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THE K2-138 SYSTEM: A NEAR-RESONANT CHAIN OF FIVE SUB-NEPTUNE PLANETS DISCOVERED BY
CITIZEN SCIENTISTS
Jessie L. Christiansen
1,2
, Ian J. M. Crossfield
3,4
, Geert Barentsen
5,6
, Chris J. Lintott
7
, Thomas Barclay
8,9
,
Brooke .D. Simmons
10,11
, Erik Petigura
12
, Joshua E. Schlieder
13
, Courtney D. Dressing
4,10
, Andrew
Vanderburg
14
, David R. Ciardi
1
, Campbell Allen
7
, Adam McMaster
7
, Grant Miller
7
, Martin Veldthuis
7
,
Sarah Allen
15
, Zach Wolfenbarger
15
, Brian Cox
16
, Julia Zemiro
17
, Andrew W. Howard
18
, John Livingston
19
,
Evan Sinukoff
17,20
, Timothy Catron
21
, Andrew Grey
22
, Joshua J. E. Kusch
22
, Ivan Terentev
22
, Martin Vales
22
,
and Martti H. Kristiansen
23
1
Caltech/IPAC-NASA Exoplanet Science Institute, M/S 100-22, 770 S. Wilson Ave, Pasadena, CA 91106 USA
2
jessie.christiansen@caltech.edu
3
Department of Astronomy & Astrophysics, University of California, Santa Cruz, CA, USA
4
Sagan Fellow
5
NASA Ames Research Center, Moffett Field, CA 94035, USA
6
Bay Area Environmental Research Inst., 625 2nd St. Ste 209 Petaluma, CA 94952, USA
7
Department of Physics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford, OX1 3RH, UK
8
NASA Goddard Space Flight Center, 8800 Greenbelt Rd, Greenbelt, MD 20771, USA
9
University of Maryland, Baltimore County, 1000 Hilltop Cir, Baltimore, MD 21250, USA
10
Einstein Fellow
11
Center for Astrophysics and Space Sciences (CASS), Department of Physics, University of California, San Diego, CA 92093, USA
12
Geological and Planetary Sciences, California Institute of Technology, Pasadena, CA, USA
13
NASA Goddard Space Flight Center, 8800 Greenbelt Rd, Greenbelt, MD 20771, USA
14
Harvard-Smithsonian Center for Astrophysics, 60 Garden Street, Cambridge, MA 02138, USA
15
The Adler Planetarium, Chicago, IL 60605, USA
16
School of Physics & Astronomy, University of Manchester, Oxford Road, Manchester, M13 9PL, UK
17
c/o Australian Broadcasting Corporation
18
Department of Astrophysics, California Institute of Technology, Pasadena, CA 91125, USA
19
The University of Tokyo, 7-3-1 Bunkyo-ku, Tokyo 113-0033, Japan
20
Institute for Astronomy, University of Hawai‘i at M ̄anoa, Honolulu, HI 96822, USA
21
Arizona State University, Tempe, AZ 85281, USA
22
Citizen Scientists, c/o Zooniverse, Department of Physics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford, OX1
3RH, UK
23
Danmarks Tekniske Universitet, Anker Engelundsvej 1, Building 101A, 2800 Kgs. Lyngby, Denmark
ABSTRACT
K2-138 is a moderately bright (
V
= 12
.
2,
K
= 10
.
3) main sequence K-star observed in Campaign 12
of the NASA
K2
mission. It hosts five small (1.6–3.3R
) transiting planets in a compact architecture.
The periods of the five planets are 2.35 d, 3.56 d, 5.40 d, 8.26 d, and 12.76 d, forming an unbroken
chain of near 3:2 resonances. Although we do not detect the predicted 2–5 minute transit timing
variations with the
K2
timing precision, they may be observable by higher cadence observations
with, for example,
Spitzer
or CHEOPS. The planets are amenable to mass measurement by precision
radial velocity measurements, and therefore K2-138 could represent a new benchmark systems for
comparing radial velocity and TTV masses. K2-138 is the first exoplanet discovery by citizen scientists
participating in the Exoplanet Explorers project on the Zooniverse platform.
