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DOI | 10.1029/2020GL090497 |
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
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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 |
推荐引用方式 GB/T 7714 | 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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