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A Machine Learning Approach to Exoplanet Atmospheric Retrieval: Application to Optical Filter Ranking

  • Authors: Patcharawee Munsaket, Supachai Awiphan, Poemwai Chainakun, Eamonn Kerins, Napaporn A-thano

Patcharawee Munsaket et al 2026 The Astronomical Journal 172 .

  • Provider: AAS Journals

Caption: Figure 12.

Similar to Figure 8, but without the ﹩{u}^{{\prime} }﹩ filter. After the removal of ﹩{u}^{{\prime} }﹩, the Johnson–Cousins U filter becomes increasingly important, as seen by its rising importance values toward the final steps. This behavior is consistent with the similarity between the U and ﹩{u}^{{\prime} }﹩ transmission profiles, and it indicates that the model selects U as the next best substitute for capturing information in the 0.3–0.4 μm range.

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