Keywords:
eclipses, planetary systems: individual(K2-138), techniques: photometric, techniques:
spectroscopic
1.
INTRODUCTION
The NASA
K2
mission (Howell et al. 2014) is in its
third year of surveying the ecliptic plane. The mission
arXiv:1801.03874v2 [astro-ph.EP] 20 Jan 2018
2
Christiansen et al.
uses the repurposed
Kepler Space Telescope
to tile the
ecliptic, and consists of successive
80-day observations
of 12
×
12 degree regions of sky known as campaigns.
Each campaign yields high-precision, high-cadence cal-
ibrated pixel files and time-series photometry on any-
where from 13,000 to 28,000 targets, which are released
to the public within three months of the end of the ob-
serving campaign. This deluge of data is immediately
inspected by professional exoplanet hunters, producing
rapid announcements of interesting new planetary sys-
tems, e.g. the recent examples of HD 106315 (Crossfield
et al. 2017; Rodriguez et al. 2017) and HD 3167 (Van-
derburg et al. 2016).
There are many features in time-series data which
can be matched to potential transit signals by signal-
processing algorithms. These features can be either
astrophysical in origin (e.g. pulsating variable stars,
eclipsing binaries, flaring stars, cosmic-ray pixel strikes),
or instrumental (e.g. apparent variations in the bright-
ness in a photometric aperture caused by spacecraft
pointing drift, or by focus drifts in response to the chang-
ing thermal environment). While these artifacts can
confuse automated procedures, the human brain is op-
timised for pattern matching, and is remarkably good
at discriminating these artifacts from a train of planet
transits. This ability is exploited in information security
technology for instance, with the CAPTCHA algorithm
(von Ahn et al. 2003) being a well-known example. In
light curve analysis, humans can readily recognise the
differences in the underlying phenomena causing the pu-
tative signals and identify the transit signals.
This ability, along with the strong interest held by
the public in being involved in the process of scientific
discovery, has led to the ongoing success of the Planet
Hunters
1
project (e.g. Fischer et al. 2012).
Hosted
by the Zooniverse platform (Lintott et al. 2008), the
project displays to users the publicly available
Kepler
and
K2
time series photometry, and asks them to iden-
tify transit-like dips.
Inspired by their success, we
started the Exoplanet Explorers
2
project in April 2017.
In this project we run a signal detection algorithm to
identify potential transit signals in the
K2
time series
photometry, and ask the users to sift through the result-
ing candidates to identify those most closely resembling
planetary transits. Here we present K2-138, the first
K2
planetary system discovered by citizen scientists. In
Section 2, we describe the
K2
data set. We describe
the Exoplanet Explorers project and the identification
of K2-138 in Section 3, and the derivation of the stel-
1
www.planethunters.org
2
www.exoplanetexplorers.org
Figure 1
. The set of diagnostic plots presented on the Exo-
planet Explorers project, for the target K2-138. From top to
bottom the four plots are for the putative signals for K2-138
c, d, e, and f. In each case, the left panel shows the individual
transit events, with an arbitrary vertical offset and alternat-
ing color for visual clarity. The top right panel shows the
entire light curve folded at the period of the putative transit
signal. The black points are the original
K2
data, and the
yellow circles are binned data. The bottom right panel shows
the same phase-folded light curve, zoomed in on the transit
event itself. An initial fitted planet model is overlaid in blue.
lar parameters in Section 4. In Section 5 we describe
the analysis of the planet parameters. Finally, in Sec-
tion 6 we place the K2-138 system in context of other
high-multiplicity systems and discuss prospects for fu-
ture characterisation.
2.
OBSERVATIONS AND PHOTOMETRIC
REDUCTION
K2
data are downlinked from the spacecraft, pro-
cessed into calibrated pixel files and photometric time
The K2-138 System
3
series, and released to the public via the Mikulski
Archive for Space Telescopes (MAST)
3
. Unlike the orig-
inal
Kepler
mission, the target list is entirely guest ob-
server driven: all observed targets are proposed to the
project by the community. Campaign 12 (C12), which
was observed for 79 days from 2016 December 15 to 2017
March 4, contained the target star TRAPPIST-1 (Gillon
et al. 2016, 2017; Luger et al. 2017; Wang et al. 2017). In
order to facilitate rapid analysis of the
K2
observations
of TRAPPIST-1, the data were released to the public
immediately after downlink from the spacecraft on 2017
March 9 as raw pixel files.
