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J P McKean, R Luichies, A Drabent, G Gürkan, P Hartley, A Lafontaine, I Prandoni, H J A Röttgering, T W Shimwell, H R Stacey, C Tasse, Gravitational lensing in LoTSS DR2: extremely faint 144-MHz radio emission from two highly magnified quasars, Monthly Notices of the Royal Astronomical Society: Letters, Volume 505, Issue 1, July 2021, Pages L36–L40, https://doi.org/10.1093/mnrasl/slab033
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ABSTRACT
We report extremely faint 144 MHz radio emission from two gravitationally lensed quasars, SDSS J1004+4112 (z = 1.730) and SDSS J2222+2745 (z = 2.803), using the LOFAR Two Metre Sky Survey (LoTSS) data release 2. After correcting for the lensing magnifications, the two objects have intrinsic flux-densities of 13 ± 2 and 58 ± 6 μJy, respectively, corresponding to 144 MHz rest-frame luminosities of 1023.2 ± 0.2 and 1024.42 ± 0.05 W Hz−1, respectively. In the case of SDSS J1004+4112, the intrinsic flux density is close to the confusion limit of LoTSS, making this radio source the faintest to be detected thus far at low frequencies, and the lowest luminosity known at z ≳ 0.65. Under the assumption that all of the radio emission is due to star-formation processes, the quasar host galaxies are predicted to have star-formation rates of |$5.5^{+1.8}_{-1.4}$| and |$73^{+34}_{-22}$| M⊙ yr−1, respectively. Further multiwavelength observations at higher angular resolution will be needed to determine if any of the detected radio emission is due to weak jets associated with the quasars.
1 INTRODUCTION
Hydrodynamical simulations predict that present-day massive elliptical galaxies grew hierarchically, with a large fraction of their stellar mass being formed through violent mergers in the early Universe (e.g. Vogelsberger et al. 2014; Schaye et al. 2015). In this scenario, the rapid onset of star formation (>102 M⊙ yr−1) is fuelled through significant gas accretion and collapse during the merger phase, producing a starburst that is extremely luminous at rest-frame far-infrared (FIR; LIR > 1012 L⊙) wavelengths (e.g. Sanders et al. 1988). Also, mergers can provide a mechanism to push gas on to the central black hole of the galaxy, leading to significant accretion and black hole growth, and the eventual triggering of an active galactic nucleus (AGN; e.g. Di Matteo, Springel & Hernquist 2005). Radiative and mechanical feedback associated with star formation and AGN activity is then expected to clear the host galaxy of dust and gas, revealing the previously obscured quasar and preventing further significant star formation and black hole growth (e.g. Hopkins et al. 2005). Although further merger events over cosmic time may result in a new starburst/AGN phase, such galaxies are expected to passively evolve until present day, with only small amounts of star formation produced through minor mergers and gas accretion.
This evolutionary model successfully explains the high levels of dust-obscured star formation in quasar host galaxies at redshifts between 1 and 4, where galaxy growth, star formation, and AGN activity peak (e.g. Madau & Dickinson 2014), and there is substantial evidence that mergers and feedback play an important role in galaxy evolution at these epochs (e.g. Heckman & Best 2014; Hodge & da Cunha 2020). In particular, resolved observations at mm-wavelengths of optically/X-ray luminous quasars detect large molecular gas reservoirs and heated dust that is consistent with extreme levels of star formation (>103 M⊙ yr−1), close to Eddington-limited star-formation rate intensities, and evidence of nearby companions in around 30 per cent of cases (Beelen et al. 2006; Coppin et al. 2008; Banerji et al. 2017; Nguyen et al. 2020; Stacey et al. 2021). However, testing the full evolutionary path of this model requires identifying quasar hosts at high redshift that have lower levels of star formation, even though there is significant molecular gas still available. At high redshifts, this is only possible using the increased sensitivity and angular-resolution provided by gravitational lensing. For example, a study of 104 (mainly optically selected) lensed quasars with the Herschel Space Observatory detected heated dust in 66 per cent of the sources, with cold dust temperatures (median of |$38^{+12}_{-5}$| K) and a range of FIR luminosities that were consistent with significant levels of star formation (median of |$120^{+160}_{-80}$| M⊙ yr−1; Stacey et al. 2018).
