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arxiv: 2604.24923 · v1 · submitted 2026-04-27 · 🌌 astro-ph.SR

Forward modeling solar spectra onto Doppler images of {λ} And

Pith reviewed 2026-05-07 17:56 UTC · model grok-4.3

classification 🌌 astro-ph.SR
keywords lambdadopplerimagesspectraactivitysolarsurfaceavailable
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The pith

A forward model using solar spectra on Doppler temperature maps of λ And shows that starspots can qualitatively reproduce its chromospheric activity modulation.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The authors start with existing Doppler images that show the surface of λ And, an active giant star, as it rotates. These images give a temperature map for each phase of the star's spin. They then take real spectra recorded from the Sun and place them into the cooler regions of those maps to stand in for starspots, since no good models exist yet for this type of star. The combined light from the whole star is calculated for every rotation phase. The resulting changes in the simulated light match the real observed changes in the star's chromospheric emissions in a broad way. This suggests that the dark spots on the surface are driving most of the activity signal we see from Earth. The work is a simple test to see how surface features connect to the star's overall brightness and emission variations.

Core claim

Using this approach, we show that even with simplified assumptions the spectral behavior of λ And can be qualitatively reproduced... spot activity seemingly modulates the chromospheric signal and can explain the bulk of its variations over a rotation.

Load-bearing premise

Due to a lack of publicly available starspot models for its stellar type, we adopt observed solar spectra as the only available approximation of λ And's spots.

Figures

Figures reproduced from arXiv: 2604.24923 by A. G. M. Pietrow, \"O. Adebali.

Figure 1
Figure 1. Figure 1: High resolution sunspot images corresponding to the datasets shown in view at source ↗
Figure 2
Figure 2. Figure 2: Simulated stellar disks and their profiles. Top: Four re￾solved NESSI disk brightness temperature maps based on the provided Doppler imaging map with distinct umbra, penumbra, and quiet Sun re￾gions, as well as applied limbdarkening. From left to right, the phases are 0, 0.25, 0.5, and 0.75. Bottom: Resulting spectra for Ca ii K and K i 7699 Å for all phases (colored) and the disk with no spots (black). Th… view at source ↗
Figure 3
Figure 3. Figure 3: Chromospheric emission variability. Emissions from Hα, Ca ii 8542 Å, and Ca ii H&K are plotted versus rotational phase of the star as modeled (red) and observed (blue) values. The scale differences between the modeled and observed values are indicated with red and blue y-axis colors respectively. The emissions are plotted in fluxes relative to the continuum. 0.36 0.38 0.40 0.42 Observed Flux 0.242 0.244 0.… view at source ↗
Figure 4
Figure 4. Figure 4: Flux correlations between the observed and the modeled values. The red line show the linear fit for the given chromospheric emissions. The r-values indicate spearman correlation coefficients for the given measurements. 0.0 0.2 0.4 0.6 0.8 1.0 Rotational Phase 400 200 0 200 400 Vra d [ m / s ] Fe 6173Å Fe 6302Å K7699Å Observations view at source ↗
Figure 5
Figure 5. Figure 5: RV evolution over the rotational phase. The blue, green and orange circles indicate Fe i 6173 Å, Fe i 6302 Åand K i 7699 Å respectively. The gray dots show the actual observations. the filling factors of the spots as well as the spot temperatures. The temperature contrast, together with the size and the locations of the spots cause asymmetries for the observed parts of stellar￾disk, this effect creates con… view at source ↗
read the original abstract

