Abstract
Efforts to discover and characterize habitable zone planets have primarily focused on Sun-like stars and M dwarfs. K stars, however, provide an appealing compromise between these two alternatives that has been relatively unexplored. Understanding the ultraviolet (UV) environment around such stars is critical to our understanding of their planets, as the UV can drastically alter the photochemistry of a planet’s atmosphere. Here we present near-UV and far-UV Hubble Space Telescope's Cosmic Origins Spectrograph observations of 39 K stars at three distinct ages: 40 Myr, 650 Myr, and ≈5 Gyr. We find that the K star (0.6–0.8 M⊙) UV flux remains constant beyond 650 Myr before falling off by an order of magnitude by field age. This is distinct from early M stars (0.3–0.6 M⊙), which begin to decline after only a few hundred megayears. However, the rotation–UV activity relation for K stars is nearly identical to that of early M stars. These results may be a consequence of the spin-down stalling effect recently reported for K dwarfs, in which the spin-down of K stars halts for over a gigayear when their rotation periods reach ≈10 days, rather than the continuous spin-down that G stars experience. These results imply that exoplanets orbiting K dwarfs may experience a stronger UV environment than thought, weakening the case for K stars as hosts of potential “super-habitable” planets.

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1. Introduction
While often overlooked in favor of M and G stars, K stars have been gaining traction as potential “Goldilocks” hosts for habitable planets. Many factors go into determining the potential habitability of a planet from the stellar perspective, e.g., frequency and lifetime of the star, contraction time onto the main sequence, the size and longevity of the habitable zone (HZ), ultraviolet (UV) and X-ray emission, stellar variability, and the potential for tidal locking (e.g., Meadows & Barnes 2018). Compared to solar-type stars, K stars are more abundant, maintain longer main-sequence lifetimes, and their planets are more suitable to observations based on the mass and radius ratios of the planet to star. While M stars also excel in these regards, they have other potentially life-destroying disadvantages compared to K dwarfs. For example, superflares (flares more energetic than the largest recorded solar events; Carrington 1859; Tsurutani et al. 2003) appear to occur daily on young M stars (Loyd et al. 2018). Yet the probability of finding a habitable planet around solar-type stars decreases significantly due to the stars’ shorter lifetimes, their lower frequency, and more importantly, our difficulty in detecting and characterizing their planets. HZ planets around old solar-type stars are too faint to detect directly, have smaller RV amplitudes, and transit only once per year.
The UV radiation incident on a planet (both through quiescent emission and flaring) is a key factor in assessing the habitability the planet, as the UV has the potential to alter the chemistry of planetary atmospheres by ionizing and photodissociating both the most important molecules for the development of life and signatures that would be indicative of life, with the potential for complete erosion of the atmosphere (Airapetian et al. 2017). Therefore, in order to gain an understanding of the atmospheric environments of planets around any type of star today, it is essential to characterize the distribution of UV properties and how these properties evolve with age.
1.1. The Effect of UV Radiation on Planetary Atmospheres
The near-UV (NUV, 1700–3200 Å), far-UV (FUV, 912–1700 Å), and extreme-UV (EUV, 100–912 Å) each affect planetary atmospheres differently. The NUV and FUV radiation will photodissociate the molecules in the atmosphere, including those most important for the development and detection of life (e.g., H2O, O2, OCS, and NH3) (e.g., Lichtenegger et al. 2010; Segura et al. 2010; Hu et al. 2012). The FUV to NUV flux ratio determines the lifetimes of biogenic species such as CH4, N2O, and CH3Cl, allowing for a greater probability of detection with a greater FUV to NUV ratio (Segura et al. 2005), but will also increase abiotic oxygen and ozone, thus producing higher chances of false-positive biosignatures (e.g., Domagal-Goldman et al. 2014; Tian et al. 2014; Harman et al. 2015). Richey-Yowell et al. (2019) measured this ratio to be up to 10 times smaller for K stars than for M stars, which have been measured photometrically to be between ≈0.1–0.3 (Schneider & Shkolnik 2018) and spectroscopically to be between ≈0.5–3 (France et al. 2013), giving K stars an added advantage for the detection of real biosignatures. The EUV values are crucial since the EUV will heat and ionize the atmosphere, powering thermal atmospheric escape (Lammer et al. 2003, 2007; Koskinen et al. 2010). However, the EUV flux from stars other than the Sun is predominantly absorbed by the interstellar medium (ISM). Limited data exist in the EUV and must therefore be estimated from empirical relationships, differential emission measure models, or stellar atmospheric models constrained by data at FUV, NUV, or X-ray wavelengths (e.g., Pagano 2009; Linsky & Güdel 2015; Fontenla et al. 2016; Peacock et al. 2019, 2020; Tilipman et al. 2021).
The photodissociation of the molecules in planetary atmospheres can also lead to increased production of hazes in reducing atmospheres of sub-Neptunes and Archean Earth (Earth 4.0–2.5 Myr ago) analogs, thus drastically altering the spectrum and the detectability of biosignatures (Zerkle et al. 2012; Arney et al. 2017). For future observations such as with the James Webb Space Telescope that will focus on planetary spectra, hazes could limit the detectability of spectral features in the atmosphere (e.g., Fauchez et al. 2019). While no HZ planets around K dwarfs are expected to be seen by TESS due to orbital period constraints (Barclay et al. 2018), ∼30 HZ K dwarf terrestrial planets are expected to be discovered in the next decade with ESA’s PLATO mission (PLATO Definition Study Report, 2017).
1.2. The K Dwarf Advantage
Several studies have recently focused on K stars as optimal hosts for habitable planets. Both Cuntz & Guinan (2016) and Heller & Armstrong (2014) found that early-type K stars may offer the most suitable conditions for life and may even be “super-habitable,” i.e., even more habitable than an Earth-sized planet around a G2V star. From a photochemistry perspective, studies have demonstrated that K6V stars (≈0.7 M⊙) may be the most suitable laboratories for producing detectable CH4 and O2 (Arney et al. 2017; Arney 2019), while the increased O2 of planets around these stars would permit complex life to develop much faster (Lingam & Loeb 2018).