Studying lensed quasar hosts at high redshift with even lower star-formation rates (<40 M⊙ yr−1) is more challenging, given the sensitivity and source confusion of FIR survey telescopes. In this respect, wide-field surveys at radio wavelengths offer the possibility to identify quasar hosts that have low levels of star formation via the radio–infrared correlation (e.g. Calistro Rivera et al. 2017; Gürkan et al. 2018; Wang et al. 2019). The Low Frequency Array (LOFAR; van Haarlem et al. 2013) is currently undertaking the LOFAR Two Metre Sky Survey (LoTSS; Shimwell et al. 2019) that aims to image the northern sky at 144 MHz with an angular resolution of 6 arcsec and an rms of 70 μJy beam−1 at optimal declinations. From the first data release, covering 454 deg2 of the sky, three lensed quasars were found to have 144 MHz radio emission that was consistent with star formation at the level of 60–210 M⊙ yr−1, given their correlated radio and FIR luminosities (Stacey et al. 2019). The LoTSS data release two (DR2; Shimwell et al., in preparation) covers a sky area of 5720 deg2 that includes 63 known lensed quasars in the survey footprint, of which around two-thirds are detected (>3σ) at 144 MHz (Luichies et al., in preparation). The vast majority of the detections are consistent with star formation at a similar level to that found with the (albeit smaller) DR1 sample of lensed quasars (Stacey et al. 2019), although a number of objects also have significant low frequency emission that is almost certainly associated with radio jets (Badole et al., in preparation; Lafontaine et al., in preparation).
In this letter, we focus on two of the lensed quasars from the LoTSS-DR2, namely SDSS J1004+4112 (z = 1.730) and SDSS J2222+2745 (z = 2.805), which stand out from the rest of the sample due to their very high total lensing magnifications (67 and 32, respectively). As a result, multiple lensed images from the same object are resolved by LOFAR for the first time, and extremely faint radio emission is detected, which in one case is close to the LoTSS confusion limit. In Section 2, we briefly summarize the LOFAR and archival radio data for both lensed quasars, and in Section 3 we discuss the nature of their 144 MHz radio emission and the future prospects of using LOFAR and gravitational lensing to probe the faint radio source population at high redshift. Throughout, we assume a flat ΛCDM Universe with |$H_0 = {67.8}\, {\rm km\, s}^{-1} {\rm Mpc}^{-1}$|, ΩM = 0.31, and ΩΛ = 0.69 (Planck Collaboration XI 2016). The radio spectral index α is defined as Sν ∝ να, where Sν is the flux density and ν is the frequency.
2 OBSERVATIONS AND RESULTS
2.1 LoTSS 144 MHz imaging
SDSS J1004+4112 and SDSS J2222+2745 were observed at a central frequency of 144 MHz with the High Band Array (HBA) of LOFAR as part of LoTSS on 2015 August 25 and 2019 October 3, respectively. Both data sets were acquired following the standard LoTSS observing procedure, that is, an 8 h observation consisting of 230 frequency sub-bands between 120 and 167 MHz, each with a bandwidth of 195 kHz (Shimwell et al., in preparation). The standard LoTSS calibration and imaging pipelines were used to produce the final mosaics of the target fields, which had a restoring beam of 6 arcsec (Shimwell et al. 2019; Tasse et al. 2021). An inspection of the mosaics found no significant imaging artefacts in the regions of sky containing the two lensed quasars. Therefore, no further calibration and imaging was needed. The off-source rms map noise was 74 and 104 μJy beam−1 for SDSS J1004+4112 and SDSS J2222+2745, respectively.