By using the Doppler images of {\lambda} And, we aim to investigate whether surface temperature information can be reversed to create its activity parameters, by feeding a toy model with solar spectra, based on the surface images. At the same time, we examine whether spot contributions alone are sufficient to explain the observed activity modulation of the RS CVn star {\lambda} And while quantifying the differences with the actual observations of this star that are obtained simultaneously with the Doppler images we use. Due to a lack of publicly available starspot models for its stellar type, we adopt observed solar spectra as the only available approximation of {\lambda} And's spots. These spectra are injected into sequence of full disk temperature map derived from Doppler imaging that represent a full stellar rotation. Using this approach, we show that even with simplified assumptions the spectral behavior of {\lambda} And can be qualitatively reproduced. Toy models such as the one presented in this work procure an additional dimension, providing a relation between the surface structures and chromospheric emissions. It also helps to develop a further understanding for the heating mechanisms of these active giants through comparative techniques, where in this case the spot activity seemingly modulates the chromospheric signal and can explain the bulk of its variations over a rotation.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 2 minor

Summary. The manuscript presents a forward-modeling approach that injects observed solar spectra into Doppler-derived full-disk temperature maps of the RS CVn star λ And to simulate its chromospheric activity modulation over one stellar rotation. The authors conclude that, even under simplified assumptions, the spectral behavior is qualitatively reproduced and that spot activity can explain the bulk of the observed chromospheric variations.

Significance. If the solar-proxy assumption holds, the work supplies a concrete link between surface temperature inhomogeneities and chromospheric emission, demonstrating that a non-circular forward model can connect independent Doppler images to activity indicators. This comparative technique could be applied to other active giants once better spot spectra become available.

major comments (2)
  1. The central claim rests on the adoption of solar spectra as a proxy for spots on λ And. The star has Teff ≈ 4800 K and log g ≈ 2.8 while the Sun has 5772 K and log g = 4.44; these differences alter continuum opacity, pressure broadening, and the formation of chromospheric lines (e.g., Ca II H&K). The abstract states that solar spectra are used “due to a lack of publicly available starspot models,” but no quantitative estimate of the resulting uncertainty in modulation amplitude is provided. This approximation directly controls whether the forward model can be said to reproduce the observations even qualitatively.
  2. The abstract reports only “qualitative agreement” and “the bulk of its variations” without supplying any numerical metrics (correlation coefficient, RMS residual, or fractional variance explained), error bars, or sensitivity tests to the choice of solar spectra versus plausible K-giant spot spectra. Without these, it is impossible to assess how much of the observed signal is actually captured by the spot contribution.
minor comments (2)
  1. The specific chromospheric diagnostics (wavelength ranges, equivalent-width definitions, or line-core indices) used for the comparison should be stated explicitly in the methods section.
  2. A short discussion of how the temperature maps are discretized and how the solar spectra are scaled and injected (e.g., area-weighted summation, limb darkening) would improve reproducibility.

Axiom & Free-Parameter Ledger

0 free parameters · 2 axioms · 0 invented entities

The central claim rests on two domain assumptions: solar spectra serve as a usable proxy for the star's spots, and the Doppler images faithfully represent the surface temperature distribution. No free parameters or new entities are introduced in the abstract.

axioms (2)
  • domain assumption Observed solar spectra are a valid approximation for starspot spectra on λ And
    Explicitly stated due to lack of publicly available starspot models for its stellar type
  • domain assumption Doppler images provide accurate full-disk temperature maps
    Used as the input sequence representing a full stellar rotation

pith-pipeline@v0.9.0 · 5522 in / 1342 out tokens · 58724 ms · 2026-05-07T17:56:31.604364+00:00 · methodology

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Works this paper leans on

42 extracted references · 42 canonical work pages

  1. [1]

    G., Ilyin, I

    Adebali, Ö., Strassmeier, K. G., Ilyin, I. V ., et al. 2025, A&A, 695, A89 Adebali, Ö., Weber, M., Strassmeier, K. G., et al. 2026, A&A, 706, A179 Alvarado-Gómez, J. D., Hussain, G. A. J., et al. 2016, A&A, 594, A95 Astropy Collaboration, Price-Whelan, A. M., et al. 2018, AJ, 156, 123 Astropy Collaboration, Price-Whelan, A. M., et al. 2022, ApJ, 935, 167 ...

