevic, Dejan [1 ,2 ]
Bankovic, Radoje [1 ,2 ]
Jovanovic, Jasmina M. [3 ]
机构：
[1] Mil Geog Inst Gen Stevan Boskovic, Belgrade 11000, Serbia
[2] Univ Def, Mil Acad, Belgrade 11000, Serbia
[3] Univ Belgrade, Fac Geog, Belgrade 11000, Serbia
来源：
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 14期
关键词：
vegetation detection; remote sensing; !text type='Python']Python[!/text; machine learning; classification accuracy; Sentinel-2; GOOGLE EARTH ENGINE; GLOBAL VEGETATION; SENTINEL-2; BANDS; INDEX; CLASSIFICATION; COLOR; LEAF; LAI;
D O I：
10.3390/app13148289
中图分类号：
O6 [化学];
学科分类号：
0703 ;
摘要：
Featured Application
引用
收藏
页数：24
相关论文
共 102 条
  • [1] Toward Practical Analysis of Wastewater Contaminants Employing Dual Spectroscopic Techniques
    Abdlaty, Ramy
    Mokhtar, Mohamed
    [J]. WATER CONSERVATION SCIENCE AND ENGINEERING, 2022, 7 (04) : 515 - 523
  • [2] A review of remote sensing methods for biomass feedstock production
    Ahamed, T.
    Tian, L.
    Zhang, Y.
    Ting, K. C.
    [J]. BIOMASS & BIOENERGY, 2011, 35 (07) : 2455 - 2469
  • [3] [Anonymous], 2003, Technical report
  • [4] [Anonymous], 2023, ArcGIS Pro
  • [5] Examining Hybrid and Single SVM Models with Different Kernels to Predict Rock Brittleness
    Armaghani, Danial Jahed
    Asteris, Panagiotis G.
    Askarian, Behnam
    Hasanipanah, Mahdi
    Tarinejad, Reza
    Huynh, Van Van
    [J]. SUSTAINABILITY, 2020, 12 (06) : 1 - 17
  • [6] Ashburn P., 1978, P TECHN SESS LACIE S, P843
  • [7] Awad M., 2015, EFFICIENT LEARNING M, P67
  • [8] Operational Tree Species Mapping in a Diverse Tropical Forest with Airborne Imaging Spectroscopy
    Baldeck, Claire A.
    Asner, Gregory P.
    Martin, Robin E.
    Anderson, Christopher B.
    Knapp, David E.
    Kellner, James R.
    Wright, S. Joseph
    [J]. PLOS ONE, 2015, 10 (07):
  • [9] Effects of soil color and brightness on vegetation indexes
    Bannari, A
    Huete, AR
    Morin, D
    Zagolski, F
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1996, 17 (10) : 1885 - 1906
  • [10] A Review on Early Forest Fire Detection Systems Using Optical Remote Sensing
    Barmpoutis, Panagiotis
    Papaioannou, Periklis
    Dimitropoulos, Kosmas
    Grammalidis, Nikos
    [J]. SENSORS, 2020, 20 (22) : 1 - 26
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