Remote sensing inversion of the Zabuye Salt Lake in Tibet, China using LightGBM algorithm

被引:8
|
作者
Dai, Jingjing [1 ]
Liu, Tingyue [2 ]
Zhao, Yuanyi [3 ]
Tian, Shufang [2 ]
Ye, Chuanyong [3 ]
Nie, Zhen [3 ]
机构
[1] Chinese Acad Geol Sci, Inst Mineral Resources, MNR Key Lab Metallogeny & Mineral Assessment, Beijing, Peoples R China
[2] China Univ Geosci, Sch Earth Sci & Resources, Beijing, Peoples R China
[3] Chinese Acad Geol Sci, Inst Mineral Resources, MNR Key Lab Saline Lake Resources & Environm, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Zabuye Salt Lake; remote sensing; LightGBM algorithm; lithium; Tibetan Plateau; TOTAL SUSPENDED MATTER; CLASSIFICATION; DEPTH;
D O I
10.3389/feart.2022.1022280
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The Zabuye Salt Lake in Tibet, China is the only salt lake in the world that contains natural crystalline lithium carbonate. The grade and spatial distribution of mineral resources are of great importance to the development and utilization of salt lake mineral resources. The use of remote sensing technology for salt lakes observations can overcome the disadvantages of traditional station observations, such as spatial discontinuity, high time consumption, and high labor costs. In addition, machine learning algorithms can efficiently analyze the information from remote sensing data. In this study, Landsat-8 remote sensing image data and the Light Gradient Boosting Machine (LightGBM) algorithm were used to perform inversions of the depth, salinity, and lithium concentration of the Zabuye Salt Lake. Moreover, the water volume, total salinity, and total lithium content of Zabuye Salt Lake in 2000 and 2017 were estimated, and the distribution of mineral resources and changes during the study period were analyzed. The results show that the water depth and volume of the entire lake increased sharply in 2017, resulting in a decrease in salinity and lithium concentration in the lake. Due to the inflow from the surrounding dry salterns, the South Lake experienced a relatively small change. Furthermore, the amount of lithium resources in North Lake decreased significantly in 2017 compared to 2000, possibly due to higher temperatures during the month of observation, which led to precipitation of lithium carbonate. Our study proves the feasibility and accuracy of the LightGBM machine learning algorithm for rapid inversion of salt lakes, which provides technical insight into remote sensing inversion of other mineral resources in salt lakes. Thus, the development of remote sensing technology in recent years can provide increasingly detailed assessments of salt lake resources in the future.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Remote sensing inversion of lithium concentration in salt lake using LightGBM: a case study of northern Zabuye salt lake in Tibet
    Liu T.
    Dai J.
    Zhao Y.
    Tian S.
    Ye C.
    Dizhi Xuebao/Acta Geologica Sinica, 2021, 95 (07): : 2249 - 2256
  • [2] Using remote sensing technology to monitor salt lake changes caused by climate change and melting glaciers:insights from Zabuye Salt Lake in Xizang
    Tingyue LIU
    Jingjing DAI
    Yuanyi ZHAO
    Shufang TIAN
    Zhen NIE
    Chuanyong YE
    Journal of Oceanology and Limnology, 2023, 41 (04) : 1258 - 1276
  • [3] Using remote sensing technology to monitor salt lake changes caused by climate change and melting glaciers: insights from Zabuye Salt Lake in Xizang
    Liu, Tingyue
    Dai, Jingjing
    Zhao, Yuanyi
    Tian, Shufang
    Nie, Zhen
    Ye, Chuanyong
    JOURNAL OF OCEANOLOGY AND LIMNOLOGY, 2023, 41 (04) : 1258 - 1276
  • [4] Using remote sensing technology to monitor salt lake changes caused by climate change and melting glaciers: insights from Zabuye Salt Lake in Xizang
    Tingyue Liu
    Jingjing Dai
    Yuanyi Zhao
    Shufang Tian
    Zhen Nie
    Chuanyong Ye
    Journal of Oceanology and Limnology, 2023, 41 : 1258 - 1276
  • [5] Impact of Regional Climate Change on the Development of Lithium Resources in Zabuye Salt Lake, Tibet
    Ding, Tao
    Zheng, Mianping
    Nie, Zhen
    Ma, Lichun
    Ye, Chuanyong
    Wu, Qian
    Zhao, Yuanyi
    Yang, Donghui
    Wang, Kai
    FRONTIERS IN EARTH SCIENCE, 2022, 10
  • [6] THE DISCOVERY OF HALOPHILIC ALGAE AND HALOBACTERIA AT ZABUYE SALT LAKE TIBET AND PRELIMINARY-STUDY ON THE GEOECOLOGY
    ZHENG, MP
    LIU, WG
    XIANG, J
    ACTA GEOLOGICA SINICA, 1985, 59 (02) : 162 - &
  • [7] Experimental Study on Brine Storage for Overwintering by Using Salinity-Gradient Solar Pond in Zabuye Salt Lake, Tibet
    Wu, Qian
    Wang, Yunsheng
    Zhang, Jintao
    Zhang, Ke
    Li, Juntao
    He, Zhikui
    Bu, Lingzhong
    Yu, Jiangjiang
    Nie, Zhen
    SEPARATIONS, 2025, 12 (02)
  • [8] Boron source and evolution of the Zabuye salt lake, Tibet: Indication from boron geochemistry and isotope
    Zhang, Wenjie
    Tan, Hongbing
    Xu, Wensheng
    Huang, Jinquan
    APPLIED GEOCHEMISTRY, 2023, 148
  • [9] Steroids in sediments from Zabuye Salt Lake, western Tibet: diagenetic, ecological or climatic signals?
    Wang, RL
    Brassell, SC
    Scarpitta, SC
    Zheng, MP
    Zhang, SC
    Hayde, PR
    Muench, LM
    ORGANIC GEOCHEMISTRY, 2004, 35 (02) : 157 - 168
  • [10] Study on the application of brine mixing method in lithium extraction from Zabuye salt lake, Tibet
    Wu, Qian
    Yu, Jiangjiang
    Zhang, Jintao
    Zhang, Ke
    Li, Juntao
    Solange, Deji
    He, Zhikui
    Bu, Lingzhong
    Nie, Zhen
    SCIENTIFIC REPORTS, 2025, 15 (01):