Time-Dependent Radiation–Matter Interactions in Young Stellar Systems: Variability, Circumstellar Response, Observational Diagnostics, and Radiative- Transfer Modelling
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Keywords:
Young Stellar Systems; Radiation–Matter Interaction; Circumstellar Dust; Stellar Variability; Radiative Transfer; Time-Domain AstronomyAbstract
Young stellar objects exhibit variability over timescales ranging from minutes to years due to the combined influence of stellar activity, ac-cretion, circumstellar extinction, dust evolution, and structural changes in protoplanetary disks. These processes modify the radiation field and alter the thermal, dynamical, and observational properties of the surrounding gas and dust. Many studies examine individual mecha-nisms separately, yet the observed variability commonly arises from the interaction of multiple processes operating simultaneously. This review examines young stellar systems as coupled radiation–matter environments in which changes in the central source propagate through circumstellar material and generate wavelength-dependent observational signatures. The fundamental radiative processes governing absorp-tion, scattering, thermal re-emission, dust sublimation, radiative equilibrium, and time-dependent response are discussed together with their effects on photometric, spectroscopic, infrared, and polarimetric observations. Observational diagnostics are linked to physical parameters such as optical depth, dust temperature, grain properties, disk geometry, and accretion activity. Radiative-transfer approaches, including one-dimensional, multidimensional, Monte Carlo, thermo-chemical, and time-dependent models, are critically compared in terms of physical assumptions, predictive capability, and limitations. A source–response–observable framework is proposed to connect variable radiation fields with circumstellar evolution and measurable quantities. The review identifies current challenges associated with parameter degeneracy, simplified geometries, and non-equilibrium processes, and outlines future directions combining coordinated multiwavelength observations with time-dependent radiative-transfer modelling.
References
Waters, L. B. F. M., & Waelkens, C. (1998). Herbig Ae/Be stars. Annual Review of Astronomy and Astrophysics, 36, 233–266. https://doi.org/10.1146/annurev.astro.36.1.233.
Brittain, S. D., Kamp, I., Meeus, G., et al. (2023). Herbig Stars: A Quarter Century of Progress. Space Science Reviews, 219(1), 7. https://doi.org/10.1007/s11214-023-00949-z.
Cody, A. M., Hillenbrand, L. A., Chandragiri, S., & Morgan, M. (2025). The Optical Photometric Variability of Herbig Ae/Be Stars from TESS. The Astrophysical Journal, 994, 253. https://doi.org/10.3847/1538-4357/ae119a.
Wichittanakom, C., Oudmaijer, R. D., Fairlamb, J. R., Mendigutía, I., Vioque, M., & Ababakr, K. M. (2020). The accretion rates and mechanisms of Herbig Ae/Be stars. Monthly Notices of the Royal Astronomical Society, 493(1), 234–249. https://doi.org/10.1093/mnras/staa169.
Pezzuto, S., Strafella, F., & Lorenzetti, D. (1997). On the circumstellar matter distribution around Herbig Ae/Be Stars. The Astrophysical Journal, 485(1), 290–307. https://doi.org/10.1086/304398.
View more references (82)
Ribas, Á., Vioque, M., Zagaria, F., et al. (2025). A young gas giant and hidden substructures in a protoplanetary disk. Nature Astronomy, 9, 1176–1183. https://doi.org/10.1038/s41550-025-02576-w.
Kowalski, A. F. (2024). Stellar flares. Living Reviews in Solar Physics, 21, 1. https://doi.org/10.1007/s41116-024-00039-4.
Vink, J. S., Drew, J. E., Harries, T. J., & Oudmaijer, R. D. (2002). Probing the circumstellar structure of Herbig Ae/Be stars. Monthly Notices of the Royal Astronomical Society, 337, 356–368. https://doi.org/10.1046/j.1365-8711.2002.05920.x.
Mendigutía, I., Eiroa, C., Montesinos, B., et al. (2011). Optical spectroscopic variability of Herbig Ae/Be stars. Astronomy & Astrophysics, 529, A34. https://doi.org/10.1051/0004-6361/201015821.
