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<ri:Resource created="2026-05-13T12:12:31Z" status="active" updated="2026-05-13T11:30:04Z" 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>ZTF LC analysis of Fermi LAT (4LAC-DR3) AGNs</title><shortName>J/ApJS/279/3</shortName><identifier>ivo://CDS.VizieR/J/ApJS/279/3</identifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Xiong D.</name></creator><creator><name>Sun M.</name></creator><creator><name>Wang J.-X.</name></creator><creator><name>Fan J.</name></creator><creator><name>Xue Y.</name></creator><creator><name>Gu M.</name></creator><creator><name>Chen L.</name></creator><creator><name>Chen Y.,Ding N.</name></creator><creator><name>Guo F.</name></creator><creator><name>Mao J.</name></creator><creator><name>Ren G.</name></creator><creator><name>Xue R.</name></creator><creator><name>Yan D.</name></creator><creator><name>Yang S.</name></creator><creator><name>Zhang H.,Bai J.</name></creator><date role="Updated">2026-05-13T11:30:04Z</date><date role="Created">2026-05-13T12:12:31Z</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>active-galactic-nuclei</subject><subject>bl-lacertae-objects</subject><subject>quasars</subject><subject>seyfert-galaxies</subject><subject>radio-galaxies</subject><subject>gamma-ray-astronomy</subject><subject>photometry</subject><subject>visible-astronomy</subject><subject>redshifted</subject><description>The variability mechanisms from jetted active galactic nuclei (AGNs) are still under debate. Here, the damped random walk (DRW) model, implemented through Gaussian processes (GPs), is used to fit the Zwicky Transient Facility long-term optical light curves of 1684 gamma-ray emission jetted AGNs. This analysis yields one of the largest samples with characteristic optical variability timescales for jetted AGNs. A single DRW model from GPs can fit the optical light curve of most jetted AGNs well/potentially well, while there are still some jetted AGNs whose light curve cannot be fitted well by a single DRW model. After the jet power, proxied by gamma-ray luminosity, is introduced as a new parameter, new relationships among intrinsic variability time scales, black hole mass, and jet power are discovered for efficient accretion AGNs ({tau}_in_{propto}M_BH_^0.29-0.06+0.06^P_jet_^-0.3-0.03+0.03^ with scatter of approximately 0.09 dex) and for inefficient accretion AGNs ({tau}_in_{propto}M_BH_^0.06-0.07+0.07^P_jet_^0.37-0.11+0.11^ with scatter of approximately 0.14 dex), respectively. Our results support that the optical variability of jetted AGNs with efficient accretion may originate within the standard accretion disk at UV-emitting radii similar to nonjetted AGNs, and is directly related to the acceleration of shock in the jet and then enhanced through the beaming effect in beamed AGNs. For the jetted AGNs with inefficient accretion, the intrinsic timescale is consistent with the escape timescale of electrons.</description><source format="bibcode">2025ApJS..279....3X</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/279/3</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/IX/67">IX/67 : Incremental Fermi LAT 4th source cat. 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40351 40422 40434 40527 40533 40689 40692 40698 40703 40755 40762 40766 40786 40811 40827 40831 40885 40890 40905 40917 40919 40931 44011 44147 44153 44213 44247 44308 44313 44365 44389 44449 44477 44484 44493 44533 44539 44543 44582 44586 44609 44614 44638 44653-44654 44658 44669 44702 44705 44713 44730 44734 44746 44799 44813 44845 44908 44913 44956 45011 45038 46965-46966 47046 47057 47062 47080 47101 48123 48245 48345 48352 48358 48362-48363 48388 48398 48419 48443 48528 48580 48589 48624 48629 48685 48749 48763 48778 48797-48798 48841 48846 48854 48858 48878 48933 49017 49043 49068 49071 49097 49124 49141-49142 49145</spatial><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/279/3?format=ascii</footprint><waveband>Gamma-ray</waveband><waveband>Optical</waveband><waveband>Radio</waveband></coverage><tableset><schema><name>default</name><table><name>J/ApJS/279/3/table1</name><description>Fitting results of the damped random walk (DRW) model 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Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>4FGL</name><description>4FGL position-based name (JHHMM.m+DDMM)</description><ucd>meta.id;meta.main</ucd><dataType xsi:type="vs:VOTableType" arraysize="12*">char</dataType><flag>primary</flag></column><column><name>eff</name><description>1:Jetted AGNs with efficient accretion that exhibit good model fitting (link to Table 2)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>ineff</name><description>1:Jetted AGNs with inefficient accretion that exhibit good model fitting (link to Table 3)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>logtau</name><description>[-1.5/3.8] Logarithm, variability damping time scale</description><unit>log(d)</unit><ucd>time.scale;src.var</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logtau</name><description>[-2.84/-0.04] Lower