Infrared and Laser Engineering, Volume. 49, Issue 11, 20200292(2020)

Land cover classification using ICESat-2 data with random forest

Binbin Li1... Huan Xie1,*, Xiaohua Tong1, Dan Ye1, Kaipeng Sun2 and Ming Li3 |Show fewer author(s)
Author Affiliations
  • 1Shanghai Key Laboratory for Planetary Mapping and Remote Sensing for Deep Space Exploration, College of Surveying and Geo-Informatics, Tongji University, Shanghai 200092, China
  • 2Shanghai Institute of Satellite Engineering, Shanghai 201109, China
  • 3Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China
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    References(17)

    [1] B E Schutz, H J Zwally, Shuman, A C. Overview of the ICESat mission. Geophysical Research Letters, 32, L21S01(2005).

    [2] [2] Duong H, Pfeifer N, Lindenbergh R. Full wavefm analysis: ICESat laser data f l cover classification[C]In proceedings: ISPRS term Symposium, Remote Sensing, 2012, 36: 3135.

    [8] T Markus, R Neumann, A Martino. The ice, cloud, and land elevation Satellite-2 (ICESat-2): Science requirements, concept, and implementation. Remote Sens Environ, 190, 260, 273(2017).

    [10] 夏少波, Shaobo Xia, 王成, Cheng Wang, 习晓环, Xiaohuan Xi. Point cloud filtering and tree height estimation using airborne experiment data of ICESat-2. Journal of Remote Sensing, 18, 1199-1207(2014).

    [12] 许艺腾, Yiteng Xu, 李国元, Guoyuan Li, 邱春霞, Chunxia Qiu. Single photon laser data processing technology based on terrain correlation and least square curve fitting. Infrared and Laser Engineering, 48, 1205004(2019).

    [13] [13] Zhang Z, Xu N, Ma Y, et al. L snowcovered area classification method based on the background noise f satellite photoncounting laser altimeters[J]. Optics Express, 2020, 28: 1603016044.

    [14] M Liu, S Popescu, L Malambo. Feasibility of burned area mapping based on ICESAT-2 photon counting data. Remote Sensing, 12, 24(2019).

    [15] [15] Neuenschwer A, Pitts K, Jelley B, et al. Ice, Cloud, L Elevation Satellite 2 (ICESat2) algithm theetical basis document (ATBD) f l vegetation alongtrack products (ATL08)[R]. ICESat2 Algithm Theetical Basis Document, 2020.

    [16] [16] Neumann T, Brenner A, Hancock D, et al. Ice, Cloud, L Elevation Satellite2 (ICESat2) project algithm theetical basis document (ATBD) f global geolocated photons ATL03[R]. ICESat2 Algithm Theetical Basis Document, 2019.

    [17] [17] Friedl M A, SullaMenashe D, Tan B, et al. MODIS collection 5 global l cover: Algithm refinements acterization of new datasets[J]. Remote Sensing of Environment, 2010, 114: 168–182.

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    Binbin Li, Huan Xie, Xiaohua Tong, Dan Ye, Kaipeng Sun, Ming Li. Land cover classification using ICESat-2 data with random forest[J]. Infrared and Laser Engineering, 2020, 49(11): 20200292

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    Paper Information

    Category: Issue-Space-borne laser altimetry technology

    Received: Jul. 1, 2020

    Accepted: --

    Published Online: Jan. 4, 2021

    The Author Email: Xie Huan (huanxie@tongji.edu.cn)

    DOI:10.3788/IRLA20200292

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