1.3. K Star Activity Evolution
Using the Galaxy Evolution Explorer (GALEX) broadband UV photometry of K stars ranging in age from 10 Myr to ≈5 Gyr, Richey-Yowell et al. (2019) compared the photometric UV evolution of K stars to that of early- and late-type M stars (Shkolnik & Barman 2014; Schneider & Shkolnik 2018). They reported that the intrinsic NUV radiation of K stars only decreased slightly (half an order of magnitude) between 10 Myr and ≈ 5 Gyr (the average age for the field stars), and the FUV radiation decreased similarly from 10–650 Myr before falling off more steeply (an order of magnitude) by 5 Gyr. This trend is different for late M stars, which are active longer because of their slower spin-down rate, and early M stars, which remain constant through 150 Myr before declining sharply (1.5 orders of magnitude) in both the NUV and FUV. However, GALEX observations only give us a narrow photometric window into the overall evolution of K star UV flux, as some of the strongest and thus most important emission features of these stars are outside of the GALEX bandpasses (e.g., C iii, Si iii, N v, C ii, and Mg ii).
In this paper, we present an examination of the evolution of upper atmosphere UV emission lines of 39 K stars, building upon the photometric K star evolution work of Richey-Yowell et al. (2019), as well as expanding the M star UV spectral analysis of Loyd et al. (2021) into the K star regime. Using the Cosmic Origins Spectrograph (COS) on the Hubble Space Telescope (HST), we obtained spectra of K stars at ages 40 Myr (Kraus et al. 2014), 650 Myr (Martín et al. 2018), and ≈5 Gyr (the average age of the field stars) in both the NUV (2000–3100 Å) and FUV (1100–1800 Å) in order to measure the UV temporal and rotation evolution of K stars. In Section 2, we discuss the target selection strategy followed by a description of the methods for analysis in Section 3. Finally, we present the results in Section 4 and discussion the implications for these conclusions in Section 5.
2. Observations
2.1. Target Selection
To explore the UV evolution of K stars, we selected stars at three distinct ages: young, intermediate, and old. The young star sample of 10 K stars was taken from the Tucana-Horologium young moving group (40 ± 5 Myr; Kraus et al. 2014) and confirmed to be bona fide members through their 3D space velocity motions and lithium depletion by Kraus et al. Similarly, our intermediate stellar sample of 15 K stars was selected from members of the Hyades moving group (650 ± 70 Myr; Martín et al. 2018), confirmed through 3D space velocity kinematics by Goldman et al. (2013). Finally, we identified 14 field stars within 30 pc using the SIMBAD database and assumed an age of 5 Gyr for our field age sample, as this is the average age of the stellar field.
K stars with the same spectral type will have different masses at different ages. Therefore, we must consider the evolution of stars of similar mass in time. We estimated the masses of the stars using Table 1 of Richey-Yowell et al. (2019), which were calculated from the spectral type to effective temperature transformations of Pecaut & Mamajek (2013) and the model isochrones of Baraffe et al. (2015). We select stars only from 0.6–0.8 M⊙ to be included in our samples. A summary of the targets is presented in Table 1.
Table 1. Target Information Broken Down by Age
| Name | 2MASS Name | R.A. | Decl. | SpT | Mass | Distance a | Derived Age b | Rotation Period c | Reference | Rossby |
|---|---|---|---|---|---|---|---|---|---|---|
| (M⊙) | (pc) | (Myr) | (days) | Number | ||||||
| Tucana-Horologium Members (40 Myr) | ||||||||||
| HIP 1910 | J00240899-6211042 | 00 24 08.98 | −62 11 04.29 | K7.2 | 0.69 | 44.23 ± 1.07 | 40 ± 5 | 1.751 ± 0.003 | 1 | 0.044 |
| CT Tuc | J00251465-6130483 | 00 25 14.66 | −61 30 48.25 | K5.7 | 0.72 | 44.16 ± 0.06 | 40 ± 5 | 4.190 ± 0.419 | 1 | 0.121 |
| CD-46 644 | J02105538-4603588 | 02 10 55.39 | −46 03 58.65 | K4.2 | 0.80 | 81.78 ± 0.61 | 40 ± 5 | 1.116 ± 0.001 | 1 | 0.060 |
| CD-35 1167 | J03190864-3507002 | 03 19 08.66 | −35 07 00.29 | K5.7 | 0.77 | 45.56 ± 0.07 | 40 ± 5 | 8.5 ± 0.1 | 1 | 0.275 |
| CD-44 1173 | J03315564-4359135 | 03 31 55.64 | −43 59 13.54 | M0 | 0.60 | 45.28 ± 0.07 | 40 ± 5 | 2.94 ± 0.01 | 1 | 0.092 |
| TYC 8083-45-5 | J04480066-5041255 | 04 48 00.66 | −50 41 25.66 | K5.7 | 0.72 | 59.60 ± 0.27 | 40 ± 5 | 8.44 ± 0.05 | 1 | 0.224 |
| TYC 8098-41 | J05341467-5145545 | 05 33 25.58 | −51 17 13.10 | K4.9 | 0.77 | 53.95 ± 2.67 | 40 ± 5 | 5.22 ± 0.52 | 2 | 0.154 |