In Fig. 1 the 144 MHz surface brightness contours for each system overlaid on the r-, i-, and z-colour image from Pan-STARRS is presented. The radio emission from each system was modelled using delta functions to estimate the total flux density from each detected lensed image (see Table 1). This was done in the image plane using the imfit task within the Common Astronomy Software Applications package. We discuss the results for each system separately.

Pan-STARRS r-, i-, and z-combined colour image with the LOFAR 144 MHz emission contours shown in red for SDSS J1004+4112 (left) and SDSS J2222+2745 (right). The LOFAR surface brightness contours are at σrms × (−3, 3, 4.24, 6, 8.49, 12, ...) where σrms is the rms map noise that is 74 and 104 μJy beam−1 for SDSS J1004+4112 and SDSS J2222+2745, respectively. The 6 arcsec restoring beam size is shown as the filled circle in the bottom right corner of each plot. There is clear radio emission associated with lensed images A and B from SDSS J1004+4112, and lensed images A, B, and C from SDSS J2222+2745. The non-detection of emission from lensed images C, D, and E from SDSS J1004+4112 is consistent with the expected magnification of those images and the sensitivity of the LOFAR imaging. The optical (and possible radio) emission from lensed images D, E, and F of SDSS J2222+2745 is blended with the foreground lensing galaxies, and is not considered further here.
Summary of the emission from SDSS J1004+4112 and SDSS J2222+2745, including the 5 GHz flux density (S5 GHz) from Jackson (2011) and the 144 MHz flux density (S144 MHz) reported here, and the point-source magnification (μ) from lens modelling by Oguri (2010) and Sharon et al. (2017), respectively. Non-detections assume point source emission and are quoted at the 3σ level.
Source name . | Lensed image . | S5 GHz . | S144 MHz . | μ . |
---|---|---|---|---|
. | . | (μJy) . | (μJy) . | . |
SDSS J1004+4112 | A | 64 ± 8 | 369 ± 76 | 29.7 |
B | 39 ± 8 | 271 ± 75 | 19.6 | |
C | 30 ± 8 | <222 | 11.6 | |
D | 33 ± 8 | <222 | 5.8 | |
E | <21 | <222 | 0.16 | |
SDSS J2222+2745 | A | 749 ± 110 | 14.5 | |
B | 606 ± 108 | 10.8 | ||
C | 496 ± 107 | 6.7 |
Source name . | Lensed image . | S5 GHz . | S144 MHz . | μ . |
---|---|---|---|---|
. | . | (μJy) . | (μJy) . | . |
SDSS J1004+4112 | A | 64 ± 8 | 369 ± 76 | 29.7 |
B | 39 ± 8 | 271 ± 75 | 19.6 | |
C | 30 ± 8 | <222 | 11.6 | |
D | 33 ± 8 | <222 | 5.8 | |
E | <21 | <222 | 0.16 | |
SDSS J2222+2745 | A | 749 ± 110 | 14.5 | |
B | 606 ± 108 | 10.8 | ||
C | 496 ± 107 | 6.7 |
Summary of the emission from SDSS J1004+4112 and SDSS J2222+2745, including the 5 GHz flux density (S5 GHz) from Jackson (2011) and the 144 MHz flux density (S144 MHz) reported here, and the point-source magnification (μ) from lens modelling by Oguri (2010) and Sharon et al. (2017), respectively. Non-detections assume point source emission and are quoted at the 3σ level.