uncertainty on logtau</description><unit>log(d)</unit><ucd>stat.error;stat.min;time.scale</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>E_logtau</name><description>[0.047/1.41] Upper uncertainty on logtau</description><unit>log(d)</unit><ucd>stat.error;stat.max;time.scale</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logsigma</name><description>[-5.91/0.16] Logarithm, variability amplitude</description><unit>log(mag)</unit><ucd>src.var.amplitude</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logsigma</name><description>[-0.14/-0.007] Lower uncertainty on logsigma</description><unit>log(mag)</unit><ucd>stat.error;stat.min;src.var.amplitude</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>E_logsigma</name><description>[0.007/0.21] Upper uncertainty on logsigma</description><unit>log(mag)</unit><ucd>stat.error;stat.max;src.var.amplitude</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Cad</name><description>[0.1/1.8] Mean cadence</description><unit>d</unit><ucd>time.interval;stat.mean</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Time</name><description>[260/1926] Temporal baseline</description><unit>d</unit><ucd>time.interval</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>sig2sn</name><description>[0.0001/9.3] Level of noise (1)</description><ucd>instr.det.noise</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Pnor</name><description>[0/9.25] P value of KS test</description><ucd>stat.probability</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Cl</name><description>[0.05/0.4] 95% confidence limit of the white noise</description><ucd>instr.det.noise</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>ACFmax</name><description>[0.04/0.43] Maximum autocorrelation function (ACF) value among all time lags of residuals</description><ucd>stat.correlation;stat.max</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>PLBmin</name><description>[0/9.12] Minimum P value of LB test</description><ucd>stat.probability</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Class</name><description>Class of jetted AGNs (2)</description><ucd>src.class</ucd><dataType xsi:type="vs:VOTableType" arraysize="5*">char</dataType></column><column><name>Assoc</name><description>Name of Associated counterpart in other bands</description><ucd>meta.id</ucd><dataType xsi:type="vs:VOTableType" arraysize="28*">char</dataType></column><column><name>_RA</name><description>Right Ascension (J2000) from SIMBAD (not part of the original data)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd></column><column><name>_DE</name><description>Declination (J2000) from SIMBAD (not part of the original data)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd></column></table><table><name>J/ApJS/279/3/table2</name><description>jetted AGNs with efficient accretion that exhibit good model fitting</description><column><name>Simbad</name><description>Simbad column added by the CDS</description><ucd>meta.ref.url</ucd><dataType xsi:type="vs:VOTableType" arraysize="*">char</dataType></column><column><name>4FGL</name><description>4FGL position-based name (JHHMM.m+DDMM)</description><ucd>meta.id;meta.main</ucd><dataType xsi:type="vs:VOTableType" arraysize="12*">char</dataType></column><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>z</name><description>[0.06/3] Redshift, 4LAC-DR3 catalog, Ajello+ 2020, J/ApJ/892/105</description><ucd>src.redshift</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logtau</name><description>[1/2.24] Logarithm, variability damping time scale</description><unit>log(d)</unit><ucd>time.scale;src.var</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logtau</name><description>[-0.38/-0.078] Lower uncertainty on logtau</description><unit>log(d)</unit><ucd>stat.error;stat.min;time.scale</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>E_logtau</name><description>[0.09/0.61] Upper uncertainty on logtau</description><unit>log(d)</unit><ucd>stat.error;stat.max;time.scale</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logMBH</name><description>[6.8/10.2] Logarithm, black hole mass</description><unit>log(solMass)</unit><ucd>phys.mass</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logMBH</name><description>[0/0.9] Uncertainty in logMBH</description><unit>log(solMass)</unit><ucd>stat.error;phys.mass</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logLdisk</name><description>[43.29/47.4] Logarithm, accretion disk luminosity</description><unit>log(1e-07W)</unit><ucd>phys.luminosity</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logLdisk</name><description>[0/0.3] Uncertainty in logLdisk</description><unit>log(1e-07W)</unit><ucd>stat.error;phys.luminosity</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logLgam</name><description>[44.2/48.9] Logarithm, observed {gamma}-ray luminosity</description><unit>log(1e-07W)</unit><ucd>phys.luminosity;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logLgam</name><description>[0/0.16] Uncertainty