| HIP 107345 | J21443012-6058389 | 21 44 30.12 | −60 58 38.87 | K7.2 | 0.69 | 46.36 ± 0.05 | 40 ± 5 | 4.54 ± 0.02 | 1 | 0.120 |
| 2MASS J23261069-7323498 | J23261069-7323498 | 23 26 10.70 | −73 23 49.89 | K7.7 | 0.66 | 46.29 ± 0.06 | 40 ± 5 | 0.57 ± 0.02 | 2 | 0.014 |
| UCAC3 13-31217 | J23585674-8339423 | 23 58 56.74 | −83 39 42.3 | K5.8 | 0.72 | 55.63 ± 0.06 | 40 ± 5 | ... | ⋯ | ⋯ |
| Hyades Members (650 Myr) | ||||||||||
| 2MASS J03510309+2354134 | J03510309+2354134 | 03 51 03.11 | +23 54 13.14 | K6 | 0.79 | 40.69 ± 0.08 | 650 ± 70 | 12.57 ± 1.26 | 3 | 0.603 |
| 2MASS J03524101+2548159 | J03524101+2548159 | 03 52 41.00 | +25 48 15.97 | K7 | 0.62 | 45.28 ± 0.12 | 650 ± 70 | 14.66 ± 1.47 | 3 | 0.498 |
| 2MASS J03550142+1229081 | J03550142+1229081 | 03 55 01.44 | +12 29 08.11 | K0 | 0.63 | 45.92 ± 0.09 | 650 ± 70 | 11.66 ± 1.17 | 3 | 0.628 |
| 2MASS J04070122+1520062 | J04070122+1520062 | 04 07 01.22 | +15 20 06.10 | K4 | 0.75 | 45.09 ± 0.24 | 650 ± 70 | 14.03 ± 1.40 | 3 | 0.639 |
| 2MASS J04081110+1652229 | J04081110+1652229 | 04 08 11.09 | +16 52 23.11 | K7 | 0.62 | 40.10 ± 0.07 | 650 ± 70 | 13.63 ± 1.36 | 3 | 0.398 |
| 2MASS J04082667+1211304 | J04082667+1211304 | 04 08 26.66 | +12 11 30.64 | K5 | 0.60 | 46.33 ± 0.15 | 650 ± 70 | 12.96 ± 1.30 | 3 | 0.467 |
| 2MASS J04172512+1901478 | J04172512+1901478 | 04 17 25.15 | +19 01 47.67 | K5 | 0.71 | 47.86 ± 0.18 | 650 ± 70 | 12.84 ± 1.28 | 3 | 0.557 |
| 2MASS J04240740+2207079 | J04240740+2207079 | 04 24 07.42 | +22 07 07.92 | K5 | 0.71 | 45.78 ± 0.12 | 650 ± 70 | 13.01 ± 1.30 | 3 | 0.477 |
| 2MASS J04293897+2252579 | J04293897+2252579 | 04 29 38.99 | +22 52 57.79 | K5.5 | 0.68 | 59.35 ± 0.19 | 650 ± 70 | 14.95 ± 1.50 | 3 | 0.671 |
| V925 Tau | J04303819+2254289 | 04 30 38.19 | +22 54 28.83 | M3 | 0.66 | 50.93 ± 0.26 | 650 ± 70 | 2.50 ± 0.25 | 3 | 0.040 |
| 2MASSJ04333716+2109030 | J04333716+2109030 | 04 33 37.18 | +21 09 03.06 | K7 | 0.62 | 43.80 ± 0.09 | 650 ± 70 | 13.59 ± 1.36 | 3 | 0.543 |
| 2MASS J04334192+1900504 | J04334192+1900504 | 04 33 41.92 | +19 00 50.52 | K7 | 0.62 | 47.80 ± 0.16 | 650 ± 70 | 12.64 ± 1.26 | 3 | 0.542 |
| STKM 1-495 d | J04350255+0839304 | 04 35 02.55 | +08 39 30.55 | M1 | 0.79 | 59.34 ± 2.64 | 650 ± 70 | 11.76 ± 1.18 | 4 | 0.284 |
| UCAC4 518-008871 d | J04451961+1334274 | 04 45 19.60 | +13 34 27.34 | K6 | 0.66 | 51.71 ± 0.71 | 650 ± 70 | 2.22 ± 0.2203 | 3 | 0.035 |
| 2MASS J04470892+2052564 | J04470892+2052564 | 04 47 08.93 | +20 52 56.32 | K4 | 0.75 | 42.30 ± 0.09 | 650 ± 70 | 10.54 ± 1.05 | 3 | 0.595 |
| 2MASS J04472618+2303032 | J04472618+2303032 | 04 47 26.18 | +23 03 03.32 | K4 | 0.75 | 55.09 ± 0.17 | 650 ± 70 | 11.79 ± 1.18 | 3 | 0.579 |
| 2MASS J04514917+1716255 | J04514917+1716255 | 04 51 49.18 | +17 16 25.43 | K5 | 0.71 | 54.47 ± 0.15 | 650 ± 70 | 13.01 ± 1.30 | 3 | 0.515 |
| Field Stars (≈5 Gyr) | ||||||||||
| CD-23 1056 | J02464286-2305119 | 02 46 42.88 | −23 05 11.80 | K5 | 0.70 | 23.39 ± 0.02 | 1436 | 19 ± 2 | 5 | 0.582 |
| BD+16 502 | J03435253+1640198 | 03 43 52.56 | +16 40 19.30 | K6 | 0.65 | 17.21 ± 0.01 | 1428 | 21.81 ± 2.18 | 6 | 0.610 |
| HD 266611 | J06570468+3045235 | 06 57 04.68 | +30 45 23.37 | K5 | 0.70 | 18.89 ± 0.04 | 5889 | ⋯ | ⋯ | ⋯ |
| HD 85512 | J09510700-4330097 | 09 51 07.05 | −43 30 10.02 | K6 | 0.65 | 11.28 ± 0.01 | 4766 | ⋯ | ⋯ | ⋯ |
| BD+57 1274 | J10314321+5706571 | 10 31 43.22 | +57 06 57.10 | K5 | 0.70 | 17.56 ± 0.01 | 6219 | ⋯ | ⋯ | ⋯ |
| HD 99492 | J11264627+0300229 | 11 26 46.27 | +03 00 22.75 | K3 | 0.79 | 18.21 ± 0.06 | 8774 | ⋯ | ⋯ | ⋯ |
| BD+49 2126 | J12150885+4843574 | 12 15 08.84 | +48 43 57.25 | K6 | 0.65 | 22.46 ± 0.04 | 6469 | ⋯ | ⋯ | ⋯ |
| BD+05 2767 | J13342150+0440026 | 13 34 21.50 | +04 40 02.63 | K5 | 0.70 | 20.44 ± 0.03 | 6123 | ⋯ | ⋯ | ⋯ |
| HD 128311 | J14360055+0944474 | 14 36 00.56 | +09 44 47.45 | K3 | 0.80 | 16.34 ± 0.02 | 2672 | 11.54 ± 1.15 | 7 | 0.702 |
| BD+47 2936 | J19505021+4804508 | 19 50 50.24 | +48 04 51.09 | K4 | 0.74 | 37.81 ± 0.03 | 1639 | 19.08 ± 0.06 | 8 | 0.778 |
| WASP-80 | J20124017-0208391 | 20 12 40.16 | −02 08 39.19 | K7 | 0.61 | 49.86 ± 0.12 | 6067 | ⋯ | ⋯ | ⋯ |
| WASP-69 | J21000618-0505398 | 21 00 06.19 | −05 05 40.03 | K5 | 0.70 | 50.03 ± 0.13 | 5442 | ⋯ | ⋯ | ⋯ |
| HD 201091 | J21065341+3844529 | 21 06 53.93 | +38 44 57.89 | K5 | 0.70 | 3.50 ± 0.00 | 4803 | 35.37 ± 3.54 | 9 | 1.889 |
| WASP-29 | J23513108-3954241 | 23 51 31.08 | −39 54 24.25 | K4 | 0.74 | 87.82 ± 0.31 | 4003 | ⋯ | ⋯ | ⋯ |
Notes.
