Reflectance spectroscopy analysis and lithium content estimation in lithium-rich rocks and stream sediments: Insights from Tuanjie Peak, Western Kunlun, China

被引:0
|
作者
Zhang, Hao [1 ,2 ,3 ]
Zhang, Nannan [1 ,2 ,3 ]
Liao, Shibin [1 ,2 ,3 ]
Liu, Chao [4 ]
Chen, Li [1 ,2 ,3 ]
Chang, Jinyu [1 ,2 ,3 ]
Tao, Jintao [1 ,2 ,3 ]
机构
[1] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, Key Lab Ecol Safety & Sustainable Dev Arid Lands, Urumqi 830011, Peoples R China
[2] Xinjiang Key Lab Mineral Resources & Digital Geol, Urumqi 830011, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[4] Geol Survey Acad Xinjiang, Urumqi 830000, Peoples R China
关键词
Lithium; VNIR-SWIR; Spectral analysis; Clay-type lithium; CNN; Quantitative estimation; INFRARED-SPECTROSCOPY; MINERAL EXPLORATION; VARIABLE SELECTION; DEPOSIT; SERPENTINES; REGRESSION; ALGORITHM; SMECTITES; SURFACE; SOIL;
D O I
10.1016/j.saa.2024.125010
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Lithium, a rare metal of strategic importance, has garnered heightened global attention. This investigation delves into the laboratory visible-near infrared and short-wavelength infrared reflectance (VNIR-SWIR 350 nm-2500 nm) spectral properties of lithium-rich rocks and stream sediments, aiming to elucidate their quantitative relationship with lithium concentration. This research seeks to pave new avenues and furnish innovative technical solutions for probing sedimentary lithium reserves. Conducted in the Tuanjie Peak region of Western Kunlun, Xinjiang, China, this study analyzed 614 stream sediments and 222 rock specimens. Initial steps included laboratory VNIR-SWIR spectral reflectance measurements and lithium quantification. Following the preprocessing of spectral data via Savitzky-Golay (SG) smoothing and continuum removal (CR), the absorption positions (Pos2210nm, Pos1910nm) and depths (Depth2210, Depth1910) in the rock spectra, as well as the Illite Spectral Maturity (ISM) of the rock samples, were extracted. Employing both the Successive Projections
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页数:16
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