AN ADAPTIVE FILTER BASED ON LOCAL SLOPE BY ADJUSTING ELLIPTIC FILTER KERNEL FOR ICESAT-2 PHOTON COUNTING LASER ALTIMETRIC DATA

被引:4
|
作者
Xie, Huan [1 ]
Ye, Dan [1 ]
Hai, Gang [1 ]
Tong, Xiaohua [1 ]
机构
[1] Tongji Univ, Coll Surveying & Geoinformat, 1239 Siping Rd, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金;
关键词
photon counting; noise filtering; Gaussian density; ICESat-2;
D O I
10.1051/epjconf/202023701003
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Ice, Cloud and Land Elevation Satellite-2 (ICESat-2) was launched on September 15th, 2018, which continues to perform measurement tasks as the successor to ICESat. Unlike full waveform technology of ICESat, ICESat-2 employs micropulse photon counting technology, which provides higher accuracy, but produces plenty of noise. This paper proposes an adaptive filter based on local slope by adjusting elliptic filter kernel. The general approach is 1) data preprocessing, 2) Gaussian density calculation, 3) OTSU adaptive threshold calculation. This method is seen to be robust in identifying signal points from high background noise points and suitable for low density data caused by slope.
引用
收藏
页数:3
相关论文
共 50 条
  • [31] A Robust Density Estimation Method for Glacier-Height Retrieval From ICESat-2 Photon-Counting Data
    Chang, Ruijie
    Huang, Ronggang
    Jiang, Liming
    Dong, Zhen
    Wang, Hansheng
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61
  • [32] ICESat-2 laser data denoising algorithm based on a back propagation neural network
    Meng, Wenjun
    Li, Jie
    Tang, Qiuhua
    Xu, Wenxue
    Dong, Zhipeng
    APPLIED OPTICS, 2022, 61 (28) : 8395 - 8404
  • [33] A Filtering Method for ICESat-2 Photon Point Cloud Data Based on Relative Neighboring Relationship and Local Weighted Distance Statistics
    Li, Yi
    Fu, Haiqiang
    Zhu, Jianjun
    Wang, Changcheng
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 18 (11) : 1891 - 1895
  • [34] Estimation of the Mass Balance of Greenland IceSheet from 2003 to 2019 based on ICESat and ICESat-2 Laser Altimetry Data
    Li Q.
    Ke C.
    Zhang J.
    Fan Y.
    Shen X.
    Journal of Geo-Information Science, 2022, 24 (03) : 558 - 571
  • [35] ICESat-2 single photon laser point cloud denoising algorithm based on improved DBSCAN clustering
    Wang, Dong
    Yu, Jiachen
    Liu, Fengying
    Li, Qinghua
    EARTH PLANETS AND SPACE, 2024, 76 (01):
  • [36] Algorithm for Detection of Ground and Canopy Cover in Micropulse Photon-Counting Lidar Altimeter Data in Preparation for the ICESat-2 Mission
    Herzfeld, Ute Christina
    McDonald, Brian W.
    Wallin, Bruce F.
    Neumann, Thomas A.
    Markus, Thorsten
    Brenner, Anita
    Field, Christopher
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (04): : 2109 - 2125
  • [37] Land Cover Classification Using ICESat-2 Photon Counting Data and Landsat 8 OLI Data: A Case Study in Yunnan Province, China
    Pan, Jiya
    Wang, Cheng
    Wang, Jinliang
    Gao, Fan
    Liu, Qianwei
    Zhang, Jianpeng
    Deng, Yuncheng
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [38] A Direction-Adaptive DBSCAN-Based Method for Denoising ICESat-2 Photon Point Clouds in Forested Environments
    Zhang, Congying
    Wang, Ruirui
    Yang, Banghui
    Yang, Le
    Yang, Yaoyao
    Liu, Fei
    Xiong, Kaiwei
    FORESTS, 2025, 16 (03):
  • [39] Retrieving Low and Sparse Vegetation Heights in Desert Ecosystems Using ICESat-2 ATL03 Photon-Counting LiDAR Data
    Li, Yi
    Fu, Haiqiang
    Gao, Shijuan
    Zhu, Jianjun
    Wang, Li
    Wang, Changcheng
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [40] Adaptive Non-local Means Filter Based on Multi-kernel for Complicated Noise
    Long, Qian
    Qu, Hongwei
    Wang, Yiping
    Wang, Gaihua
    Zhu, Bolun
    ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT VII, ICIC 2024, 2024, 14868 : 381 - 389