We downloaded the raw pixel files from MAST for the
stellar targets that were proposed by K2’s large exo-
planet search programs, and calibrated these data using
the
kadenza
software (Barentsen 2017), generating cal-
ibrated pixel files.
We then used the publicly available
k2phot
pho-
tometry code
4
, which generates aperture photometry
and performs corrections for the spacecraft pointing jit-
ter using Gaussian Processes (Rasmussen and Williams
2005), to generate light curves suitable for searching for
periodic transit signals. Using the publicly available
TERRA algorithm
5
(Petigura et al. 2013a,b), we gen-
erated both a list of potential transiting planet signals
from the detrended light curves, and a set of accom-
panying diagnostic plots. TERRA identified a total of
4,900 candidate transit signals in the C12 stellar data.
3.
TRANSIT IDENTIFICATION
For each signal from C12 and the earlier campaigns
already processed, we uploaded a subset of the standard
TERRA diagnostic plots to the Exoplanet Explorers
project. The plots included a phase-folded light curve
and a stack of the individual transit events; users exam-
ined these plots and selected whether the putative signal
looked like a true transiting planet candidate. Figure 1
shows an example set of diagnostic plots.
On 2017 April 4, the Exoplanet Explorers project was
featured on the Stargazing Live ABC broadcast in Aus-
tralia. Between April 4, 2017 01:00 UTC and April 6,
2017 19:48 UTC, the live project received 2,100,643 clas-
sifications from 7,270 registered Zooniverse classifiers
and 7,677 not-logged-in IP addresses. Of these, 130,365
classifications from 4,325 registered classifiers and 2,012
not-logged-in IP addresses were for candidate signals in
the C12 data. C12 candidates received a median of 26
classifications each; the C12 candidate with the lowest
3
https://archive.stsci.edu/kepler/
4
https://github.com/petigura/k2phot
5
https://github.com/petigura/terra
0 5 10 15 20 25 30 35 40
Candidate orbital period (days)
10
1
10
2
Candidate SNR (
σ
)
All candidates
>60% votes
>75% votes
>90% votes
Figure 2
. The distribution of user votes on the C12 can-
didate transiting planet signals. All signals received 14 or
more votes, and the percentage of ‘yes’ votes is shown: the
small blue dots represent signals for which fewer than 60%
of users voted ‘yes’. The green stars, yellow + symbols and
red circles show signals for which greater than 60%, 75% and
90% of users voted ‘yes’.
classification count received 14 classifications, and the
most-classified C12 candidate received 43 classifications.
The classifications were aggregated for each candidate to
provide the fraction of classifiers who indicated they saw
a transiting planet signal.
Of the 4,900 potential transiting signals identified in
the C12 data, 72 were voted by more than 60% of users
as looking like transiting planet candidates. The dispo-
sitions of the full set of C12 signals are shown in Fig-
ure 2; the signals with the highest confidence are un-
surprisingly at shorter periods (with a higher number
of individual events contributing to the signal for the
users to assess) and higher signal-to-noise values. The
highly voted signals were inspected visually and K2-138
(EPIC 245950175) was rapidly identified as a promising
multi-planet system. The initial automated search of the
light curve produced four distinct transiting signatures,
each with a high (
>
90%) fraction of votes from the par-
ticipants; the four diagnostic plots that were voted on
are shown in Figure 1. EPIC 245950175 was proposed
for observations by four teams, in Guest Observing Pro-
grams 12049, 12071, 12083, and 12122 (PIs Quintana,
Charbonneau, Jensen, and Howard). The full, unfolded
light curve of K2-138 is shown in Figure 4. After the
system was flagged by the citizen scientists, additional
examination of the light curve revealed the signature of
a fifth transiting signal, interior to the four signals iden-
tified by the TERRA algorithm and on the same 3:2
resonant chain. Characterisation of the five detected
planet signals is detailed in Section 5.