  2. [2]

    2015, ApJ, 811, 87

    Avrett, E., Tian, H., Landi, E., Curdt, W., & Wülser, J.-P. 2015, ApJ, 811, 87

  3. [3]

    2011, A&A, 528, A4

    Boisse, I., Bouchy, F., Hébrard, G., et al. 2011, A&A, 528, A4

  4. [4]

    2021, AJ, 161, 230

    Bortle, A., Fausey, H., Ji, J., et al. 2021, AJ, 161, 230

  5. [5]

    2024, A&A, 683, A242

    Canocchi, G., Lind, K., Lagae, C., et al. 2024, A&A, 683, A242

  6. [6]

    2024, A&A, 685, A173

    Chakraborty, H., Lendl, M., Akinsanmi, B., et al. 2024, A&A, 685, A173

  7. [7]

    Cretignier, M., Pietrow, A. G. M., & Aigrain, S. 2024, MNRAS, 527, 2940

  8. [8]

    P., Santos, N

    Cristo, E., Faria, J. P., Santos, N. C., et al. 2025, A&A, 702, A84 De Wilde, M., Pietrow, A. G. M., Druett, M. K., et al. 2025, A&A, 700, A275 Díaz Baso, C. J., Vissers, G., Calvo, F., et al. 2021, in Zenodo Software package, V ol. 56 (Zenodo), 5608441

  9. [9]

    F., Henry, G

    Donati, J. F., Henry, G. W., & Hall, D. S. 1995, A&A, 293, 107

  10. [10]

    2023, A&A, 673, A19

    Ellwarth, M., Schäfer, S., Reiners, A., & Zechmeister, M. 2023, A&A, 673, A19

  11. [11]

    M., Avrett, E

    Fontenla, J. M., Avrett, E. H., & Loeser, R. 1993, ApJ, 406, 319 Görgei, A., Kriskovics, L., Vida, K., et al. 2026, A&A, 706, A54

  12. [12]

    Gray, D. F. 2022, The observation and analysis of stellar photospheres

  13. [13]

    Hall, D. S. 1972, PASP, 84, 323

  14. [14]

    2025, ApJ, 984, 2

    Han, H., Wang, S., Li, X., Zheng, C., & Liu, J. 2025, ApJ, 984, 2

  15. [15]

    Hanassi-Savari, F., Pietrow, A. G. M., Druett, M. K., Cretignier, M., & Ellwarth, M. 2025, A&A, 702, A97

  16. [16]

    R., Millman, K

    Harris, C. R., Millman, K. J., van der Walt, S. J., et al. 2020, Nature, 585, 585 Järvinen, S. P. & Strassmeier, K. G. 2025, A&A, 698, A93 Järvinen, S. P., Strassmeier, K. G., Carroll, T. A., et al. 2018, A&A, 620, A162 K˝ovári, Z., Künstler, A., Strassmeier, K. G., et al. 2016, A&A, 596, A53

  17. [17]

    2021, A&A, 653, A165

    Kuckein, C., Balthasar, H., Quintero Noda, C., et al. 2021, A&A, 653, A165

  18. [18]

    2025, A&A, 701, A216 Lößnitz, E

    Larue, P., Delfosse, X., Carmona, A., et al. 2025, A&A, 701, A216 Lößnitz, E. J., Pietrow, A. G. M., Chakraborty, H., et al. 2025, A&A, 703, A187

  19. [19]

    2017, A&A, 605, A113

    Martin, J., Fuhrmeister, B., Mittag, M., et al. 2017, A&A, 605, A113

  20. [20]

    Mittag, M., Schmitt, J. H. M. M., & Schröder, K.-P. 2013, A&A, 549, A117

  21. [21]

    E., Watson, C

    Moulds, V . E., Watson, C. A., Bonfils, X., et al. 2013, MNRAS, 430, 1709

  22. [22]