Source name . | Lensed image . | S5 GHz . | S144 MHz . | μ . |
---|---|---|---|---|
. | . | (μJy) . | (μJy) . | . |
SDSS J1004+4112 | A | 64 ± 8 | 369 ± 76 | 29.7 |
B | 39 ± 8 | 271 ± 75 | 19.6 | |
C | 30 ± 8 | <222 | 11.6 | |
D | 33 ± 8 | <222 | 5.8 | |
E | <21 | <222 | 0.16 | |
SDSS J2222+2745 | A | 749 ± 110 | 14.5 | |
B | 606 ± 108 | 10.8 | ||
C | 496 ± 107 | 6.7 |
Source name . | Lensed image . | S5 GHz . | S144 MHz . | μ . |
---|---|---|---|---|
. | . | (μJy) . | (μJy) . | . |
SDSS J1004+4112 | A | 64 ± 8 | 369 ± 76 | 29.7 |
B | 39 ± 8 | 271 ± 75 | 19.6 | |
C | 30 ± 8 | <222 | 11.6 | |
D | 33 ± 8 | <222 | 5.8 | |
E | <21 | <222 | 0.16 | |
SDSS J2222+2745 | A | 749 ± 110 | 14.5 | |
B | 606 ± 108 | 10.8 | ||
C | 496 ± 107 | 6.7 |
2.2 SDSS J1004+4112
SDSS J1004+4112 is a broad emission line quasar at redshift 1.730 that is gravitationally lensed by an intervening galaxy cluster at redshift 0.68 into five images with a maximum separation of 14.62 arcsec (Inada et al. 2003). The positions of the lensed images are in a fold configuration, where the two closest lensed images, A and B, have the highest point-source magnifications of 29.7 and 19.6, respectively, and the three other images, C, D, and E have point-source magnifications of 11.6, 5.8, and 0.16, respectively (Oguri 2010). Previous radio imaging with the Very Large Array at 5 GHz detected emission from lensed images A, B, C, and D, implying an intrinsic (lensing corrected) flux density at 5 GHz of 2.5 ± 0.2 μJy (Jackson 2011).
The LoTSS image of SDSS J1004+4112 at 144 MHz detects low frequency radio emission from lensed images A and B at the 6σ-level, with a combined peak surface brightness of 430 μJy beam−1. The measured flux densities of A and B at 144 MHz are 369 ± 76 and 271 ± 75 μJy, respectively, which given their lensing magnifications implies an intrinsic (lensing corrected) flux density of 13 ± 2 μJy. This intrinsic flux density is about 27-times lower than the 5σ detection threshold of LoTSS, and is close to the LOFAR 6 arcsec beam-size confusion limit (∼8–11 μJy for a point source; Sabater et al. 2021). SDSS J1004+4112 is currently the faintest radio source detected by LOFAR. No 144 MHz radio emission was detected from lensed images C, D, and E, which is to be expected given the 3σ upper limit to their flux densities and their lower lensing magnifications.
The radio spectral index between 144 MHz and 5 GHz is found to be |$\alpha _{\rm 144~MHz}^{\rm 5~GHz}=-0.46\pm 0.05$|, under the assumption that this is described by a single power-law model, which is rather flat when compared to a typical starburst galaxy (see Section 3 for further discussion). Using this spectral index, the rest-frame 144 MHz luminosity density is L144 MHz = 1.58 ± 0.08 × 1023 W Hz−1, making SDSS J1004+4112 the lowest radio-power source currently known at z ≳ 0.65 that has been detected with LOFAR (e.g. Kondapally et al. 2021; Sabater et al. 2021). Under the assumption that all of this radio emission is associated with star formation, and using the redshift-dependent radio–infrared correlation at 150 MHz derived by Calistro Rivera et al. (2017), we find that this luminosity density is equivalent to a radio-derived star-formation rate of |$5.5^{+1.8}_{-1.4}$| M⊙ yr−1.
