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<ri:Resource created="2018-04-18T16:14:34Z" status="active" updated="2025-05-19T09:50:00Z" version="1.2" xmlns:cs="http://www.ivoa.net/xml/ConeSearch/v1.0" xmlns:ri="http://www.ivoa.net/xml/RegistryInterface/v1.0" xmlns:vr="http://www.ivoa.net/xml/VOResource/v1.0" xmlns:vs="http://www.ivoa.net/xml/VODataService/v1.1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.ivoa.net/xml/ConeSearch/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/ConeSearch.xsd http://www.ivoa.net/xml/VOResource/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/VOResource.xsd http://www.ivoa.net/xml/VODataService/v1.1 http://vo.ari.uni-heidelberg.de/docs/schemata/VODataService.xsd" xsi:type="vs:CatalogService"><title>A spectral approach to transit timing variations</title><shortName>J/ApJS/234/9</shortName><identifier>ivo://CDS.VizieR/J/ApJS/234/9</identifier><altIdentifier>doi:10.26093/cds/vizier.22340009</altIdentifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Ofir A.</name></creator><creator><name>Xie J.-W.</name></creator><creator><name>Jiang C.-F.</name></creator><creator><name>Sari R.</name></creator><creator><name>Aharonson O.</name></creator><date role="Updated">2018-05-16T07:08:10Z</date><date role="Created">2018-04-18T16:14:34Z</date><contact><name>CDS support team</name><address>CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France</address><email>cds-question@unistra.fr</email></contact></curation><content><subject>multiple-stars</subject><subject>exoplanets</subject><description>The high planetary multiplicity revealed by Kepler implies that transit timing variations (TTVs) are intrinsically common. The usual procedure for detecting these TTVs is biased to long-period, deep transit planets, whereas most transiting planets have short periods and shallow transits. Here we introduce the Spectral Approach technique to TTVs that allows expanding the TTV catalog toward lower TTV amplitude, shorter orbital period, and shallower transit depth. In the spectral approach, we assume that a sinusoidal TTV exists in the data and then calculate the improvement to {chi}^2^ that this model allows over that of the linear-ephemeris model. This enables detection of TTVs even in cases where the transits are too shallow, so that individual transits cannot be timed. The spectral approach is more sensitive because it has fewer free parameters in its model. Using the spectral approach, we (a) detect 129 new periodic TTVs in Kepler data (an increase of ~2/3 over a previous TTV catalog); (b) constrain the TTV periods of 34 long-period TTVs and reduce amplitude errors of known TTVs; and (c) identify cases of multi-periodic TTVs, for which absolute planetary mass determination may be possible. We further extend our analysis by using perturbation theory assuming a small TTV amplitude at the detection stage, which greatly speeds up our detection (to a level of few seconds per star). Our extended TTV sample shows no deficit of short-period or low-amplitude transits, in contrast to previous surveys, in which the detection schemes were significantly biased against such systems.</description><source format="bibcode">2018ApJS..234....9O</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/234/9</referenceURL><type>Catalog</type><contentLevel>Research</contentLevel><relationship><relationshipType>IsServedBy</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/TAP">TAP VizieR generic service</relatedResource></relationship><relationship><relationshipType>IsServedBy</relationshipType><relatedResource>Conesearch service</relatedResource></relationship><relationship><relationshipType>related-to</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/V/133">V/133 : Kepler Input Catalog (Kepler Mission Team, 2009)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/197/2">J/ApJS/197/2 : Transit timing observations from Kepler. I. (Ford+, 2011)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/MNRAS/421/2342">J/MNRAS/421/2342 : 4 Kepler systems transit timing obs. (Steffen+, 2012)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/756/185">J/ApJ/756/185 : Kepler TTVs. V. Metrics catalog (Ford+, 2012)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/208/16">J/ApJS/208/16 : Kepler transit timing observations. VIII. (Mazeh+, 2013)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/555/A58">J/A+A/555/A58 : New Kepler planetary candidates (Ofir+, 2013)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/208/22">J/ApJS/208/22 : Transit timing variation for 12 planetary pairs (Xie, 2013)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/787/80">J/ApJ/787/80 : 139 Kepler planets transit time variations (Hadden+, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/210/20">J/ApJS/210/20 : Small Kepler planets radial velocities (Marcy+, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/784/45">J/ApJ/784/45 : Kepler's multiple planet candidates. III. (Rowe+, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/210/25">J/ApJS/210/25 : Transit timing var. for 15 planetary pairs. II. (Xie, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/573/A124">J/A+A/573/A124 : Kepler-117 transit-timing variations (Bruno+, 2015)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/MNRAS/455/4136">J/MNRAS/455/4136 : Kepler triples (Borkovits+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/225/9">J/ApJS/225/9 : Kepler TTVs. IX. Full long-cadence data set (Holczer+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/151/68">J/AJ/151/68 : Kepler Mission. VII. Eclipsing binaries in DR3 (Kirk+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/822/86">J/ApJ/822/86 : False positive prob. for Q1-Q17 DR24 KOIs (Morton+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/587/A64">J/A+A/587/A64 : Physical properties of giant exoplanets (Santerne+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/154/5">J/AJ/154/5 : Transit timing variations of Kepler planets (Hadden+, 2017)</relatedResource><relatedResource>http://exoplanetarchive.ipac.caltech.edu/ : NASA Exoplanet Archive home page</relatedResource></relationship></content><rights>https://cds.unistra.fr/vizier-org/licences_vizier.html</rights><capability><interface xsi:type="vr:WebBrowser"><accessURL use="full">https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/234/9</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/234/9</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/234/9</mirrorURL></interface></capability><capability><interface xsi:type="vs:ParamHTTP"><accessURL use="base">https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJS/234/9</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJS/234/9</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJS/234/9</mirrorURL><queryType>GET</queryType><resultType>text/xml+votable</resultType></interface></capability><capability standardID="ivo://ivoa.net/std/TAP#aux"><interface xsi:type="vs:ParamHTTP" role="std"><accessURL use="base">https://tapvizier.cds.unistra.fr/TAPVizieR/tap</accessURL></interface></capability><capability xsi:type="cs:ConeSearch" standardID="ivo://ivoa.net/std/ConeSearch"><description>Cone search capability for table J/ApJS/234/9/table1 (Results of the combined perturbative approximation (PA) and the full MCMC spectral approach fit)</description><interface xsi:type="vs:ParamHTTP" role="std"><accessURL use="base">https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/234/9/table1?</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/234/9/table1?</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/234/9/table1?</mirrorURL><queryType>GET</queryType><resultType>text/xml+votable</resultType></interface><maxSR>180.0</maxSR><maxRecords>50000</maxRecords><verbosity>true</verbosity><testQuery><ra>297.45375</ra><dec>41.011</dec><sr>0.005555555555555556</sr></testQuery></capability><coverage><spatial>5/3646 3689 3690 3691 3692 3693 3694 3706 3733 3734 3736 3740 3778 3781 3783 3792 6/14573 14575 14578 14579 14581 14582 14583 14589 14591 14731 14733 14734 14735 14744 14746 14750 14751 14752 14753 14754 14781 14782 14783 14794 14795 14816 14818 14830 14915 14918 14919 14920 14921 14923 14924 14925 14929 14930 14931 14940 14942 14943 14948 14949 14950 14953 14955 14957 14958 14959 14966 14967 14969 14970 14971 14972 14973 14975 15040 15041 15060 15061 15104 15105 15107 15109 15110 15111 15116 15118 15120 15121 15122 15129 15130 15131 15136 15137 15139 15140 15141 15142 15145 15146 15148 15149 15150 15153 15154 15155 15156 15158 15159 15160 15172 15174 15178 15232</spatial><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/234/9?format=ascii</footprint></coverage><tableset><schema><name>default</name><table><name>J/ApJS/234/9/table1</name><description>Results of the combined perturbative approximation (PA) and the full MCMC spectral approach fit</description><column><name>Comm</name><description>Comments</description><ucd>meta.note</ucd><dataType xsi:type="vs:VOTableType" arraysize="59*">char</dataType></column><column><name>recno</name><description>Record number assigned by the VizieR team. 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Flag on KOI (1)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>fTTV</name><description>[1.7/7487] Frequency of TTV signal</description><unit>0.0001d**-1</unit><ucd>em.freq;src.var</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>E_fTTV</name><description>[0.008/12] Upper uncertainty in fTTV</description><unit>0.0001d**-1</unit><ucd>stat.error;stat.max</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_fTTV</name><description>[0.007/8] Lower uncertainty in fTTV</description><unit>0.0001d**-1</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>PTTV</name><description>[1/5666] Period of TTV signal</description><unit>d</unit><ucd>time.period</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>dchi2</name><description>[10/376607] The {Delta}{chi}^2^ of TTV signal over linear model</description><ucd>stat.fit.chi2</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>Area</name><description>[0.02/2.5] Cumulative {Delta}{chi}^2^ area test</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Single</name><description>[-929/-0.7] Cumulative {Delta}{chi}^2^ single-point test</description><ucd>stat.fit.chi2</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>RMS</name><description>[1/24580] Cumulative {Delta}{chi}^2^ RMS test</description><ucd>stat.stdev</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>Corr</name><description>[0.6/1] Cumulative {Delta}{chi}^2^ correlation test</description><ucd>stat.correlation</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Amp</name><description>[0.1/1080] TTV signal amplitude</description><unit>min</unit><ucd>stat.snr;src.var.amplitude</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>E_Amp</name><description>[0.007/197] Upper uncertainty in Amp</description><unit>min</unit><ucd>stat.error;stat.max</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_Amp</name><description>[0.005/306] Lower uncertainty in Amp</description><unit>min</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>T0</name><description>[10/1940] TTV signal reference time; KBJD</description><unit>d</unit><ucd>time.epoch</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>E_T0</name><description>[0.005/722] Upper uncertainty in T0</description><unit>d</unit><ucd>stat.error;stat.max</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_T0</name><description>[0.006/713] Lower uncertainty in T0</description><unit>d</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>Conf</name><description>[0.9/1] Bootstrap test confidence estimation from 1000 runs</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Ratio</name><description>[1/15.5] Ratio of scatter (2)</description><ucd>stat.fit.omc</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>OFreq</name><description>? 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