In addition, two individual transit events were identi-
fied, shown in Figure 3, separated by 41.97 days. The
4
Christiansen et al.
Figure 3
. The two transits of the putative 42-day period
planet candidate that fall in the
K2
C12 data. The time of
the second transit has been offset by 41.97 days to demon-
strate the consistency in depth and duration of the two
events, which correspond to a
2.8R
planet.
transits have consistent depths and durations, and if
confirmed, would correspond to an additional
2.8R
sub-Neptune planet in the K2-138 system, bringing the
total to six planets. Additional observations are required
to secure a third epoch and confirm that the two tran-
sits seen in the
K2
data arise from a single planet, and
are not individual transits of two similarly-sized, longer-
period planets.
4.
STELLAR CHARACTERISATION
On 2017 June 1 we obtained a spectrum of K2-138
using Keck/HIRES, without the iodine cell as is typical
of the precision radial velocity observations. We derive
stellar parameters using SpecMatch (Petigura et al.
2015), given in Table 1. Following the procedure in
Crossfield et al. (2016), we estimate the stellar radius
and mass using the publicly available
i
sochrones
Python package (Morton 2015) and the Dartmouth
stellar evolution models (Dotter et al. 2008).
The
California Kepler Survey (CKS; Petigura et al. 2017)
finds mass and radius uncertainty floors for similar
spectral types of 6% and 9% respectively, motivated
by comparisons between stellar radii derived using
isochrones
and spectroscopic parameters (as is done
here for K2-138) and asteroseismic radii (Johnson et
al. 2017). We therefore adopt these uncertainties on
the mass and radius of K2-138 to incorporate the
isochrone model uncertainties. Additional estimates of
the parameters of K2-138 are available in the Ecliptic
Plane Input Catalog (EPIC, Huber et al. 2016) on the
MAST and are consistent with those from the RAVE
spectrum and
isochrones
. The HIRES/
isochrones
parameters and the EPIC parameters are consistent
with a solar-metallicity, main-sequence, early-K type
star at a distance of
180 pc when comparing to the
color-temperature relations of Pecaut & Mamajek
(2013). We adopt a spectral type of K1V
±
1. We mea-
sure a log
R
HK
value of
4
.
63, indicating a modestly
magnetically active star, which may present a challenge
for precision radial velocity measurements of the system.
Table 1
. K2-138 stellar parameters
EPIC ID
245950175
2MASS ID
J23154776-1050590
RA (J2000.0)
23:15:47.77
Dec (J2000.0)
-10:50:58.91
V
(mag)
12.21
K
(mag)
10.305
Spectral type
K1V
±
1
T
eff
(K)
5378
±
60
log
g
(cgs)
4.59
±
0.07
[Fe/H]
0.16
±
0.04
R
?
(R
)
0.86
±
0.08
M
?
(M
)
0.93
±
0.06
Distance (pc)
a
183
±
17
v
sin
i
(km/s)
2.7
±
1.5
a
EPIC classification, see Huber et al.
(2016) and
https://github.com/danxhuber/galclassify
On 2017 May 31 we obtained a high-resolution image
of K2-138 in
K
-band using the Altair AO system on
the NIRI camera at Gemini Observatory (Hodapp et al.
2003) under program GN-2105B-LP-5 (PI Crossfield).
We observed at five dither positions, and used the
dithered images to remove sky background and dark
current; we then aligned, flat-fielded and stacked the
individual images. The inset in Figure 5 shows the
final stacked image, and the plot shows the detection
limits of the final image. The limits were determined
by injecting simulated sources into the final image,
with separation from K2-138 determined by integer
multiples of the FWHM, as in Furlan et al. (2017). We
see no other source of contaminating flux in the AO
image within 4
′′
, the size of one
K2
pixel. In addition
to the AO data, we examine the HIRES spectrum
for evidence of additional stellar lines, following the
procedure of Crossfield et al. (2016). This method is
sensitive to secondary stars that lie within 0.4
′′
of the
primary star (one half of the slit width) and that are
up to 5 magnitudes fainter than the primary star in the
V
- and
R
-bands (Kolbl et al. 2015), complementing the
sensitivity limits of the NIRI observations. We are able
to rule out companions with T
eff
= 3400–6100 K and
∆(RV)
>
10 kms
1
. We further discuss the possibility
of the observed periodic signals originating from a faint
star
14
′′
away in Section 5.1, but for the following
analysis we assume the putative planet signals arise
from K2-138.