in logLgam</description><unit>log(1e-07W)</unit><ucd>stat.error;phys.luminosity;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>PLindex</name><description>[2/2.9] {gamma}-ray photon power-law index</description><ucd>spect.index;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_PLindex</name><description>[0.01/0.2] Uncertainty in PLindex</description><ucd>stat.error;spect.index;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>delta</name><description>[1.67/49.8] Doppler factor</description><ucd>spect.dopplerParam</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_delta</name><description>[-1.22/-0.59] Lower uncertainty on delta</description><ucd>stat.error;stat.min;spect.dopplerParam</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>E_delta</name><description>[0.59/1.22] Upper uncertainty on delta</description><ucd>stat.error;stat.max;spect.dopplerParam</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>_RA</name><description>Right Ascension (J2000) from SIMBAD (not part of the original data)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd></column><column><name>_DE</name><description>Declination (J2000) from SIMBAD (not part of the original data)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd></column><column><name>Class</name><description>Class of jetted AGNs (1)</description><ucd>src.class</ucd><dataType xsi:type="vs:VOTableType" arraysize="5*">char</dataType></column></table><table><name>J/ApJS/279/3/table3</name><description>jetted AGNs with inefficient accretion that exhibit good model fitting</description><column><name>4FGL</name><description>4FGL position-based name (JHHMM.m+DDMM)</description><ucd>meta.id;meta.main</ucd><dataType xsi:type="vs:VOTableType" arraysize="12*">char</dataType></column><column><name>Simbad</name><description>Simbad column added by the CDS</description><ucd>meta.ref.url</ucd><dataType xsi:type="vs:VOTableType" arraysize="*">char</dataType></column><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>z</name><description>[0.02/0.8] Redshift, 4LAC-DR3 catalog, Ajello+ 2020, J/ApJ/892/105</description><ucd>src.redshift</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Class</name><description>Class of jetted AGNs (1)</description><ucd>src.class</ucd><dataType xsi:type="vs:VOTableType" arraysize="3*">char</dataType></column><column><name>logtau</name><description>[1/2.3] Logarithm, variability damping time scale</description><unit>log(d)</unit><ucd>time.scale;src.var</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logtau</name><description>[-0.94/-0.069] Lower uncertainty on logtau</description><unit>log(d)</unit><ucd>stat.error;stat.min;time.scale</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>E_logtau</name><description>[0.079/0.65] Upper uncertainty on logtau</description><unit>log(d)</unit><ucd>stat.error;stat.max;time.scale</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logMBH</name><description>[7.2/10.1] Logarithm, black hole mass</description><unit>log(solMass)</unit><ucd>phys.mass</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logMBH</name><description>[0.1/0.71] Uncertainty in logMBH</description><unit>log(solMass)</unit><ucd>stat.error;phys.mass</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>logLdisk</name><description>[42.69/45]? Logarithm, upper limit for accretion disk luminosity</description><unit>log(1e-07W)</unit><ucd>phys.luminosity</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>logLgam</name><description>[42.2/46] Logarithm, observed {gamma}-ray luminosity</description><unit>log(1e-07W)</unit><ucd>phys.luminosity;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logLgam</name><description>[0.01/0.2] Uncertainty in logLgam-obs</description><unit>log(1e-07W)</unit><ucd>stat.error;phys.luminosity;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>PLindex</name><description>[1.48/2.63] {gamma}-ray photon power-law index</description><ucd>spect.index;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_PLindex</name><description>[0.01/0.3] Uncertainty in PLindex</description><ucd>stat.error;spect.index;em.gamma</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>delta</name><description>[2.47/5.51]? Doppler factor</description><ucd>spect.dopplerParam</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_delta</name><description>[-1.22/-0.59]? Lower uncertainty on delta</description><ucd>stat.error;stat.min;spect.dopplerParam</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>E_delta</name><description>[0.59/1.22]? Upper uncertainty on delta</description><ucd>stat.error;stat.max;spect.dopplerParam</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>_RA</name><description>Right Ascension (J2000) from SIMBAD (not part of the original data)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd></column><column><name>_DE</name><description>Declination (J2000) from SIMBAD (not part of the original data)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd></column></table></schema></tableset></ri:Resource>