Snow cover detection based on two-dimensional scatter plots from MODIS imagery data

被引:2
|
作者
Pan, Paipai [1 ]
Chen, Guoyue [2 ]
Saruta, Kazuki [2 ]
Terata, Yuki [2 ]
机构
[1] Akita Prefectural Univ, Grad Sch Syst Sci & Technol, Integrated Course Syst Sci & Technol, Yurihonjo 0150055, Japan
[2] Akita Prefectural Univ, Yurihonjo 0150055, Japan
来源
关键词
snow cover; MODIS; remote sensing; atmospheric correction; topographic correction; Akita; ATMOSPHERIC CORRECTION; REFLECTANCE; FORESTS; PART;
D O I
10.1117/1.JRS.9.096083
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Snow cover detection (SCD) using remote sensing imagery has received increasing attention since the development of satellite remote sensing technology. In the present work, a SCD method based on two-dimensional (2-D) scatter plots generated from MODIS imagery data over Akita Prefecture in Japan is proposed. The imagery of the study area is preprocessed, including a geographic correction, clipping, an atmospheric correction, and a topographic correction, before SCD is conducted. For this, snow and cloud pixels are extracted from other ground surface features according to a 2-D scatter plot of bands 1 and 3 in the reflectance spectrum. Finally, a snow cover map of Akita Prefecture is obtained after removal of the cloud pixels detected from a 2-D scatter plot of bands 6 and 7. Comparison and validation with AMeDAS in situ snow depth data from the study area shows that the average accuracy obtained from our proposed method represents an improvement of 11.79% over the MOD10A1 product, and 22.05% over the SCD results from a combination of normalized difference snow index and normalized difference vegetation index. In addition, Aomori Prefecture and Mt. Chokaizan are also evaluated as further tests of the proposed method. All results suggest that the proposed method is feasible for SCD in the study areas and can provide information for agricultural development, water resource management, and ecological environment construction. (C) 2015 Society of Photo-Optical Instrumentation Engineers (SPIE).
引用
收藏
页数:23
相关论文
共 50 条
  • [1] A snow climatology of the Andes Mountains from MODIS snow cover data
    Saavedra, Freddy A.
    Kampf, Stephanie K.
    Fassnacht, Steven R.
    Sibold, Jason S.
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2017, 37 (03) : 1526 - 1539
  • [2] Automatic Feature Selection Algorithm Based on Two-Dimensional Scatter Plots for Imbalanced Datasets
    Oh, Hwan In
    Jung, Joon Ha
    Sun, Kyung Ho
    TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2025, 49 (03) : 201 - 212
  • [3] Determination of snow cover from MODIS data for the Tibetan Plateau region
    Tang, Bo-Hui
    Shrestha, Basanta
    Li, Zhao-Liang
    Liu, Gaohuan
    Ouyang, Hua
    Gurung, Deo Raj
    Giriraj, Amarnath
    Aung, Khun San
    INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2013, 21 : 356 - 365
  • [4] Visually Enhanced Parallel Coordinates Plot With Two-Dimensional Kernel Density Scatter Plots
    Liu, Jia
    Wan, Gang
    Wang, Shuai
    Deng, Panke
    Su, Zhijuan
    Li, Chu
    Mu, Yao
    Yin, Yunxia
    IEEE ACCESS, 2023, 11 : 116833 - 116845
  • [5] New Approach for Snow Cover Detection through Spectral Pattern Recognition with MODIS Data
    Lee, Kyeong-Sang
    Jin, Donghyun
    Yeom, Jong-Min
    Seo, Minji
    Choi, Sungwon
    Kim, Jae-Jin
    Han, Kyung-Soo
    JOURNAL OF SENSORS, 2017, 2017
  • [6] Seasonal snow cover classification based on SAR imagery and topographic data
    Liu, Chang
    Li, Zhen
    Zhang, Ping
    Wu, Zhipeng
    REMOTE SENSING LETTERS, 2022, 13 (03) : 269 - 278
  • [7] The Extraction of Snow Cover Information Based on MODIS Data and Spatial Modeler Tool
    Liu, Zhiming
    Zhan, Chunxiao
    Sun, Jianxia
    Wei, Ye
    2008 INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND TRAINING AND 2008 INTERNATIONAL WORKSHOP ON GEOSCIENCE AND REMOTE SENSING, VOL 1, PROCEEDINGS, 2009, : 836 - 839
  • [8] An Assessment of Existing Methodologies to Retrieve Snow Cover Fraction from MODIS Data
    Masson, Theo
    Dumont, Marie
    Dalla Mura, Mauro
    Sirguey, Pascal
    Gascoin, Simon
    Dedieu, Jean-Pierre
    Chanussot, Jocelyn
    REMOTE SENSING, 2018, 10 (04):
  • [9] Changes in Andes snow cover from MODIS data, 2000-2016
    Saavedra, Freddy A.
    Kampf, Stephanie K.
    Fassnacht, Steven R.
    Sibold, Jason S.
    CRYOSPHERE, 2018, 12 (03): : 1027 - 1046
  • [10] Detection of diluted contaminants on chicken carcasses using a two-dimensional scatter plot based on a two-dimensional hyperspectral correlation spectrum
    Wu, Wei
    Chen, Gui-yun
    Wu, Ming-qing
    Yu, Zhen-wei
    Chen, Kun-jie
    APPLIED OPTICS, 2017, 56 (09) : D72 - D78