5.
PLANET PARAMETERS
The K2-138 System
5
g
g
Figure 4
. The time series of the K2 data, with the five-planet transit model shown in blue. The planets of the individual transits
are marked with the appropriate letter; the times of the two transits of the putative planet candidate discussed in Section 3 are
shown as ‘g’. The 5-day gap two-thirds of the way through the campaign was the result of a spacecraft safe-mode event.
Figure 5
.
Inset:
The Gemini/NIRI AO image of K2-138.
We detect no additional sources of flux.
Plot:
The 5-
σ
con-
trast limits for additional companions, in ∆magnitude, are
plotted against angular separation in arcseconds; the black
points represent one step in the FWHM resolution of the
images.
We analyzed the five transit signals independently in
the K2-138 light curve, using the same modeling, fitting,
and MCMC procedures as described in Crossfield et
al. (2016). In summary, we fit the following model pa-
rameters: mid-transit time (T
0
); the candidates orbital
period and inclination (P and i); the scaled semimajor
axis (R
p
/a); the fractional candidate size (R
/a); the
orbital eccentricity and longitude of periastron (e and
ω
), the fractional level of dilution (
δ
) from any other
sources in the aperture; a single multiplicative offset for
the absolute flux level; and quadratic limb-darkening
coefficients (u1 and u2).
We explore the posterior
distribution using the
emcee
software (Foreman-Mackey
et al. 2013). We find that the signals correspond to five
sub-Neptune-sized planets ranging from 1.6–3.3R
; the
best fitting transit models are shown in Figure 6. As a
self-consistency check, we note that the stellar density
values derived from the independent transit fits are
consistent across all five planets, and also consistent
with the direct calculation from the stellar mass and
radius.
All five planets have periods under 13 days, making
K2-138 an example of a tightly-packed system of small
planets. One particularly interesting aspect to the K2-
138 architecture, discussed further in Section 6, is that
each successive pair of planets is just outside the first-
order 3:2 resonance.
5.1.
Validation
Lissauer et al. (2012) analysed the distribution of
Ke-
pler
planet candidates and showed that systems with
multiple candidate signals were substantially more likely
to be true planetary systems than false positives. This
provides a ‘multiplicity boost’ to the statistical valida-
tion of candidates in multi-planet systems. Here, we
validated each candidate individually using the publicly
available
vespa
code
6
, which computes the likelihood of
various astrophysical false positive scenarios. We use
as input a photometric exclusion radius of 13
′′
, the
K
-
band and
Kepler
magnitudes, and the HIRES stellar
parameters. The results are false positive probabilities
of 0.20%, 0.11%, 0.76%, 0.027%, and 0.24% for plan-
ets b, c, d, e, and f respectively. Since we have multiple
candidates orbiting a single star, the ‘multiplicity boost’
(and an additional ‘near-resonance boost’) further sup-
presses these FPPs (Lissauer et al. 2012; Sinukoff et al.
2016). Applying the
K2
multiplicity boost derived by
6
https://github.com/timothydmorton/VESPA
6
Christiansen et al.
Figure 6
. The folded transits of K2-138 b, c, d, e, and f
overplotted with the best fitting transit model in red. Binned
data points are shown in blue. The planets range in size from
1.57 to 3.29 R
.
Sinukoff et al. (2016), we find final FPPs of 8.3
×
10
5
,
4.6
×
10
5
, 3.17
×
10
4
, 1.1
×
10
5
, and 1.0
×
10
4
.
Recently, Cabrera et al. (2017) showed that stars
within the
Kepler
photometry aperture but outside the
small area surveyed by high-resolution imaging were re-
sponsible for several falsely validated planets. Here we
examine the possibility that the five periodic signals do
not arise from the brightest star in the
K2
aperture.