Ababakr, K. M., Oudmaijer, R. D., & Vink, J. S. (2016). Linear spectropolarimetry across the optical spectrum of Herbig Ae/Be stars. Monthly Notices of the Royal Astronomical Society, 461(3), 3089–3110. https://doi.org/10.1093/mnras/stw1534.
Guo, Z., Lucas, P. W., Contreras Peña, C., et al. (2021). Analysis of physical processes in eruptive YSOs with near-infrared spectra and multiwavelength light curves. Monthly Notices of the Royal Astronomical Society, 504, 830–856. https://doi.org/10.1093/mnras/stab882.
Wang, X.-L., Fang, M., Herczeg, G. J., et al. (2023). Variability of Young Stellar Objects in the Perseus Molecular Cloud. Research in Astronomy and Astrophysics, 23(7), 075015. https://doi.org/10.1088/1674-4527/acd58b.
Fischer, W. J., Hillenbrand, L. A., Herczeg, G. J., Johnstone, D., Kóspál, Á., & Dunham, M. M. (2022). Accretion Variability as a Guide to Stellar Mass Assembly. 9, 355. https://doi.org/10.26624/EXEY2927.
Öberg, K. I., Facchini, S., & Anderson, D. E. (2023). Protoplanetary Disk Chemistry. Annual Review of Astronomy and Astrophysics, 61, 287–328. https://doi.org/10.1146/annurev-astro-022823-040820.
Natta, A., Prusti, T., Neri, R., Wooden, D., Grinin, V. P., & Mannings, V. (2001). A reconsideration of disk properties in Herbig Ae stars. Astronomy & Astrophysics, 371, 186–197. https://doi.org/10.1051/0004-6361:20010334.
Draine, B. T. (2003). Interstellar Dust Grains. Annual Review of Astronomy and Astrophysics, 41, 241–289. https://doi.org/10.1146/annurev.astro.41.011802.094840.
Andrews, S. M. (2020). Observations of Protoplanetary Disk Structures. Annual Review of Astronomy and Astrophysics, 58, 483–528. https://doi.org/10.1146/annurev-astro-031220-010302.
Dullemond, C. P., & Monnier, J. D. (2010). The Inner Regions of Protoplanetary Disks. Annual Review of Astronomy and Astrophysics, 48, 205–239. https://doi.org/10.1146/annurev-astro-081309-130932.
Pinte, C., Ménard, F., Duchêne, G., & Bastien, P. (2006). Monte Carlo radiative transfer in protoplanetary disks. Astronomy & Astrophysics, 459, 797–804. https://doi.org/10.1051/0004-6361:20053275.
Grinin, V. P., & Tambovtseva, L. V. (2022). Scattered Radiation of Protoplanetary Disks. Universe, 8, 224. https://doi.org/10.3390/universe8040224.
Kama, M., Min, M., & Dominik, C. (2009). The inner rim structures of protoplanetary discs. Astronomy & Astrophysics, 506, 1199–1213. https://doi.org/10.1051/0004-6361/200912068.
Xu, S., Wang, L., Ho, L. C., Cen, R., & Xu, S. (2026). Consistent Modeling of Nonequilibrium Dust Sublimation and the Interactions with Dust Evolution in the Inner Regions of Protoplanetary Disks. The Astrophysical Journal, 997, 14. https://doi.org/10.3847/1538-4357/ae2683.
D T, Ayswarya Lakshmi, and Ranjith R. 2026. “A Unified Analytical Framework for Nonlinear Plasma Instabilities and Magnetic Reconnection During Geomagnetic Substorm Evolution”. International Journal of Advanced Astronomy 14 (1): 16-29. https://doi.org/10.14419/qppe5m63.
Brunngräber, R., & Wolf, S. (2020). Self-scattering in protoplanetary disks with dust settling. Astronomy & Astrophysics, 640, A122. https://doi.org/10.1051/0004-6361/202037981.
