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SuNeRF-CME: Physics-informed Neural Radiance Fields for Tomographic Reconstruction of Coronal Mass Ejections

  • Authors: Robert Jarolim, Martin Sanner, Chia-Man Hung, Emma Stevenson, Hala Lamdouar, Josh Veitch-Michaelis, Ioanna Bouri, Anna Malanushenko, Elena Provornikova, Vít Růžička, Carlos Urbina-Ortega

Robert Jarolim et al 2026 The Astrophysical Journal 1004 .

  • Provider: AAS Journals

Caption: Figure 11.

Ablation study of the physics-informed loss weighting. (a) MAE of the reconstructed electron density relative to the ground truth as a function of the physics loss weight. (b) CC between reconstructed and ground-truth densities. Increasing the physics weight improves reconstruction quality up to an optimal range around 10−2–10−1. For excessively large weights (λ = 1), the solution quality degrades as the optimization becomes dominated by the physical regularization terms at the expense of fitting the observations.

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