2.3 SDSS J2222+2745
SDSS J2222+2745 is a gravitationally lensed quasar at redshift 2.805 that was identified from follow-up observations of a candidate lensing cluster at redshift 0.49 (Dahle et al. 2013). The lensing cluster has three similar-mass elliptical galaxies at the centre that together produce a complex set of lensing caustics. This results in six lensed images of SDSS J2222+2745 being formed, with a maximum image separation of 15.1 arcsec. Lensed images A, B, and C have the highest point-source magnifications of 14.5, 10.8, and 6.7, respectively, whereas lensed images D, E, and F have point-source magnifications close to unity (1.43, 0.76, and 0.95, respectively) due to their proximity to the central galaxies of the lensing cluster (Sharon et al. 2017). In addition to the lensed quasar, there is a gravitational arc at redshift 2.30 that is highly distorted, but is only singly imaged, and there are three other lensed galaxies that are multiply imaged, one of which is at redshift 4.56. There are no published high frequency radio measurements of SDSS J2222+2745 that resolve the lensed images.
The LoTSS image of SDSS J2222+2745 at 144 MHz is quite complex; there is clear radio emission associated with lensed images A, B, and C, but there is also extended radio emission at the position of the lensing galaxies within the cluster. The emission from lensed images A and B is blended with a peak surface brightness of 745 μJy beam−1 that is equivalent to a 7σ detection. Lensed image C is well resolved from the other lensed images and the lensing galaxies, and is detected at the 4σ level; this is the first time that gravitationally lensed images of the same background source have been fully resolved with LOFAR. The flux densities of lensed images A, B, and C at 144 MHz are found to be 749 ± 110, 606 ± 108, and 496 ± 107 μJy, respectively. Given their lensing magnifications, this implies an intrinsic (lensing corrected) flux density of 58 ± 6 μJy for SDSS J2222+2745. Similar to above, this intrinsic flux density is below the detection threshold of LoTSS. The radio emission from lensed images D, E, and F is predicted to be below the rms noise level of the data. Therefore, the radio emission seen at their locations is almost certainly associated with the lensing galaxies within the cluster. The angular resolution of the data is also not sufficient to determine if there is any radio emission associated with the gravitational arc, or the other lensed galaxies in the background of the cluster.
Assuming that SDSS J2222+2745 has a typical radio spectral index of α = −0.7 (Calistro Rivera et al. 2017), the rest-frame 144 MHz luminosity density is found to be L144 MHz = 2.65 ± 0.27 × 1024 W Hz−1. This is equivalent to a star-formation rate of |$73^{+34}_{-22}$| M⊙ yr−1, under the assumption that all of the radio emission is associated with star formation.
2.4 Lensed image flux ratios
As gravitational lensing conserves surface brightness, the observed flux ratios of the different lensed images can directly trace the relative magnifications provided by the lens. Any deviations from what is expected from the best lens model can therefore be used to infer if there is additional unaccounted for mass structure. This could be due to low-mass dark matter haloes in the main lensing halo or along the line of sight to the background quasar, the abundance of which can directly test models for dark matter (e.g. Hsueh et al. 2020). The mass distributions of massive clusters can also be quite complex, but sophisticated lens modelling has recently been used to test the cold dark matter model of galaxy formation with this method (Meneghetti et al. 2020). At optical wavelengths, the observed flux ratios can be changed (as a function of time) by microlensing, as quasar accretion disks are sufficiently small that lensing by stars in the lensing halo can occur. At radio wavelengths, source sizes are expected to be too large for microlensing to have a strong effect, and therefore radio flux ratios are best used to test the smooth lens mass model.
For SDSS J1004+4112, we find that the flux ratio of lensed images A and B at 144 MHz is FB/A = 0.73 ± 0.25, which is in good agreement with the prediction of 0.66 from the lens model of Oguri (2010) and the measurement at 5 GHz of FB/A = 0.61 ± 0.15 by Jackson (2011). For SDSS J2222+2745, the 144 MHz flux ratios between the three detected lensed images are FB/A = 0.81 ± 0.18 and FC/A = 0.66 ± 0.17. However, although the flux ratio of lensed images A and B is in good agreement with the predicted magnification ratio of 0.74 from the lens model by Sharon et al. (2017), we find that the observed magnification of lensed image C is a factor of 1.5 ± 0.4 higher than expected; the predicted magnification ratio is 0.46. Further observations will be needed to determine if this difference between the observed and predicted flux ratios for image C of SDSS J2222+2745 is significant and whether they change as a function of time.