References (1) Messina et al. (2010); (2) Jayasinghe et al. (2019); (3) Douglas et al. (2019); (4) Kiraga & Stȩ (2013); (5) Astudillo-Defru et al. (2017); (6) Lu et al. (2019); (7) Strassmeier et al. (2000); (8) McQuillan et al. (2014); (9) Mamajek & Hillenbrand (2008).
a Distance measurements from Gaia EDR3 (Brown et al. 2021). b Ages either from the literature for moving group members (Section 2.1) or derived from the stardate program by Angus et al. (2019) for field stars. See Section 3.3 for a discussion. c Errors reported where specified by the original authors, otherwise assumed to be 10% of the rotation period. d Identified in this work as a spectroscopic binary and was therefore not included in the analysis. See Section 3.1 for a discussion.Download table as: ASCIITypeset image
The HST data presented in this paper were obtained from the Mikulski Archive for Space Telescopes at the Space Telescope Science Institute. The specific observations analyzed can be accessed via 10.17909/t9-f477-3m79.
2.2. HST Observations
The 39 targets were observed in the NUV and/or FUV with the HST/COS instrument. Of these, 16 are new observations from GO-15955 (PI: Richey-Yowell) and 14 are new observations from SNAP-15091 (PI: Agüeros); the remaining are publicly archived observations from GO-14767 (PI: Sing), GO-14784 (PI: Shkolnik), GO-13650 (PI: France), SNAP-14633 (PI: France), and SNAP-11687 (PI: Ayres). The HST program number is identified with each target in Table 2.
Table 2. Summary of Observations
| Star | Grating | Texp | First | Last | Program |
|---|---|---|---|---|---|
| Observation | Observation | HST # | |||
| (s) | (MM/DD/YY) | (MM/DD/YY) | |||
| Tucana-Horologium Members (40 Myr) | |||||
| HIP 1910 | G130M | 1636 | 8/30/17 | ⋯ | 14784 |
| G160M | 1502 | 8/30/17 | ⋯ | 14784 | |
| G230L | 284 | 8/30/17 | ⋯ | 14784 | |
| CT Tuc | G130M | 5369 | 3/6/20 | ⋯ | 15955 |
| G160M | 1786 | 3/6/20 | ⋯ | 15955 | |
| G230L | 562 | 3/6/20 | ⋯ | 15955 | |
| CD-46 | G130M | 5173 | 4/27/20 | ⋯ | 15955 |
| G160M | 1837 | 4/27/20 | ⋯ | 15955 | |
| G230L | 364 | 4/27/20 | ⋯ | 15955 | |
| CD-35 | G130M | 4483 | 2/27/20 | ⋯ | 15955 |
| G160M | 3592 | 2/27/20 | ⋯ | 15955 | |
| G230L | 578 | 2/27/20 | ⋯ | 15955 | |
| CD-44 1173 | G130M | 10117 | 7/20/17 | ⋯ | 14784 |
| G160M | 10810 | 7/20/17 | ⋯ | 14784 | |
| G230L | 4561 | 7/19/17 | ⋯ | 14784 | |
| TYC 8083 | G130M | 4280 | 4/18/20 | ⋯ | 15955 |
| G160M | 2068 | 4/18/20 | ⋯ | 15955 | |
| G230L | 644 | 4/18/20 | ⋯ | 15955 | |
| TYC 8098 | G130M | 5932 | 6/18/20 | ⋯ | 15955 |
| G160M | 3512 | 6/18/20 | ⋯ | 15955 | |
| G230L | 662 | 6/18/20 | ⋯ | 15955 | |
| HIP 107345 | G130M | 5201 | 3/13/20 | ⋯ | 15955 |
| G160M | 1845 | 3/13/20 | ⋯ | 15955 | |
| G230L | 662 | 3/13/20 | ⋯ | 15955 | |
| J23261 | G130M | 1352 | 8/18/17 | ⋯ | 14784 |
| G160M | 1402 | 8/18/17 | ⋯ | 14784 | |
| G230L | 606 | 8/18/17 | ⋯ | 14784 | |
| UCAC3 13 | G130M | 6334 | 2/16/21 | ⋯ | 15955 |
| G160M | 1531 | 2/16/21 | ⋯ | 15955 | |
| G230L | 1506 | 2/16/21 | ⋯ | 15955 | |
| Hyades Members (650 Myr) | |||||
| J03510 | G230L | 88 | 9/29/19 | ⋯ | 15091 |
| J03524 | G230L | 868 | 8/7/19 | ⋯ | 15091 |
| J03550 | G230L | 208 | 9/18/19 | ⋯ | 15091 |
| J04070 | G230L | 395 | 7/29/19 | ⋯ | 15091 |
| J04081 | G230L | 777 | 9/22/19 | ⋯ | 15091 |
| J04082 | G230L | 271 | 8/24/19 | ⋯ | 15091 |
| J04172 | G230L | 678 | 9/6/19 | ⋯ | 15091 |
| J04240 | G230L | 934 | 11/1/19 | ⋯ | 15091 |
| J04293 | G230L | 1167 | 9/13/19 | ⋯ | 15091 |
| V925 Tau | G130M | 5580 | 2/26/20 | ⋯ | 15955 |
| G160M | 2472 | 2/26/20 | ⋯ | 15955 | |
| G230L | 1160 | 2/26/20 | ⋯ | 15955 | |
| J04333 | G230L | 632 | 9/24/19 | ⋯ | 15091 |
| J04334 | G230L | 501 | 9/13/19 | ⋯ | 15091 |
| STKM 1-495 | G130M | 5556 | 2/23/20 | ⋯ | 15955 |
| G160M | 2806 | 2/23/20 | ⋯ | 15955 | |
| G230L | 440 | 2/23/20 | ⋯ | 15955 | |
| UCAC4 518 | G130M | 5564 | 9/7/20 | ⋯ | 15955 |
| G160M | 2979 | 9/7/20 | ⋯ | 15955 | |
| G230L | 832 | 9/7/20 | ⋯ | 15955 | |
| J04470 | G230L | 356 | 12/2/19 | ⋯ | 15091 |
| J04472 | G230L | 571 | 9/29/19 | ⋯ | 15091 |
| J04514 | G230L | 1179 | 9/15/19 | ⋯ | 15091 |
| Field Stars (≈5 Gyr) | |||||
| CD-23 | G130M | 5580 | 12/26/20 | ⋯ | 15955 |
| G160M | 5370 | 12/26/20 | ⋯ | 15955 | |
| G230L | 1522 | 12/26/20 | ⋯ | 15955 | |
| BD+16 | G130M | 5578 | 3/3/20 | ⋯ | 15955 |
| G160M | 3428 | 3/3/20 | ⋯ | 15955 | |
| G230L | 654 | 3/3/20 | ⋯ | 15955 | |
| HD 266611 | G130M | 5626 | 2/25/20 | ⋯ | 15955 |
| G160M | 3617 | 2/25/20 | ⋯ | 15955 | |
| G230L | 674 | 2/25/20 | ⋯ | 15955 | |
| HD 85512 | G130M | 4631 | 3/14/15 | ⋯ | 13650 |
| G160M | 400 | 3/14/15 | ⋯ | 13650 | |
| G230L | 458 | 3/14/15 | ⋯ | 13650 | |
| BD+57 | G130M | 6044 | 5/2/20 | ⋯ | 15955 |
| G160M | 3910 | 5/2/20 | ⋯ | 15955 | |
| G230L | 846 | 5/2/20 | ⋯ | 15955 | |
| HD 99492 | G130M | 1920 | 3/31/17 | ⋯ | 14633 |
| BD+49 | G130M | 5836 | 6/10/20 | ⋯ | 15955 |
| G160M | 5626 | 6/10/20 | ⋯ | 15955 | |
| G230L | 1614 | 6/10/20 | ⋯ | 15955 | |
| BD+05 | G130M | 11103 | 6/12/20 | ⋯ | 15955 |
