Eigenspectra: a framework for identifying spectra from 3D eclipse mapping

被引:13
作者
Mansfield, Megan [1 ]
Schlawin, Everett [2 ,3 ]
Lustig-Yaeger, Jacob [4 ,5 ,6 ,7 ]
Adams, Arthur D. [8 ,9 ]
Rauscher, Emily [9 ]
Arcangeli, Jacob [10 ]
Feng, Y. Katherina [11 ]
Gupta, Prashansa [12 ]
Keating, Dylan [13 ]
Stevenson, Kevin B. [4 ]
Beatty, Thomas G. [2 ,3 ]
机构
[1] Univ Chicago, Dept Geophys Sci, 5734 S Ellis Ave, Chicago, IL 60637 USA
[2] Univ Arizona, Dept Astron, Tucson, AZ 85719 USA
[3] Univ Arizona, Steward Observ, Tucson, AZ 85719 USA
[4] Johns Hopkins Univ, Appl Phys Lab, Laurel, MD 20723 USA
[5] Univ Washington, Dept Astron, Box 351580, Seattle, WA 98195 USA
[6] Univ Washington, Astrobiol Program, Box 351580, Seattle, WA 98195 USA
[7] Univ Washington, NASA Nexus Exoplanet Syst Sci, Virtual Planetary Lab, Box 351580, Seattle, WA 98195 USA
[8] Yale Univ, Dept Astron, New Haven, CT 06520 USA
[9] Univ Michigan, Dept Astron, Ann Arbor, MI 48109 USA
[10] Univ Amsterdam, Anton Pannekoek Inst Astron, NL-1098 XH Amsterdam, Netherlands
[11] Univ Calif Santa Cruz, Dept Astron & Astrophys, Santa Cruz, CA 95064 USA
[12] Univ Montreal, Montreal, PQ H3T 1J4, Canada
[13] McGill Univ, Dept Phys, Montreal, PQ H3A 2T8, Canada
关键词
methods: data analysis; planets and satellites: atmospheres; planets and satellites: gaseous planets; PHASE CURVES; PLANETS;
D O I
10.1093/mnras/staa3179
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
Planetary atmospheres are inherently 3D objects that can have strong gradients in latitude, longitude, and altitude. Secondary eclipse mapping is a powerful way to map the 3D distribution of the atmosphere, but the data can have large correlations and errors in the presence of photon and instrument noise. We develop a technique to mitigate the large uncertainties of eclipse maps by identifying a small number of dominant spectra to make them more tractable for individual analysis via atmospheric retrieval. We use the eigencurves method to infer a multiwavelength map of a planet from spectroscopic secondary eclipse light curves. We then apply a clustering algorithm to the planet map to identify several regions with similar emergent spectra. We combine the similar spectra together to construct an `eigenspectrum' for each distinct region on the planetary map. We demonstrate how this approach could be used to isolate hot from cold regions and/or regions with different chemical compositions in observations of hot Jupiters with the James Webb Space Telescope (JWST). We find that our method struggles to identify sharp edges in maps with sudden discontinuities, but generally can be used as a first step before a more physically motivated modelling approach to determine the primary features observed on the planet.
引用
收藏
页码:5151 / 5162
页数:12
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