Min, M., Canovas, H., Mulders, G. D., & Keller, C. U. (2012). The effects of disk and dust structure on observed polarimetric images of protoplanetary disks. Astronomy & Astrophysics, 537, A75. https://doi.org/10.1051/0004-6361/201117333.
Brunngräber, R., & Wolf, S. (2019). Polarization reversal of scattered thermal dust emission in protoplanetary disks at submillimetre wavelengths. Astronomy & Astrophysics, 627, L10. https://doi.org/10.1051/0004-6361/201935169.
Tazaki, R., Tanaka, H., Kataoka, A., Okuzumi, S., & Muto, T. (2019). Unveiling Dust Aggregate Structure in Protoplanetary Disks by Millimeter-wave Scattering Polarization. The Astrophysical Journal, 885, 52. https://doi.org/10.3847/1538-4357/ab45f0.
Vinković, D. (2014). Constraints on the height of the inner disk rim in pre-main-sequence stars. Astronomy & Astrophysics, 566, A117. https://doi.org/10.1051/0004-6361/201322008.
Villenave, M., Rosotti, G. P., Lambrechts, M., Ziampras, A., Pinte, C., Ménard, F., Stapelfeldt, K. R., Duchêne, G., Baylock, E., & Doi, K. (2025). Turbulence in protoplanetary disks: A systematic analysis of dust settling in 33 disks. Astronomy & Astrophysics, 697, A64. https://doi.org/10.1051/0004-6361/202553822.
Whitney, B. A., Robitaille, T. P., Bjorkman, J. E., Dong, R., Wolff, M. J., Wood, K., & Honor, J. (2013). Three-Dimensional Radiation Transfer in Young Stellar Objects. The Astrophysical Journal Supplement Series, 207, 30. https://doi.org/10.1088/0067-0049/207/2/30.
Lakeland, B. S., & Naylor, T. (2022). Towards an understanding of YSO variability: a multiwavelength analysis of bursting, dipping, and symmetrically varying light curves of disc-bearing YSOs. Monthly Notices of the Royal Astronomical Society, 514(2), 2736–2755. https://doi.org/10.1093/mnras/stac1477.
Lee, S., Lee, J.-E., Contreras Peña, C., Johnstone, D., Herczeg, G., & Lee, S. (2024). Mid-infrared Variability of Young Stellar Objects on Timescales of Days to Years. The Astrophysical Journal, 962(1), 38. https://doi.org/10.3847/1538-4357/ad14f8.
Contreras Peña, C., Herczeg, G. J., Ashraf, M., Jose, J., Lee, H.-G., Johnstone, D., Lee, J.-E., Zhou, X.-Y., Liu, H., & Yoon, S.-Y. (2023). Photometric and spectroscopic monitoring of YSOs in nearby star-forming regions – I. Eruptive YSOs. Monthly Notices of the Royal Astronomical Society, 521(4), 5669–5685. https://doi.org/10.1093/mnras/stad820.
Contreras Peña, C., Lucas, P. W., Guo, Z., Smith, L., (2024). On the incidence of episodic accretion in Class I YSOs from VVV. Monthly Notices of the Royal Astronomical Society, 528(2), 1823–1840. https://doi.org/10.1093/mnras/stad3780.
Feinstein, A. D., Seligman, D. Z., France, K., Gagné, J., & Kowalski, A. (2024). Evolution of Flare Activity in GKM Stars Younger Than 300 Myr over Five Years of TESS Observations. The Astronomical Journal, 168(2), 60. https://doi.org/10.3847/1538-3881/ad4edf.
Seli, B., Vida, K., Oláh, K., Görgei, A., Soós, Sz., Pál, A., Kriskovics, L., & Kővári, Zs. (2025). Stellar flare morphology with TESS across the main sequence. Astronomy & Astrophysics, 694, A161. https://doi.org/10.1051/0004-6361/202452489.
Shulman, S. G., & Grinin, V. P. (2022). UX Ori stars eclipses by large-scale disc perturbations. Monthly Notices of the Royal Astronomical Society, 512(2), 3098–3112. https://doi.org/10.1093/mnras/stac667.
