SIZE ESTIMATION OF ANT NESTS IN INDUSTRIAL FOREST BY P-BAND SAR TOMOGRAPHY

被引:0
|
作者
Ore, Gian [1 ]
Santos, Alexandre [2 ]
Ukan, Daniele [3 ]
Zanetti, Ronald [4 ]
Camargo, Mariane [5 ]
Oliveira, Luciano P. [6 ]
Hernandez-Figueroa, Hugo E.
机构
[1] Univ Estadual Campinas, Sch Elect & Comp Engn, UNICAMP, Campinas, Brazil
[2] Fed Inst Mato Grosso, Dept Forest Engn, IFMT, Campus Caceres, Caceres, MT, Brazil
[3] UNICENTRO, Dept Forest Engn, Irati, PR, Brazil
[4] Univ Fed Lavras, Dept Entomol, UFLA, DEN, Lavras, MG, Brazil
[5] Klabin SA, Telemaco Borba, PR, Brazil
[6] Technol Innovat Inst, Directed Energy Res Ctr, Abu Dhabi, U Arab Emirates
基金
巴西圣保罗研究基金会;
关键词
Ant nests size estimation; SAR imaging; industrial forest;
D O I
10.1109/IGARSS52108.2023.10282064
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Defoliation by leaf-cutting ants in commercial forest plantations is one of the leading causes of biomass and productivity losses affecting all of Brazilian industrial forest. Thus, the development of monitoring tools that allow extracting the information below the surface in large areas, such as synthetic aperture radar (SAR) systems, is crucial. This work presents a method for ant nest size estimation in industrial forest based on SAR images. A field study is carried out using a drone-borne SAR system to survey a commercial eucalyptus forest by using a helical flight pattern and P band transmitting frequency and finally generating a ground tomography. A convolutional neural network (CNN) is employed for the ant nests size estimation from the tomograms. A mean error of 5 % and 21 % was achieved for a training a validation dataset, respectively.
引用
收藏
页码:6592 / 6595
页数:4
相关论文
共 50 条
  • [1] ANT NESTS DETECTION IN INDUSTRIAL FORESTS BY SAR P-BAND TOMOGRAPHY
    Ore, Gian
    Santos, Alexandre
    Ukan, Daniele
    Zanetti, Ronald
    Camargo, Mariane
    Oliveira, Luciano P.
    Hernandez-Figueroa, Hugo E.
    2022 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2022), 2022, : 4791 - 4794
  • [2] DETECTION OF ACROMYRMEX ANT NEST IN INDUSTRIAL FOREST BY P-BAND SAR TOMOGRAPHY
    Ore, Gian
    Santos, Alexandre
    Ukan, Daniele
    Zanetti, Ronald
    Camargo, Mariane
    Oliveira, Luciano P.
    Hernandez-Figueroa, Hugo E.
    IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 6160 - 6163
  • [3] TROPICAL FOREST STRUCTURE ESTIMATION USING POLARIMETRIC SAR TOMOGRAPHY AT P-BAND
    Huang, Yue
    Ferro-Famil, Laurent
    Neumann, Maxim
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 7593 - 7596
  • [4] RELATING TROPICAL FOREST BIOMASS TO P-BAND SAR TOMOGRAPHY
    Dinh, H. T. M.
    Rocca, F.
    Tebaldini, S.
    d'Alessandro, M. Mariotti
    Le Toan, T.
    Villard, L.
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 7589 - 7592
  • [5] Potential of P-Band SAR Tomography in Forest Type Classification
    Ho Tong Minh, Dinh
    Ngo, Yen-Nhi
    Le, Thu Trang
    REMOTE SENSING, 2021, 13 (04) : 1 - 16
  • [6] P-Band Polarimetric SAR tomography for tropical forest structure characterization
    Chehade, Bassam El Hajj
    Ferro-Famil, Laurent
    2014 11TH EUROPEAN RADAR CONFERENCE (EURAD), 2014, : 49 - 52
  • [7] AFRISAR-TROPISAR: FOREST BIOMASS RETRIEVAL BY P-BAND SAR TOMOGRAPHY
    Ngo, Y. -N.
    Minh, D. Ho Tong
    Moussawi, I.
    Villard, L.
    Ferro-Famil, L.
    d'Alessandro, M. Mariotti
    Tebaldini, S.
    Albinet, C.
    Scipal, K.
    Le Toan, T.
    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 8675 - 8678
  • [8] Tropical Forest Vertical Structure Characterization: From GEDI to P-Band SAR Tomography
    Ngo, Yen-Nhi
    Huang, Yue
    Minh, Dinh Ho Tong
    Ferro-Famil, Laurent
    Fayad, Ibrahim
    Baghdadi, Nicolas
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [9] Monitoring Tropical Forest Structure Using SAR Tomography at L- and P-Band
    El Moussawi, Ibrahim
    Dinh Ho Tong Minh
    Baghdadi, Nicolas
    Abdallah, Chadi
    Jomaah, Jalal
    Strauss, Olivier
    Lavalle, Marco
    Ngo, Yen-Nhi
    REMOTE SENSING, 2019, 11 (16)
  • [10] POLARIMETRIC SAR TOMOGRAPHY OF TROPICAL FORESTS AT P-BAND
    Huang, Yue
    Ferro-Famil, Laurent
    Lardeux, Cedric
    2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 1373 - 1376