    & Labs, D

    Neckel, H. & Labs, D. 1984, Sol. Phys., 90, 205 Ó Fionnagáin, D., Vidotto, A. A., Petit, P., et al. 2021, MNRAS, 500, 3438

  23. [23]

    R., White, R

    Parks, J. R., White, R. J., Baron, F., et al. 2021, ApJ, 913, 54

  24. [24]

    D., Thompson, B

    Pesnell, W. D., Thompson, B. J., & Chamberlin, P. C. 2012, Sol. Phys., 275, 3 Petit dit de la Roche, D. J. M., Chakraborty, H., et al. 2024, A&A, 692, A83

  25. [25]

    Pietrow, A. G. M. 2026, The Open Journal of Astrophysics, 9, 58273

  26. [26]

    Pietrow, A. G. M., Cretignier, M., Druett, M. K., et al. 2024, A&A, 682, A46

  27. [27]

    Pietrow, A. G. M., Kiselman, D., Andriienko, O., et al. 2023, A&A, 671, A130

  28. [28]

    Pietrow, A. G. M., Kuckein, C., Verma, M., et al. 2026, A&A, 705, A116

  29. [29]

    Pietrow, A. G. M. & Pastor Yabar, A. 2024, in IAU Symposium, V ol. 365, Dy- namics of Solar and Stellar Convection Zones and Atmospheres, ed. A. V . Getling & L. L. Kitchatinov, 389–393

  30. [30]

    2009, A&A, 498, 853 Rödberg, H

    Reiners, A. 2009, A&A, 498, 853 Rödberg, H. 1966, Nature, 211, 394

  31. [31]

    C., Cabral, A., Leite, I., et al

    Santos, N. C., Cabral, A., Leite, I., et al. 2025, The Messenger, 194, 21

  32. [32]

    2017, in SOLARNET IV: The Physics of the Sun from the Interior to the Outer Atmosphere, 85

    Scharmer, G. 2017, in SOLARNET IV: The Physics of the Sun from the Interior to the Outer Atmosphere, 85

  33. [33]

    B., Bjelksjo, K., et al

    Scharmer, G. B., Bjelksjo, K., et al. 2003, in Society of Photo-Optical Instrumen- tation Engineers (SPIE) Conference Series, V ol. 4853, Innovative Telescopes and Instrumentation for Solar Astrophysics, ed. S. L. Keil & S. V . Avakyan, 341–350

  34. [34]

    B., Narayan, G., Hillberg, T., et al

    Scharmer, G. B., Narayan, G., Hillberg, T., et al. 2008, ApJ, 689, L69

  35. [35]

    H., Schou, J., Bush, R

    Scherrer, P. H., Schou, J., Bush, R. I., et al. 2012, Sol. Phys., 275, 207

  36. [36]

    R., Fetherolf, T., Kane, S

    Simpson, E. R., Fetherolf, T., Kane, S. R., et al. 2022, AJ, 163, 215

  37. [37]

    N., Shapiro, A

    Smitha, H. N., Shapiro, A. I., Witzke, V ., et al. 2025, ApJ, 978, L13

  38. [38]

    Solanki, S. K. 2003, A&A Rev., 11, 153

  39. [39]

    Solanki, S. K. & Unruh, Y . C. 2004, MNRAS, 348, 307

  40. [40]

    Strassmeier, K. G. 2009, A&A Rev., 17, 251

  41. [41]

    E., et al

    Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Methods, 17, 261 V ogt, S. S. & Penrod, G. D. 1983, PASP, 95, 565

  42. [42]

    C., Bernath, P

    Wallace, L., Livingston, W. C., Bernath, P. F., & Ram, R. S. 1999, An atlas of the sunspot umbral spectrum in the red and infrared from 8900 to 15,050 cm(-1) (6642 to 11,230 [angstroms]), revised Article number, page 6 of 8 Ö. Adebali and A.G.M. Pietrow: Forward modeling solar spectra onto Doppler images ofλAnd Appendix A: Figures 0 10 20 30 40 0 10 20 30...