Given that the signals form an unbroken chain of near
first-order resonances, we consider the possibility that
some number of the signals arise on one star and the
Figure 7
. A 60
×
60 arcsecond image from the SDSS DR7
r
-band. The companion to the west is
14 arcseconds away,
and is 5.6 magnitudes fainter than EPIC 245950175 in
R
.
remainder on a star coincident with the line of sight to
be unlikely, and consider the five signals as a related
set. The brightest nearby star is 2MASS J23154868-
1050583, which is
14
′′
from EPIC 245950175, and 5.6
magnitudes fainter in
R
-band. This star is shown to the
west of EPIC 245950175 in Figure 7. Following from
Eq. (5) of Ciardi et al. (2015), we find that the putative
planets would be 13.2 times larger if they orbited the
fainter target, increasing to 1.9–4.0 R
J
. These would be
as large or larger than the largest planet known to date
with a radius measured by the transit method, WASP-
79b with a radius of 2.09
±
0.14 R
J
(Smalley et al. 2012).
Therefore we conclude that the five putative planets are
extremely unlikely to orbit 2MASS J23154868-1050583.
6.
DISCUSSION
One of the interesting discoveries from the NASA
Kepler
mission is the prevalence of compact, highly
co-planar, and often dynamically packed systems of
small (
<
4
R
) planets (Latham et al. 2011; Lissauer
et al. 2011; Fabrycky et al. 2014; Howard et al.
2012; Winn & Fabrycky 2015).
This has continued
in the
K2
mission, including the discoveries of the
K2-3 (Crossfield et al. 2015), K2-37 (Sinukoff et al.
2016), and K2-72 (Crossfield et al. 2016) systems.
Multi-planet systems are crucial laboratories for testing
planetary formation, migration and evolution theories.
A further interesting subset of these systems are those
demonstrating resonances, or chains of resonances.
The five validated planets of K2-138 lie close to a
first-order resonant chain.
We find period ratios of
1.513, 1.518, 1.528 and 1.544 for the b-c, c-d, d-e, and
e-f pairs respectively, just outside the 3:2 resonance.
Fabrycky et al. (2014), examining the large population
The K2-138 System
7
of multi-transiting planet systems in the
Kepler
data,
showed that pair-wise period ratios pile-up just out-
side of the first- and second-order resonances. They
offer several possible explanations for this, including
gravitational scattering slightly out of resonance by the
additional bodies in the system, or tidal dissipation
preferentially acting to drag the inner planets inward
from the resonance. Lithwick & Wu (2012) and Batygin
& Morbidelli (2013) investigate the suggestion of tidal
dissipation as a mechanism for keeping individual pairs
of planets just outward of the resonance; they note
that in systems with more than two planets, where the
planets can inhabit multiple resonances, the planets
can remain close to resonance despite tidal dissipation.
Recently, Ramos et al. (2017) analytically derived the
expected offset from a first-order resonance for a pair
of planets due to Type I migration. Their Fig. 3 shows
that for periods shorter than
10 days, the resonance
period ratio is 1.505–1.525, depending on the mass of
the inner planet and the mass ratio of the two planets,
with higher period ratios expected as the mass ratio
approaches unity.
Therefore it is possible that the
K2-138 b-c and c-d pairs may be captured in the 3:2
resonance, but unlikely that the d-e or e-f pairs are in
resonance.
It is illustrative to compare K2-138 to the other known
systems with multiple planets, and to examine whether
3:2 period ratios are common. Figure 8 shows, for the
confirmed multi-planet systems, the distance of each pe-
riod ratio in the system from a 3:2 period ratio. K2-
138 is the only system with an unbroken chain of four
period ratios near 3:2. There are seven systems with
planets in consecutive 3:2 pairs: Kepler-23 (Ford et al.
2012); Kepler-85 and Kepler-114 (Xie 2013; Rowe et
al. 2014); Kepler-217 (Rowe et al. 2014; Morton et al.