Fukuhara, Y., & Okuzumi, S. (2024). A self-consistent model for dust settling and the vertical shear instability in protoplanetary disks. Publications of the Astronomical Society of Japan, 76(4), 708–719. https://doi.org/10.1093/pasj/psae042.
Morris, C., Guo, Z., Lucas, P. W., Miller, N., Contreras Peña, C., & Kuhn, M. A. (2025). Eruptive YSOs in Cygnus-X: a mid-infrared variability study with NEOWISE and spicy. Monthly Notices of the Royal Astronomical Society, 537(3), 2763–2781. https://doi.org/10.1093/mnras/staf079.
Ryan, B. W., Stokes-Geddes, H., & Froebrich, D. (2025). A survey for variable young stars with small telescopes – X. Comparing stochastic YSO light curves. Monthly Notices of the Royal Astronomical Society, 543(2), 1133–1145. https://doi.org/10.1093/mnras/staf1495.
Borissova, J., Kurtev, R., Escobar, J., Alonso-García, J., Medina, N., Osses, J., Guo, Z., et al. (2025). Young Stellar Objects in the Carina nebula: Near-Infrared variability and spectroscopy. The Astronomical Journal, 170(3), 135. https://doi.org/10.3847/1538-3881/adeb7d.
Birnstiel, T. (2024). Dust Growth and Evolution in Protoplanetary Disks. Annual Review of Astronomy and Astrophysics, 62, 157–202. https://doi.org/10.1146/annurev-astro-071221-052705.
Kulkarni, C. S., Behling, T., Banks, E. E., Jones, J., Robbins, T., Burns-Watson, N., Megeath, S. T., et al. (2026). 27 yr of Spaceborne IR Astronomy: An ISO, Spitzer, WISE, and NEOWISE Survey for Large-amplitude Variability in Young Stellar Objects. The Astrophysical Journal, 1000(2), 188. https://doi.org/10.3847/1538-4357/ae3156.
Bhardwaj, A., Panwar, N., Herczeg, G. J., Chen, W. P., & Singh, H. P. (2019). Variability of young stellar objects in the star-forming region Pelican Nebula. Astronomy & Astrophysics, 627, A135. https://doi.org/10.1051/0004-6361/201935418.
Ren, B. B., Benisty, M., Ginski, C., Tazaki, R., Wallack, N. L., Milli, J., Garufi, A., Bae, J., Facchini, S., Ménard, F., Pinilla, P., Swastik, C., Teague, R., & Wahhaj, Z. (2023). Protoplanetary disks in Ks band total intensity and polarized light. Astronomy & Astrophysics, 680, A114. https://doi.org/10.1051/0004-6361/202347353.
Ma, J., Schmid, H. M., & Stolker, T. (2024). Color measurements of the polarized light scattered by dust in protoplanetary disks. Astronomy & Astrophysics, 683, A18. https://doi.org/10.1051/0004-6361/202347782.
Harrison, R. E., Lin, Z.-Y. D., Looney, L. W., Li, Z.-Y., Yang, H., Stephens, I. W., & Fernández-López, M. (2024). Protoplanetary Disk Polarization at Multiple Wavelengths: Are Dust Populations Diverse? The Astrophysical Journal, 967(1), 40. https://doi.org/10.3847/1538-4357/ad39ec.
Shridharan, B., Manoj, P., Pathak, V. C., Caratti o Garatti, A., Banerjee, B., Henning, Th., Kamp, I., et al. (2026). Improving accretion diagnostics for young stellar objects with mid-infrared hydrogen lines from JWST/MIRI. Astronomy & Astrophysics, 708, A22. https://doi.org/10.1051/0004-6361/202556384.
Rogers, C., Brandl, B., & de Marchi, G. (2025). Kinematic evidence of magnetospheric accretion for Herbig Ae stars with JWST NIRSpec. Astronomy & Astrophysics, 698, A226. https://doi.org/10.1051/0004-6361/202453356.
Sharma, N., & Sharma, S. (2025). Illuminating Youth: Decades of Mid-infrared Variability and Color Evolution of Young Stellar Objects. The Astrophysical Journal Supplement Series, 278(1), 10. https://doi.org/10.3847/1538-4365/adc397.