| G160M | 2668 | 6/12/20 | ⋯ | 15955 | |
| G230L | 1738 | 6/12/20 | ⋯ | 15955 | |
| HD 128311 | G130M | 1920 | 6/10/17 | ⋯ | 14633 |
| BD+47 | G130M | 38375 | 12/16/16 | 5/21/17 | 14767 |
| WASP-80 | G130M | 43273 | 7/22/18 | 6/28/19 | 14767 |
| WASP-69 | G130M | 38226 | 10/12/17 | 10/31/17 | 14767 |
| HD 201091 | G130M | 1300 | 3/28/10 | ⋯ | 11687 |
| WASP-29 | G130M | 39020 | 5/19/18 | 11/4/18 | 14767 |
For the new targets from GO-15955 presented in this paper, each was visited once by HST and was exposed in the COS G230L (NUV), G160M (FUV), and G130M (FUV) gratings, with central wavelengths 2950, 1577, and 1291 Å respectively. Total exposure times ranged from ≈250 to ≈12,000 s depending on the brightness of the object. Times between exposures were typically ≈100 s or ≈45 min if the Earth was occulting the target during HST’s orbit. The individual exposures were dithered on the detector to reduce noise that may be introduced into the spectra from observations at a single location. For the new targets from SNAP-15091, each was visited once by HST and exposed in the COS G230L grating with central wavelength 2950 Å. Exposure times ranged from ≈90 to ≈1200 s. The additional archived targets were observed in at least one of the COS G230L, G160M, or G130M gratings, although the central wavelengths varied from program to program. A summary of the observations can be found in Table 2.
3. Analysis
3.1. Data Reduction
Initial data reduction was carried out through the CALCOS pipeline version 3.3.10. Since we are interested in the evolution of the quiescent UV flux of these stars, we removed any flares in the data. If a flare was found, we removed it by discarding the time region where it occurred using the python program costools. The remaining data were then re-run through the CALCOS pipeline to produce flux-calibrated 1D spectra. While these spectra ideally represent a quiescent stellar state, unresolved flares may still be present.
To identify flares, we created light curves by extracting the spectrum (in terms of counts s−1 Å−1) from the time-tagged (corrtag) files and subtracting the background region (see Figure 3 of Loyd & France 2014). After removing regions contaminated by Earth’s geocoronal emission (such as Lyα and O i), we then applied the flux calibration from the original x1d spectrum to the time-tagged spectrum, to create a conversion from counts s−1 Å−1 to erg s−1 cm−2 Å−1. After this, we integrated over the bandpass to create a flux-calibrated light curve for each target binned in 5 s intervals. A dozen flares above 3σ were identified and will be analyzed separately in a future paper. No additional flare candidates were identified by eye.
For spectra that were observed during multiple visits, the data were coadded. We used the coaddx1d (Danforth et al. 2010, 2016) code originally in IDL and translated into python by Nicholas Nell 9 to coadd the data, weighting by error.
The final spectra were shifted to the rest frame of the star and reviewed individually. Examples representative of the spectra at each age are shown in Figure 1.
Figure 1. Hubble Space Telescope's Cosmic Origins Spectrograph (HST/COS) spectra of HIP 107345 (40 Myr), V925 Tau (650 Myr), and BD+49 2126 (≈5 Gyr), as representative spectra of the entire sample. The upper panel shows the luminosity per unit wavelength of the spectra, while the lower panel shows the surface flux per unit wavelength. The data have been binned into 1 Å intervals, except for the dotted portion of the spectra that represent 2σ limits of low signal-to-noise ratio (S/N) data (S/N < 5 when binned to 10 Å intervals). The 40 Myr and 650 Myr spectra appear quite similar to each other, while the field star spectrum is almost an order of magnitude lower in the FUV. Note that the Lyα (1216 Å) and O i (1302 Å) lines between the spectra are not comparable due to different levels of geocoronal contamination and interstellar medium absorption.
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Standard image High-resolution imageTwo of the observed targets from GO-15955, STKM 1-495 and UCAC4 518-008871, showed clear binarity in our spectroscopic observations. Additionally, archival Keck NIRC2 images (Proposal I.D. #H246N2, PI: Gaidos) confirm that STKM 1-495 is in fact a binary system. These two targets were thus not considered in our study due to both blending and potential increased activity due to tidal and/or magnetic interactions between their companions.
3.2. Measuring Line and Continua Fluxes
We analyze the strongest chromospheric and transition region emission features in the COS bandpasses: C iii, Si iii, N v, C ii, Si iv, C iv, He ii, and Mg ii. These lines were also analyzed in Loyd et al. (2021) and thus we can make direct comparisons with the UV evolution of early M stars. We list the rest wavelength and formation temperature in Table 3, as well as the wavelength range over which we integrate to calculate the surface fluxes.
