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DOI10.1029/2020GL090497
Probing Venus Surface Iron Contents With Six-Band Visible Near-Infrared Spectroscopy From Orbit
Dyar M.D.; Helbert J.; Maturilli A.; Müller N.T.; Kappel D.
发表日期2020
ISSN 0094-8276
卷号47期号:23
英文摘要Machine learning models enable interpretation of orbital spectral measurements of Venus using laboratory calibration data collected at Venus surface temperatures. Partial least squares models show that total iron content can be accurately predicted using data from the six bands (two in the 1.02 μm window). Prediction errors on total wt% FeO are ±0.50 for common subalkaline volcanic rocks. Accuracy is ±0.42 for wt% FeO in alkaline rocks, and ±2.47 for all 18 igneous samples studied to date. These robust capabilities will allow discrimination of basalt versus rhyolite/granite and elucidate the rock type of the enigmatic tessera terrain on Venus. ©2020. American Geophysical Union. All Rights Reserved.
英文关键词Infrared devices; Iodine compounds; Iron; Iron metallography; Iron oxides; Least squares approximations; Near infrared spectroscopy; Phosphorus compounds; Sulfur compounds; Uranium compounds; Volcanic rocks; Calibration data; Machine learning models; Partial least squares models; Prediction errors; Robust capability; Spectral measurement; Surface temperatures; Visible-near infrared spectroscopy; Nitrogen compounds; accuracy assessment; basalt; calibration; orbit determination; tessera; Venus; VIIRS; volcanic rock
语种英语
来源期刊Geophysical Research Letters
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/169357
作者单位Planetary Science Institute, Tucson, AZ, United States; Department of Astronomy, Mount Holyoke College, South Hadley, MA, United States; German Aerospace Center (DLR) Institute for Planetary Research, Berlin, Germany
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Dyar M.D.,Helbert J.,Maturilli A.,et al. Probing Venus Surface Iron Contents With Six-Band Visible Near-Infrared Spectroscopy From Orbit[J],2020,47(23).
APA Dyar M.D.,Helbert J.,Maturilli A.,Müller N.T.,&Kappel D..(2020).Probing Venus Surface Iron Contents With Six-Band Visible Near-Infrared Spectroscopy From Orbit.Geophysical Research Letters,47(23).
MLA Dyar M.D.,et al."Probing Venus Surface Iron Contents With Six-Band Visible Near-Infrared Spectroscopy From Orbit".Geophysical Research Letters 47.23(2020).
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