Varga, J., Gabányi, K. É., Ábrahám, P., Chen, L., Kóspál, Á., Menu, J., Ratzka, Th., et al. (2017). Mid-infrared interferometric variability of DG Tauri: Implications for the inner-disk structure. Astronomy & Astrophysics, 604, A84. https://doi.org/10.1051/0004-6361/201630287.
Guise, E., Hönig, S. F., Gorjian, V., Barth, A. J., Almeyda, T., Pei, L., Cenko, S. B., Edelson, R., Filippenko, A. V., Joner, C. D., Laney, C. D., Li, W., Malkan, M. L., Nguyen, M. L., & Zheng, W. (2022). Dust reverberation mapping and light-curve modelling of Zw229-015. Monthly Notices of the Royal Astronomical Society, 516(4), 4898–4915. https://doi.org/10.1093/mnras/stac2529.
Nixon, M. C., & Madhusudhan, N. (2022). Aura-3D: A three-dimensional atmospheric retrieval framework for exoplanet transmission spectra. The Astrophysical Journal, 935(2), 73. https://doi.org/10.3847/1538-4357/ac7c09.
Barbosa Martins, V., Mitjans, N. J., Garrappa, S., Franckowiak, A., Ofek, E. O., Ben-Ami, S., Borowska-Naguszewska, J., et al. (2026). Science with a large field-of-view polarization survey: The Large Array Survey Telescope Polarization Node (LAST-P). Publications of the Astronomical Society of the Pacific, 138(1), 015002. https://doi.org/10.1088/1538-3873/ae33f3.
Roumesy, M., Ménard, F., Duchêne, G., Tazaki, R., & Ginski, C. (2026). Probing dust properties through polarized scattered-light images of a sample of ring-shaped protoplanetary disks. Astronomy & Astrophysics, 710, A75. https://doi.org/10.1051/0004-6361/202659540.
Tessore, B., Pinte, C., Bouvier, J., & Ménard, F. (2021). Atomic line radiative transfer with MCFOST: I. Code description and benchmarking. Astronomy & Astrophysics, 647, A27. https://doi.org/10.1051/0004-6361/202039697.
Wendeborn, J., Espaillat, C. C., Lopez, S., Thanathibodee, T., Robinson, C. E., et al. (2024). A Multiwavelength, Multiepoch Monitoring Campaign of Accretion Variability in T Tauri Stars from the ODYSSEUS Survey. I. HST Far-UV and Near-UV Spectra. The Astrophysical Journal, 970(2), 118. https://doi.org/10.3847/1538-4357/ad4a62.
Nidhi, S., Mathew, B., Shridharan, B., Arun, R., Anusha, R., & Kartha, S. S. (2023). Spectroscopic study of Herbig Ae/Be stars in the Galactic anti-centre region from LAMOST DR5. Monthly Notices of the Royal Astronomical Society, 524(4), 5166–5181. https://doi.org/10.1093/mnras/stad2067.
Díaz, R. F., Cincunegui, C., & Mauas, P. J. D. (2007). The Na I D resonance lines in main-sequence late-type stars. Monthly Notices of the Royal Astronomical Society, 378(3), 1007–1018. https://doi.org/10.1111/j.1365-2966.2007.11833.x.
Eiroa, C., Oudmaijer, R. D., Davies, J. K., de Winter, D., Garzón, F., Palacios, J., Alberdi, A., Ferlet, R., Grady, C. A., Cameron, A. C., Deeg, H. J., Harris, A. W., Horne, K. D., & Merín, B. (2002). On the simultaneous optical and near-infrared variability of pre-main sequence stars. Astronomy & Astrophysics, 384, 1038–1049. https://doi.org/10.1051/0004-6361:20020096.