Table 3. Properties of the UV Emission Lines Studied in This Work
| Ion | Integration Region (Å) | λrest (Å) |
|
|---|---|---|---|
| C iii a | 1174.5–1177.0 | 1174.93 | 4.7 |
| 1175.26 | 4.7 | ||
| 1175.59 | 4.7 | ||
| 1175.71 | 4.7 | ||
| 1175.99 | 4.7 | ||
| 1176.37 | 4.7 | ||
| Si iii a | 1205.8–1207.2 | 1206.51 | 4.7 |
| N v a | 1238.0–1244.1 | 1238.82 | 5.2 |
| 1242.80 | 5.2 | ||
| C ii a | 1333.3–1336.8 | 1334.52 | 4.5 |
| 1335.71 | 4.5 | ||
| Si iv | 1393.0–1395.0 | 1393.76 | 4.9 |
| 1401.9–1403.5 | 1402.77 | 4.9 | |
| C iv | 1547.0–1552.0 | 1548.20 | 4.8 |
| 1550.77 | 4.8 | ||
| He ii | 1639.0–1642.0 | 1640.4 | 4.9 |
| Mg ii a | 2792.0–2807.0 | 2796.35 | 3.6–4.0 |
| 2808.53 | 3.6–4.0 | ||
| Integration Regions [Å] | |||
| FUV pseudo-continuum | 1160–1172, 1250–1290, 1320–1330, | ||
| 1340–1390, 1406–1540, 1590–1635, | |||
| 1680–1740 | |||
| NUV pseudo-continuum | 2810–3200 |
Note.
a Outside of the GALEX NUV or FUV bandpasses.Download table as: ASCIITypeset image
For more accurate line fluxes, we used the astropy module specutils to fit the continuum immediately outside the spectral regions identified in Table 3 with a cubic Chebyshev polynomial and subtract the fit. The accuracy of these fits was confirmed by eye for each line of each target.
We additionally analyze the NUV continuum as well as the FUV continuum of each spectrum. The continua in these regions are dominated by multiple weak absorption and emission lines and therefore are more accurately considered to be “psuedo-continua.” To calculate the pseudo-continua, we consider the same regions as Loyd et al. (2021), which cumulatively cover 251 Å. The wavelengths of the regions over which we integrated are additionally found in Table 3. These regions exclude areas of strong emission lines not considered in this study and non-stellar background contamination such as geo-coronal emission features. For the archived field-age targets which only had data in one of the two FUV gratings, we take the ratio of the target pseudo-continuum available to the same region in HD 266611 (the target with the FUV pseudo-continuum flux closest to the average of the FUV pseudo-continuum flux for the entire sample), and multiply the FUV pseudo-continuum flux of HD 266611 by that ratio. This assumes that the shape of the continuum does not vary significantly between targets, as is the case in Figure 2.
Figure 2. All HST spectra, separated by age. Flares have been removed for the direct comparison of quiescent emission and the data have been binned into 1 Å intervals, except for the dotted portion of the spectra that represent 2σ limits of low-S/N data (S/N < 5 when binned to 10 Å intervals). Only one Hyades (650 Myr) member has data in the FUV. There is clear residual variability between the spectra, particularly at the younger ages, partly due to a larger spread in spectral mass. Note that Lyα (1216 Å) and O i (1302 Å) lines between the spectra are not comparable due to different levels of geocoronal contamination and interstellar medium absorption.
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Standard image High-resolution imageIn order to calculate the surface flux from the observed flux, we estimated the radius of the star first using the spectral type to effective temperature relationship in Pecaut & Mamajek (2013) and then using the effective temperature to mass and radius relationships in Baraffe et al. (2015).
3.3. Determining Ages, Rotation Periods, and Rossby Numbers
While the ages of the moving group members are well constrained, the ages of field stars are typically estimated from isochrones and gyrochrones. We utilized the stardate package by Angus et al. (2019) to determine these ages, providing the G, BP, and RP magnitudes and parallaxes from Gaia EDR3 (Brown et al. 2021), the J, H, and K magnitudes from 2MASS (Skrutskie et al. 2006), and the rotation period if available. A summary of these data is seen in Figure 3.
Figure 3. Color–magnitude diagram of Gaia objects taken from the stardate package by Angus et al. (2019). The field stars in this study are overlaid as black points. These stars were aged using stardate with the G, BP, and RP magnitudes and parallaxes from Gaia EDR3; the J, H, and K magnitudes from 2MASS; and the rotation period where available.
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Standard image High-resolution imageThe rotation periods were gathered from the literature where available. For stars with no reported error in their rotation period, we assume 10%. For those without measured rotation periods, we carried out a Lomb–Scargle (Lomb 1976; Scargle 1982) search of TESS lightcurves using the program lightkurve (Lightkurve Collaboration et al. 2018). The lightkurve periodograms test frequencies up to the Nyquist frequency, using grid steps of 1/(observation time). UCAC3 13-31217, HD 266611, HD 85512, BD+57 1274, BD+49 2126, and BD+05 2767 had TESS observations; however, no clear variability was identified, which is not uncommon for older stars.
The Rossby number is defined as the ratio of a star’s rotation period to its convective turnover time (i.e., the time it takes for circulation within a convective cell): Ro = Prot/τ. This number was first shown by Noyes et al. (1984) to be correlated to the magnetic activity of stars, and therefore should relate directly to the chromospheric, transition region, and coronal surface fluxes of stars which are driven by this magnetic activity. To calculate the convective turnover time, we use the empirical relationship between V − Ks color and the turnover timescale of convection by Wright et al. (2018). For two stars in our data without V − Ks colors, we instead use the mass–convective turnover time relationship, again established by Wright et al. (2018). These were found to produce consistent Rossby numbers with the rest of the data set.
The complete list of estimated stellar ages, measured rotation periods, and derived Rossby numbers can be found in Table 1.
3.4. Model Fitting
To fit the surface flux, F, as a function of age, rotation period, or Rossby number, we adopt a piecewise model that includes a period of saturated (constant) activity, followed by a power-law decline, as utilized in other chromospheric studies (e.g., Wright et al. 2011; Jackson et al. 2012; Loyd et al. 2021; Pineda et al. 2021):
where the data x can be age, rotation period, or Rossby number, and the free parameters are the surface flux at saturation, Fsat, end of saturation, xsat, and the power-law index, α. We additionally include a hyperparameter, f, representing a fractional amount by which the error is underestimated due to intrinsic variation among stars. We fit this model using the Markov chain Monte Carlo (MCMC) package emcee (Foreman-Mackey et al. 2013). We use uniform priors on the the power-law index, restricting it to 0 ≤ α ≤ 3, as values between this range are what is known for M stars (Loyd et al. 2021) and G stars (Güdel 2007 and references therein). Placing a prior on the power-law index additionally helps constrain the age at which saturation would occur. We ran 10,000 steps, taking the result to be the 50th percentile value, and the errors as the 16th and 84th percentile values. These results can be found in Table 4.