3 NATURE OF THE RADIO EMISSION
The underlying physical processes that lead to faint radio emission from extragalactic sources is not clear. It could be related to supernovae remnants or compact Hii regions associated with massive star-formation (e.g. McDonald et al. 2002), or from weak radio-jets (e.g. Radcliffe et al. 2018), coronal emission (e.g. Laor, Baldi & Behar 2019), thermal bremsstrahlung (e.g. Blundell & Kuncic 2007), or radiatively driven shocks (e.g. Zakamska & Greene 2014) that are associated with AGN activity. There is also growing theoretical (e.g. Thomas et al. 2021) and observational (e.g. Delvecchio et al. 2017; Algera et al. 2020) evidence that points towards a transition at μJy-levels (cm wavelengths) from AGN-dominated sources to those that are mainly (>75 per cent) driven by star formation.
For those radio sources associated with a quasar, the star-formation properties can only be determined via their FIR luminosities. However, there is a poorly understood scatter and redshift evolution in the radio–infrared correlation that could potentially be accounted for through variations in the stellar mass of the host galaxies (Gürkan et al. 2018; Smith et al. 2020) and/or through inverse Compton losses at high redshift (Schleicher & Beck 2016). In addition, even in sub-μJy-level radio sources where the radio and FIR luminosities are consistent with the radio–infrared correlation for star-forming galaxies, observations with cm-wavelength very long baseline interferometry (VLBI) has demonstrated that AGN activity, in the form of small-scale jets and a high brightness-temperature core, is the dominant source of the radio emission (Hartley et al. 2019).
In the case of the two high redshift radio sources investigated here, there is clearly evidence of AGN activity in the form of the quasar emission seen at optical and infrared wavelengths. However, it is not clear from the data in hand whether the weak radio emission observed at low frequencies with LOFAR is related to AGN activity or star formation. The radio spectrum of SDSS J1004+4112 between 144 MHz and 5 GHz is about 1 to 1.3σ flatter than is typically observed for AGN and star-forming galaxies, respectively (e.g. Calistro Rivera et al. 2017). If the radio spectrum is genuinely flatter, this could be due to either free–free absorption or synchrotron self-absorption attenuating the spectrum at low frequencies, or alternatively, could be due to the presence of an optically thick radio source that dominates at high frequencies. In the case of the former, differentiating between these two absorption mechanisms is challenging unless the shape of the optically thick part of the spectrum at very low frequencies can be modelled (e.g. McKean et al. 2016). For the latter, cm-wavelength VLBI observations could be used to determine if there is evidence of AGN activity. However, such observations would not necessarily rule out that a significant amount of the radio emission observed here is due to star formation; for example, the broadband spectrum could show a typical steep radio spectral index, which is consistent with star formation at low frequencies, that flattens (or is inverted) at higher frequencies where an AGN component could dominate. Such a flattening in the radio spectra of AGN dominated sources from |$\alpha _{\rm 150~MHz}^{\rm 1.4~GHz} = -0.66$| to |$\alpha _{\rm 325~MHz}^{\rm 1.4~GHz} = -0.52$| has previously been reported (Calistro Rivera et al. 2017). Further multifrequency measurements between 150 MHz and 5 GHz are needed to determine if SDSS J1004+4112 has a flat, single power-law spectral energy distribution or not.