Kesseli, A. Y., Petkova, M. A., Wood, K., Whitney, B. A., Hillenbrand, L. A., Gregory, S. G., Stauffer, J. R., Morales-Calderón, M., Rebull, L., & Alencar, S. H. P. (2016). A Model for (Quasi-) Periodic Multiwavelength Photometric Variability in Young Stellar Objects. The Astrophysical Journal, 828(1), 42. https://doi.org/10.3847/0004-637X/828/1/42.
Akansoy, D., Petrou, H., Ballabio, G., Penzlin, A., (2025). Modelling shadows in scattered light observations as signals from companions in protoplanetary discs. Monthly Notices of the Royal Astronomical Society, 540(4), 3186–3203. https://doi.org/10.1093/mnras/staf925.
Ziampras, A., Dullemond, C. P., Birnstiel, T., Benisty, M., & Nelson, R. P. (2025). Spirals, rings, and vortices shaped by shadows in protoplanetary discs: from radiative hydrodynamical simulations to observable signatures. Monthly Notices of the Royal Astronomical Society, 540(1), 1185–1201. https://doi.org/10.1093/mnras/staf785.
Li, R., Chen, Y.-X., & Lin, D. N. C. (2024). Dust accumulation near the magnetospheric truncation of protoplanetary discs – II. The effects of opacity and thermal evolution. Monthly Notices of the Royal Astronomical Society, 529(2), 893–902. https://doi.org/10.1093/mnras/stae581.
Jang, H., Waters, R., Kamp, I., & Dullemond, C. P. (2024). Spatial distribution of crystalline silicates in protoplanetary disks: How to interpret mid-infrared observations. Astronomy & Astrophysics, 687, A275. https://doi.org/10.1051/0004-6361/202348630.
Almeyda, T., Robinson, A., Richmond, M., Vazquez, B., & Nikutta, R. (2017). Modeling the infrared reverberation response of the circumnuclear dusty torus in AGNs: the effects of cloud orientation and anisotropic illumination. The Astrophysical Journal, 843(1), 3. https://doi.org/10.3847/1538-4357/aa7687.
Bensberg, A., & Wolf, S. (2022). Time-dependent Monte Carlo continuum radiative transfer. Astronomy & Astrophysics, 668, A120. https://doi.org/10.1051/0004-6361/202142970.
Lucas, P. W., Smith, L. C., Guo, Z., Contreras Peña, C., Minniti, D., Miller, N., Alonso-García, J., Catelan, M., et al. (2024). The most variable VVV sources: eruptive protostars, dipping giants in the nuclear disc and others. Monthly Notices of the Royal Astronomical Society, 528(2), 1789–1822. https://doi.org/10.1093/mnras/stad3929.
Zsidi, G., Kóspál, Á., Ábrahám, P., Alecian, E., Alencar, S. H. P., Bouvier, J., Hussain, G. A. J., et al. (2025). Short-and long-term variations of the high mass accretion rate classical T Tauri star DR Tau. Astronomy & Astrophysics, 699, A221. https://doi.org/10.1051/0004-6361/202449576.
Herczeg, G. J., Chen, Y., Donati, J.-F., Dupree, A. K., Walter, F. M., Hillenbrand, L. A., Johns-Krull, C. M., et al. (2023). Twenty-five years of accretion onto the classical T Tauri star TW Hya. The Astrophysical Journal, 956(2), 102. https://doi.org/10.3847/1538-4357/acf468.
Kwan, J. (2024). Continuum and line emission from accretion shocks at T Tauri stars – I. Correlations with shock parameters. Monthly Notices of the Royal Astronomical Society, 531(3), 3744–3769. https://doi.org/10.1093/mnras/stae1385.
Kaeufer, T., Min, M., Woitke, P., Kamp, I., & Arabhavi, A. M. (2024). Bayesian analysis of the molecular emission and dust continuum of protoplanetary disks. Astronomy & Astrophysics, 687, A209. https://doi.org/10.1051/0004-6361/202449936.
Meldorf, C., Palmese, A., & Salim, S. (2024). Measuring the dust attenuation law of galaxies using photometric data. Monthly Notices of the Royal Astronomical Society, 531(3), 3242–3255. https://doi.org/10.1093/mnras/stae1373.