2016); Kepler-339 and Kepler-402 (Rowe et al. 2014);
and Kepler-350 (Rowe et al. 2014; Xie 2014). There are
an additional nine systems with a ‘broken’ chain of 3:2
pairs, i.e. a configuration like K2-138 but where one
planet is missing, or perhaps undiscovered: GJ 3293
(Astudillo-Defru et al. 2015, 2017); K2-32 (Dai et al.
2016); Kepler-192 and Kepler-304 (Rowe et al. 2014;
Morton et al. 2016); Kepler-215, Kepler-254, Kepler-
275 and Kepler-363 (Rowe et al. 2014); and Kepler-
276 (Rowe et al. 2014; Xie 2014). These systems are
highlighted in red. A small number of systems con-
tain four planets in different configurations of first or-
der resonances, also highlighted in Figure 8. Kepler-223
is comparable to K2-138 : a compact system of four
sub-Neptune-sized planets with periods shorter than 20
days, in a 3:4:6:8 resonant chain (Rowe et al. 2014; Mills
et al. 2016). In the case of Kepler-223, the period ratios
are much closer to resonance than for K2-138, with ra-
tios of 1.3333, 1.5021, and 1.3338 for the b-c, c-d, and
d-e pairs respectively. Kepler-223 demonstrates signifi-
cant transit timing variations, allowing for robust mass
constraints to be placed. Kepler-79 (Jontof-Hutter et
al. 2014) is a scaled-up version of K2-138 and Kepler-
223, with four sub-Saturn-sized planets in a 1:2:4:6 res-
onant chain with periods from 13–81 days. Finally, the
benchmark TRAPPIST-1 system hosts seven planets in
a resonant chain, with successive period ratios of 8:5,
5:3, 3:2, 3:2, 4:3, and 3:2 (Gillon et al. 2017; Luger et
al. 2017). Like TRAPPIST-1, K2-138 may represent a
pristine chain of resonances indicative of slow, inward
disk migration.
Another notable feature of the TRAPPIST-1 system
is that the seven known planets form a complex chain
of linked three-body Laplace resonances (Luger et al.
2017). Similarly, Kepler-80 (KOI-500) is a five-planet
system where the four outer planets form a tightly linked
pair of three-body resonances (Lissauer et al. 2011; Mac-
Donald et al. 2016); Kepler-223, described above, also
contains a pair of three-body resonances. One other sys-
tem, Kepler-60, appears to be in either a true three-body
Laplace resonance or a chain of two-planet mean motion
resonances (Go ́zdziewski et al. 2016). A three-body res-
onance satisfies the condition that (
p/P
1
)
[(
p
+
q
)
/P
2
]+
(
q/P
3
)
0, where
p
and
q
are integers and
P
i
the period
of the
i
th planet. For K2-138 we find that the three con-
secutive sets of three planets (bcd, cde, and def) all sat-
isfy this condition with (
p,q
) = (2
,
3), resulting in values
of 4.2
±
1.7
×
10
4
days
1
,
1
.
6
±
0.9
×
10
4
days
1
, and
2
.
4
±
4.9
×
10
4
days
1
respectively, all close to zero.
In simulating the Kepler-80 system, MacDonald et al.
(2016) find that their migration simulations can natu-
rally describe the final system architecture, with dissi-
pative forces pushing the interlocked planets out of two-
body resonances and into three-body resonances; the
K2-138 system may have undergone something similar.
K2-138 joins a relatively modest population of known
systems with four or more planets in or close to a reso-
nant chain, and a very small population of systems with
interlocking chains of three-body resonances, making it
an ideal target to study for transit timing variations.
We calculated the transit times of K2-138 c, d, e, and
f shown in Figure 9. For each transit, we fix the model
transit parameters to the best-fit values given in Table
2, and allow only the mid-transit time to vary. To cal-
culate the uncertainties, we compute the residuals from
the best-fit model and perform a bootstrap analysis us-
ing the closest 100 timestamps, re-fitting the mid-transit
time at each timestamp permutation. (Wall et al. 2003).
Examining the resulting transit times, we do not find ev-
idence of significant variations at the level of the aver-
age 8–10 minute timing precision from the
K2
data.The
individual transits of K2-138 b have insufficient signal-