Table 4. Results of the MCMC Fits to the Data Seen in Figures 4, 5, and 6
| Line |
|
| α | log(f) |
|---|---|---|---|---|
| (yr) | (erg s−1 cm−2) | |||
| Age | ||||
| Mg ii |
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| C ii |
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| Si iii |
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| C iii |
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| Si iv |
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| He ii |
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| C iv |
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| N v |
|
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| FUV continuum |
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| NUV continuum |
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| Rotation Period | ||||
| Mg ii |
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| C ii |
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| Si iii |
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| C iii |
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| Si iv |
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| He ii |
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| C iv |
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| N v |
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| FUV continuum |
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| NUV continuum |
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| Rossby Number | ||||
| Mg ii |
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| C ii |
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| Si iii |
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| C iii |
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| Si iv |
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| He ii |
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| C iv |
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| N v |
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| FUV continuum |
|
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| NUV continuum |
|
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4. Results
Figure 1 shows examples of K star spectra representative of each sample at the three different ages used in this study: 40 Myr, 650 Myr, and ≈5 Gyr. The 40 Myr and 650 Myr spectra appear to be quite similar in both luminosity and surface flux per unit wavelength, while the 5 Gyr spectrum is an order of magnitude lower in the FUV, and half an order of magnitude lower in the NUV.
These results are notably different than those of the early M stars presented in Loyd et al. (2021). In their work, the authors show that the early M dwarf FUV spectra at each age are an order of magnitude separate from each other, with the exception of the rotation-period-normalized spectra, which lie on top of each other. In the NUV, the luminosity and surface flux per unit wavelength of the Hyades and field-age spectra are similar, while the young star spectrum is an order of magnitude larger. However, the FUV spectra of both the 40 Myr and 650 Myr K stars have similar luminosity densities and surface flux densities to the young M stars.
As well as comparing the broadband characteristics of the spectra, we also analyze specific spectral lines that probe the chromosphere and transition region of the stars and see how those evolve in time. Figure 4 shows the evolution of the surface flux of the strong UV emission lines C iii, Si iii, N v, C ii, Si iv, C iv, He ii, Mg ii, and the FUV and NUV pseudo-continua as a function of stellar age. While the ages are well constrained for the moving group samples, large errorbars persist for the ages of the field-age stars, even for those with measured rotation periods to aid in gyrochronological and isocohronal dating, as discussed in Section 3. We again see in each emission line region that the K dwarfs appear to have a prolonged saturation period as compared to M stars, which fall off by only a couple hundred million years. While the evolution for M stars is now quite well known, the age at which K stars actually do begin to decline in UV activity remains poorly constrained.
Figure 4. Surface flux as a function of stellar age for the 39 K stars in our sample; 40 Myr stars are in blue, 650 Myr in orange, and field stars in green. Only one Hyades (650 Myr) member has data in the FUV. The ages of the field stars were determined using stardate (Angus et al. 2019). Model fits to Equation (1) are shown in gray. Single gray lines well away from the average are all outliers compared to the total data set. The averages of the fits are shown in black and the resulting equations for the power-law decline are shown, presented in full in Table 4. The red lines are the model fits for early M stars from Loyd et al. (2021).
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Standard image High-resolution imageMost (32/39) of our targets have measured rotation periods. The rotation periods of the 40 Myr and 650 Myr samples overlap slightly, while the field-age stars are distinct in their longer rotation. Figure 5 shows the surface flux evolution of the emission lines and pseudo-continuum as a function of rotation period for those with known rotation periods. The surface flux remains roughly constant from Prot ≈ 0.5–10 days for all emission lines and the pseudo-continuum, at which point the flux decays.
Figure 5. Same as Figure 4, but for the evolution of the surface flux with rotation period.
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Standard image High-resolution imageSince our stars are of similar masses, the evolution of the surface flux of the emission lines with Rossby number is similar to that of the rotation period evolution, as seen in Figure 6. The Rossby number at which the flux starts to decline is Ro ∼ 0.2. Since Ro is the rotation period normalized by the convective turnover time, it is more appropriate to compare the K and M stars in terms of Ro instead of rotation. Interestingly, we see that the emission line evolution fits between the partially convective K stars and early M stars are nearly identical to each other. This implies that the evolution of K dwarf rotation period with age is distinct from that of early M stars and is the primary driver of the observed differences in activity evolution with age.
Figure 6. Same as Figure 4, but for the evolution of the surface flux with Rossby number.
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Standard image High-resolution imageIn each of these cases, the slope of the Mg ii surface flux evolution is more shallow than for the other emission lines. Mg ii is the only chromospheric line analyzed here, while the others map to the transition region of the star. The difference in the slopes may represent a difference in heating mechanism between the chromosphere and the transition region. However, ISM absorption may also play a role, since the Tuc-Hor and Hyades moving groups lie at a distance of 40–60 pc and thus may have a greater Mg column density than for the field stars, which range from 3–50 pc. A greater Mg absorption in the younger stars may artificially create a descreased slope between the young and field-age stars. For direct comparison among all of the lines, the model fits for the UV surface flux evolution with age, rotation period, and Rossby number are presented in Table 4.
4.1. Comparison with GALEX photometry
Using GALEX broadband UV photometry of 400 K stars ranging in age from 10 Myr to ≈5 Gyr, Richey-Yowell et al. (2019) saw a decrease (half an order of magnitude) in median flux by 650 Myr; however, the interquartiles (the middle 50% of the population) continued to overlap with the younger stars. Figure 7 shows the relative GALEX UV surface fluxes of the stars in this work compared to their complete sample. The stars in this work are typical compared to other K stars and fall within the interquartiles of the GALEX sample.
Figure 7. Relative GALEX photometric UV fluxes of the stars in our sample compared to the entire sample studied in Richey-Yowell et al. (2019). Artificial age scatter has been added to both samples for clarity. The colored stars represent targets in our sample, whereas gray points are the entire photometric sample. White diamonds represent the median flux of that age bin, with the interquartiles (middle 50%) presented as the error bars. Our targets typically lie within the interquartiles and do not appear to be unique to the total sample.