We note that SDSS J1004+4112 (image A) is also included in the DR14 quasar sample of the SDSS, with a lensing-corrected absolute i-band magnitude of Mi = −22.73 ± 0.04 (Myers et al. 2015); this corresponds to a rest-frame luminosity-density of Li band = 5.47 ± 0.20 × 1022 W Hz−1. Using this and the radio luminosity-density determined above, we find that SDSS J1004+4112 has a radio-loudness parameter of R = 2.9 ± 0.2 that would place this object at the high-end of the distribution for optically selected quasars at 1 < z < 2 (see Gürkan et al. 2019 for details). This suggests that some fraction of the weak radio emission may be due to jets that are associated with AGN activity. However, due to micro-lensing by stars or compact objects within the lensing cluster (Mediavilla et al. 2009), and the intrinsic optical variability of the quasar continuum emission (Fohlmeister et al. 2008), the r-band magnitudes from lensed images A and B changed by Δm = 0.75 between 2003 and 2007. A decrease in the i-band emission at this level in 2015 would give R ∼ 1.5. This would be in good agreement with the mean value of R for the sample of optically selected quasars at this epoch, whose radio emission is thought to be dominated by star formation (Gürkan et al. 2019).
In the event that the radio emission observed here is due to star formation within the two quasar host galaxies, then their low star-formation rates, particularly in the case of SDSS J1004+4112, could point toward systems at the end of their starburst phase, as predicted from galaxy formation models (e.g. Sanders et al. 1988). To confirm this, further observations at mm-wavelengths would be needed to determine if there is a paucity of heated dust emission from obscured star formation, and to determine if there are disturbed gas kinematics or morphologies due to radiative feedback from the AGN or recent mergers (e.g. Paraficz et al. 2018; Spingola et al. 2020). Also, low molecular-gas fractions have been taken as evidence for the post-starburst phase in quasars (Stacey et al. 2021) and dusty star-forming galaxies (Spilker et al. 2016). Therefore, further follow-up observations of low excitation CO could be used to investigate the evolutionary stage of SDSS J1004+4112 and SDSS J2222+2745.
The LOFAR imaging presented here can not unambiguously determine the nature of the radio emission from SDSS J1004+4112 and SDSS J2222+2745. However, we have demonstrated that low-luminosity radio emission is detectable from the population of sources that are expected to dominate the faint low-frequency sky at high redshifts. Such objects will be further investigated in larger numbers when the forthcoming LOFAR deep surveys are completed (e.g. Kondapally et al. 2021; Sabater et al. 2021). In the meantime, by combining gravitational lensing and LOFAR, it will be possible to identify objects like SDSS J1004+4112 and SDSS J2222+2745 for detailed multiwavelength studies, so that we can better understand the composition of the faint radio source population at high redshift.
ACKNOWLEDGEMENTS
JPM acknowledges support from the Netherlands Organization for Scientific Research (NWO, project number 629.001.023) and the Chinese Academy of Sciences (CAS, project number 114A11KYSB20170054). AD acknowledges support by the BMBF Verbundforschung under the grant 05A17STA. IP acknowledges support from INAF under the SKA/CTA PRIN ‘FORECaST’ and the PRIN MAIN STREAM ‘SAuROS’ projects. LOFAR (van Haarlem et al. 2013) is the Low Frequency Array designed and constructed by ASTRON. It has observing, data processing, and data storage facilities in several countries, which are owned by various parties (each with their own funding sources), and that are collectively operated by the ILT foundation under a joint scientific policy. The ILT resources have benefited from the following recent major funding sources: CNRS-INSU, Observatoire de Paris and Université d’Orléans, France; BMBF, MIWF-NRW, MPG, Germany; Science Foundation Ireland (SFI), Department of Business, Enterprise and Innovation (DBEI), Ireland; NWO, The Netherlands; The Science and Technology Facilities Council, UK; Ministry of Science and Higher Education, Poland; The Istituto Nazionale di Astrofisica (INAF), Italy. The Jülich LOFAR Long Term Archive and the German LOFAR network are both coordinated and operated by the Jülich Supercomputing Centre (JSC), and computing resources on the supercomputer JUWELS at JSC were provided by the Gauss Centre for Supercomputing e.V. (grant CHTB00) through the John von Neumann Institute for Computing (NIC).
DATA AVAILABILITY
The data used are available via the LOFAR and VLA archives, or on reasonable request to the corresponding author.