Gebek, A., Diemer, B., Martorano, M., van der Wel, A., Pantoni, L., Baes, M., Gabrielpillai, A., et al. (2025). The mass-dependent UVJ diagram at cosmic noon: A challenge for galaxy evolution models and dust radiative transfer. Astronomy & Astrophysics, 695, A90. https://doi.org/10.1051/0004-6361/202452768.
Grayling, M., & Popovic, B. (2025). BayeSN and SALT: a comparison of dust inference across SN Ia light-curve models with DES5YR. Monthly Notices of the Royal Astronomical Society, 542(3), 2060–2073. https://doi.org/10.1093/mnras/staf1345.
Guo, Z., Lucas, P. W., Kurtev, R. G., Borissova, J., Elbakyan, V., et al. (2024). Multiwavelength detection of an ongoing FUOr-type outburst on a low-mass YSO. Monthly Notices of the Royal Astronomical Society: Letters, 529(1), L115–L122. https://doi.org/10.1093/mnrasl/slad201.
Tobin, J. J., & Sheehan, P. D. (2024). An Observational View of Structure in Protostellar Systems. Annual Review of Astronomy and Astrophysics, 62, 203–241. https://doi.org/10.1146/annurev-astro-052920-103752 .
Masley, A. T., & Hartmann, L. (2025). Observational signatures of outside-in accretion bursts in embedded protostars. Monthly Notices of the Royal Astronomical Society, 544(4), 3210–3218. https://doi.org/10.1093/mnras/staf1908.
Jheonn, H., Lee, J.-E., Lee, J., Lee, S., Lee, H., et al. (2026). Refined Classification of Young Stellar Objects and Asymptotic Giant Branch Stars by Infrared Magnitudes, Colors, and Time-domain Analysis with Machine Learning. The Astrophysical Journal, 996(2), 136. https://doi.org/10.3847/1538-4357/ae25f2.
Healy, B. F., Coughlin, M. W., Mahabal, A., Laz, T. J. du, Drake, A., Graham, M. J., Hillenbrand, L. A., et al. (2024). The ZTF Source Classification Project. III. A Catalog of Variable Sources. The Astrophysical Journal Supplement Series, 272(1), 14. https://doi.org/10.3847/1538-4365/ad33c6.
Elizabethson, A., Serna, J., García-Varela, A., Hernández, J., & Cabrera-García, J. F. (2023). Machine-learning morphological classification of TESS light curves of T Tauri stars. The Astronomical Journal, 166(5), 189. https://doi.org/10.3847/1538-3881/acf865.
Peng, Y., Ristić, M., Kedia, A., O'Shaughnessy, R., Fontes, C. J., et al. (2024). Kilonova light-curve interpolation with neural networks. Physical Review Research, 6(3), 033078. https://doi.org/10.1103/PhysRevResearch.6.033078.
Dullemond, C. P., Juhász, A., Pohl, A., & others. (2012). RADMC-3D: A multipurpose radiative transfer tool. Astrophysics Source Code Library, ascl:1202.015.
Whitney, B. A., Robitaille, T. P., Bjorkman, J. E., Dong, R., Wolff, M. J., Wood, K., & Honor, J. (2013). Three-dimensional radiation transfer in young stellar objects. The Astrophysical Journal Supplement Series, 207(2), 30. https://doi.org/10.1088/0067-0049/207/2/30.
Pinte, C., Ménard, F., Duchêne, G., & Bastien, P. (2006). Monte Carlo radiative transfer in protoplanetary disks. Astronomy & Astrophysics, 459(3), 797–804. https://doi.org/10.1051/0004-6361:20053275.
Pinte, C., Harries, T. J., Min, M., et al. (2009). Benchmark problems for continuum radiative transfer. Astronomy & Astrophysics, 498, 967–980. https://doi.org/10.1051/0004-6361/200811555.
Woitke, P., Kamp, I., & Thi, W.-F. (2009). Radiation thermo-chemical models of protoplanetary disks. Astronomy & Astrophysics, 501, 383–406. https://doi.org/10.1051/0004-6361/200811467.