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Standard image High-resolution imageIt should also be noted that the X-ray evolution of K stars (e.g., Jackson et al. 2012; Richey-Yowell et al. 2019) starts to decline after 10 Myr, much earlier than seen in the UV, unlike for M stars where both the UV and X-ray decline at similar ages (Shkolnik & Barman 2014). In comparing the fractional X-ray (coronal) and Lyα (chromospheric) flux to bolometric luminosity, Linsky et al. (2020) observed that the relative emission from the chromosphere and corona show different distributions between M and K stars, potentially representing different heating mechanisms between the chromospheres and coronae of these stars. The corona can also heat the transition region through thermal conduction in a process known as back-heating (e.g., Kopp & Kuperus 1968; Athay 1990). Therefore, the FUV lines in this study that map the transition region may also experience a different evolution than the X-rays or other UV chromospheric lines.
5. Discussion: What Is Causing the Prolonged Saturation Period in K Stars?
5.1. A Result of Different Initial Rotation Periods?
Several studies (e.g., Tu et al. 2015; Gondoin 2018; Magaudda et al. 2020) have shown that the initial rotation period of low-mass stars affects the evolution of the X-ray flux. Stars with faster initial rotation periods are saturated for longer and decline at a faster rate; conversely, stars with slower initial rotation periods decline in flux at younger ages, but decline at a lower rate. This trend most likely continues into the UV and accounts partially for the large scatter seen in Richey-Yowell et al. (2019) among K dwarfs. However, the rotation rates of our sample span a range of periods, yet we see constant flux for those at shorter or longer periods within the same age group. Therefore, it is unlikely that the prolonged period of saturated activity observed is due to a selection of only stars with faster original rotation periods.
5.2. A Result of a Stalling in K Dwarf Rotational Spin-down?
Using K2 data from open clusters, Curtis et al. (2019, 2020) show that current gyrochronological models fail to predict the rotation period of K stars beyond 650 Myr. Instead, the K stars appear to stall their spin-down, potentially maintaining their rotation period for over 1.3 Gyr before resuming spin-down. This effect is not seen in the same rotation data from Curtis et al. (2019) for G stars and it remains unknown if this occurs in M stars.
Spada & Lanzafame (2020) were able to closely recreate these observations using a two-zone model for the star, where differential rotation between the convective envelope and the radiative core develops as magnetic wind braking reaches a maximum. The stalling may occur due to a balance between the spin-down torque from the magnetic wind braking and a spin-up torque from the transfer of angular momentum from the more quickly rotating radiative core. The redistribution of angular momentum is highly mass dependent, therefore the lower-mass stars (i.e., K stars) are stalled for longer periods. Curtis et al. (2020), however, do not rule out other theories such as reduced magnetic braking. If the core–envelope recoupling is the underlying method for the stalling, then this would imply that M dwarfs would not experience this effect, since stars become more fully convective with lower mass, and that there is perhaps a dominant relative size of the convection zone at which stalling is more pronounced.
This phenomenon could explain the prolonged saturation period seen in the results presented above. If the K stars remain at a faster rotation period through a couple of gigayears, than we would expect the evolution with age to follow a similar trend to that of the evolution of rotation period with age, maintaining a faster rotation period and thus a higher flux for longer periods of time. Similarly, flux as a function of rotation period would not be dissimilar from a case in which the spin-down of the star did not stall, which indeed is what we see when comparing the K stars with the M stars.
6. Summary
In this paper, we present HST/COS UV spectra of 39 K stars at ages 40 Myr, 650 Myr, and ≈5 Gyr. Combining new observations of 28 K stars with 11 archived field-aged K dwarfs, we compare the evolutionary trends of K stars as a function of age, rotation, and Rossby number.
Specifically, we analyze the evolution of the surface flux of the strong UV emission lines, i.e., C iii, Si iii, N v, C ii, Si iv, C iv, He ii, Mg ii, as well as the FUV and NUV continua. We find that for each emission line and the pseudo-continua, the flux remains saturated between the 40 Myr and 650 Myr stars, before dropping off by up to two orders of magnitude. The UV evolution of K stars with age is thus distinct from that of early M stars, which begin to decline by a couple hundred megayears and show a clear decrease already by 650 Myr. However, when comparing the evolution of K and M star UV activity with rotation or Rossby number, this distinction goes away and the fits appear quite similar.
This may imply that the rotational evolution of K star with age is dissimilar than that of M stars. This supports recent works by Curtis et al. (2019, 2020), which show that K dwarfs experience a period of time where their spin-down stalls, and the stars remain at a constant rotation period. This phenomenon is primarily thought to be caused by a core–envelope recoupling event and would weaken toward later-type stars as the relative size of the convection zone grows, thus leading the early M dwarfs to decline in rotation rate and UV activity sooner than for K stars.
K dwarfs have recently garnered attention for providing such a hospitable environment as to host potentially “superhabitable” planets (e.g., Heller & Armstrong 2014; Cuntz & Guinan 2016; Arney 2019); yet, a prolonged period of saturated flux weakens this case. Further observations of open cluster members between 650 Myr and 3 Gyr will be required to resolve at what age K dwarf rotational spin-down resumes. The delayed time evolution of K stars would increase the accumulated UV flux incident on their planets if the saturated period lasts for multiple gigayears. Additionally, a comparison of the flare evolution between these two types of stars will contribute to understanding the atmospheres of planets around these types of stars.
The authors would like to thank Dr. Jeff Linsky for a timely and insightful referee report. Support for this work was provided by NASA through grants numbered HST-GO-15091.001-A and HST-GO-15955.01 from the Space Telescope Science Institute, which is operated by AURA, Inc., under NASA contract NAS 5-26555. T.R.-Y. would like to acknowledge additional support from the Future Investigators in NASA Earth and Space Exploration (FINESST) award 19-ASTRO20-0081 and thanks Aishwarya Iyer for useful MCMC discussions. This research has made use of the SIMBAD database, operated at CDS, Strasbourg, France. This work has made use of data from the European Space Agency (ESA) mission Gaia (https://www.cosmos.esa.int/gaia), processed by the Gaia Data Processing and Analysis Consortium (DPAC, https://www.cosmos.esa.int/web/gaia/dpac/consortium).
Software: Astropy (Price-Whelan et al. 2018), Matplotlib (Hunter 2007), Numpy (van der Walt et al. 2011), Scipy (Jones et al. 2001), emcee (Foreman-Mackey et al. 2013), lightkurve (Lightkurve Collaboration et al. 2018), stardate (Angus et al. 2019).
