Estimation of Noise in the In Situ Hyperspectral Data Acquired by Chang'E-4 and Its Effects on Spectral Analysis of Regolith

被引:5
|
作者
Lin, Honglei [1 ]
Lin, Yangting [1 ]
Wei, Yong [1 ]
Xu, Rui [2 ]
Liu, Yang [3 ]
Yang, Yazhou [3 ]
Hu, Sen [1 ]
Yang, Wei [1 ]
He, Zhiping [2 ]
机构
[1] Chinese Acad Sci, Inst Geol & Geophys, Key Lab Earth & Planetary Phys, Beijing 100029, Peoples R China
[2] Chinese Acad Sci, Shanghai Inst Tech Phys, Key Lab Space Act Optoelect Technol, Shanghai 200083, Peoples R China
[3] Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
the Moon; Chang'E-4; hyperspectral data; noise estimation; spectral interpretation; NEAR-INFRARED SPECTRA; LANDING SITE; REFLECTANCE SPECTROSCOPY; QUANTITATIVE-ANALYSIS; LUNAR; SURFACE; IDENTIFICATION; MINERALS; CRATER; SOILS;
D O I
10.3390/rs12101603
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The Chang'E-4 (CE-4) spacecraft landed successfully on the far side of the Moon on 3 January 2019, and the rover Yutu-2 has explored the lunar surface since then. The visible and near-infrared imaging spectrometer (VNIS) onboard the rover has acquired numerous spectra, providing unprecedented insight into the composition of the lunar surface. However, the noise in these spectral data and its effects on spectral interpretation are not yet assessed. Here we analyzed repeated measurements over the same area at the lunar surface to estimate the signal-noise ratio (SNR) of the VNIS spectra. Using the results, we assessed the effects of noise on the estimation of band centers, band depths, FeO content, optical maturity (OMAT), mineral abundances, and submicroscopic metallic iron (SMFe). The data observed at solar altitudes <20 degrees exhibit low SNR (25 dB), whereas the data acquired at 20 degrees-35 degrees exhibit higher SNR (35-37 dB). We found differences in band centers due to noise to be similar to 6.2 and up to 28.6 nm for 1 and 2 mu m absorption, respectively. We also found that mineral abundances derived using the Hapke model are affected by noise, with maximum standard deviations of 6.3%, 2.4%, and 7.0% for plagioclase, pyroxene, and olivine, respectively. Our results suggest that noise has significant impacts on the CE-4 spectra, which should be considered in the spectral analysis and geologic interpretation of lunar exploration data.
引用
收藏
页数:16
相关论文
共 16 条
  • [1] The Effects of Viewing Geometry on the Spectral Analysis of Lunar Regolith as Inferred by in situ Spectrophotometric Measurements of Chang'E-4
    Yang, Yazhou
    Lin, Honglei
    Liu, Yang
    Lin, Yangting
    Wei, Yong
    Hu, Sen
    Yang, Wei
    Xu, Rui
    He, Zhiping
    Zou, Yongliao
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (08)
  • [2] In situ spectral measurements of space weathering by Chang'e-4 rover
    Gou, Sheng
    Yue, Zongyu
    Di, Kaichang
    Wan, Wenhui
    Liu, Zhaoqin
    Liu, Bin
    Peng, Man
    Wang, Yexin
    He, Zhiping
    Xu, Rui
    [J]. EARTH AND PLANETARY SCIENCE LETTERS, 2020, 535
  • [3] A Comparative Study on Continuum Removal for Chang'E-4 VNIS Hyperspectral Data and its Impact on Elements Retrieval
    Wang, Chao
    Zeng, Xiangsui
    Li, Jia
    Shang, Liyan
    Feng, Jiong
    [J]. FOURTEENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING, ICGIP 2022, 2022, 12705
  • [4] Thermophysical properties of the regolith on the lunar far side revealed by the in situ temperature probing of the Chang'E-4 mission
    肖潇
    俞硕然
    黄俊
    张熇
    张有为
    肖龙
    [J]. National Science Review, 2022, 9 (11) : 121 - 129
  • [5] Thermophysical properties of the regolith on the lunar far side revealed by the in situ temperature probing of the Chang'E-4 mission
    Xiao, Xiao
    Yu, Shuoran
    Huang, Jun
    Zhang, He
    Zhang, Youwei
    Xiao, Long
    [J]. NATIONAL SCIENCE REVIEW, 2022, 9 (11)
  • [6] A Novel Approach for Permittivity Estimation of Lunar Regolith Using the Lunar Penetrating Radar Onboard Chang'E-4 Rover
    Wang, Ruigang
    Su, Yan
    Ding, Chunyu
    Dai, Shun
    Liu, Chendi
    Zhang, Zongyu
    Hong, Tiansheng
    Zhang, Qing
    Li, Chunlai
    [J]. REMOTE SENSING, 2021, 13 (18)
  • [7] Q-value estimation of Chang'e-4 lunar penetrating radar data
    Wang, Junyi
    Zhao, Jingtao
    Peng, Suping
    Cui, Rui
    [J]. JOURNAL OF GEOPHYSICS AND ENGINEERING, 2022, 19 (05) : 982 - 996
  • [8] Heterogeneous Weathering Process of Lunar Regolith Revealed by Polarimetric Attributes Analysis of Chang'E-4 Lunar Penetrating Radar Data Acquired During the Yutu-2 Turnings
    Zhou, Haoqiu
    Feng, Xuan
    Ding, Chunyu
    Dong, Zejun
    Liu, Cai
    Liang, Wenjing
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2022, 49 (13)
  • [9] Rock Location and Property Analysis of Lunar Regolith at Chang'E-4 Landing Site Based on Local Correlation and Semblance Analysis
    Song, Hanjie
    Li, Chao
    Zhang, Jinhai
    Wu, Xing
    Liu, Yang
    Zou, Yongliao
    [J]. REMOTE SENSING, 2021, 13 (01) : 1 - 14
  • [10] Sample data selection based on the feature subspace for photometric correction of the Chang'E-4 in situ observations
    Li, Jia
    Wang, Chao
    Xie, Huan
    Tong, Xiaohua
    Feng, Yongjiu
    Xu, Xiong
    Liu, Sicong
    [J]. ADVANCES IN SPACE RESEARCH, 2024, 74 (02) : 1090 - 1101