Instrumentation and Methods for Astrophysics
Carruthers Data Processing Pipeline: Radiometric Responsivity Calibration
Alex Zhang, Heather Filippini, Gonzalo Cucho-Padin et al. (+5 more)
The Carruthers Geocorona Observatory is NASA's first mission dedicated to investigating the fundamental nature of Earth's exosphere and its dynamic response to space weather. Its primary payload, the GeoCoronal Imager, consists of two co-aligned broadband photometric imagers that support simultaneous, common-volume sensing of ultraviolet emission at 121.6 nm (Lyman-alpha) by exospheric hydrogen atoms. Accurate exospheric parameter
retrieval from these images requires accurate knowledge of the instrument's optical responsivity, which enables conversion of measured exospheric signal rates into the scientifically relevant quantity of emission radiance. The Carruthers mission achieves absolute sensitivity calibration through the acquisition of photometric measurements of
stars and subsequent inversion of the observed fluxes to retrieve the wavelength-dependent responsivity across the passband for each imaging configuration. The
retrieval algorithm performance is enhanced by its incorporation of an objective,
algorithm-driven ranking criterion to systematically select target calibration
stars from a
stellar spectral library. The end-to-end workflow, from the
stellar selection criterion to the passband inversion, is validated using synthetically generated
stellar measurements. These validation tests establish that our optical responsivity
retrieval approach has high recovery fidelity, achieving error rates of <5% at the Lyman-alpha wavelength for all primary science imaging modes.
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All authors Alex Zhang, Heather Filippini, Gonzalo Cucho-Padin, Lara Waldrop, John Clarke, Pratik Joshi, Parisa Karimi, Martin M. Sirk
High Energy Astrophysical Phenomena
Finite-volume scheme for first-order viscoresistive relativistic magnetohydrodynamics
Ruben Lier, Jay Armas and Oliver Porth
We present a numerical implementation of dissipative relativistic magnetohydrodynamics based on Bemfica-Disconzi-Noronha-Kovtun (BDNK) theory, in which first-order corrections render the equations causal without introducing additional dynamical variables. We show how these corrections can be incorporated in a finite-volume scheme describing the coupled dissipation of energy, momentum, and
magnetic field, with the latter treated as a one-form charge. While a minimal set of BDNK terms can convert diffusive equations into telegrapher-type equations, we find that in the ultra-relativistic limit an additional correction is required for the system to behave in a stable and causal manner. With this set of equations, we develop an efficient method for primitive-variable recovery and validate the implementation through an analytical
benchmark and various two-dimensional simulations.
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High Energy Astrophysical Phenomena
Polarization Angle Geodesics in PSRs B1133+16 and B2016+28
M. M. McKinnon
Recent models of
pulsar polarization predict that the position and ellipticity angles of the polarization vector can trace portions of a small or great circle on the Poincare sphere. A great circle can arise from a transition in dominance of orthogonal polarization modes, where the relative intensity of the modes changes with pulse longitude. A small circle may be caused by a rotation of the vector, where the phase difference between the modes changes with pulse longitude or wavelength. Observations of PSRs B1133+16 and B2016+28 are reanalyzed to search for these polarization features within their pulse profiles. The polarization angles observed in part of PSR B1133+16 are shown to follow a great circle on the Poincare sphere. The angles observed across the pulse of PSR B2016+28 follow an arc that resembles a portion of a great circle that has been altered by the
pulsar's rotation. The observations are interpreted within the context of three different polarization models. All three models produce similar results for both
pulsars and indicate that the observed geodesics are caused by mode transitions. The arc observed in PSR B2016+28 can also be interpreted as a vector rotation, provided the modes are elliptically polarized. The observations and accompanying analysis show that mode transitions are not restricted to the equatorial plane of the Poincare sphere and that arcs and partial circles may be more common than previously recognized.
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Solar and Stellar Astrophysics
Comparative Study of Two Luminous Red Novae I. Progenitor Modeling and Dust Formation
M. Wavasseur, N. Blagorodnova, M. A. Gómez-Muñoz et al. (+1 more)
Luminous red novae are astrophysical transients associated with unstable mass transfer in interacting binaries and are commonly interpreted as outcomes of common-envelope
evolution, possibly ending in merger. These interactions can liberate large amounts of gas, part of which may later condense into
dust. We study the luminous red novae AT2021biy and AT2021blu to constrain their binary progenitors, estimate the mass ejected during the outbursts, and infer the
dust mass from the infrared
evolution of their remnants. We computed two grids of binary
stellar-
evolution tracks with the MESA binary module, constrained by pre-outburst photometry. We applied mass-transfer instability criteria to select progenitors able to merge on timescales compatible with archival observations. From these models, we estimated the gas mass lost during the mass-transfer phase and lower and upper bounds on the envelope mass that could be ejected during common-envelope
evolution using the available orbital energy. We compared these ejecta-mass estimates with values inferred from light-curve models. Finally, we modeled mid-infrared NEOWISE data to derive
dust masses up to ~3 years post-outburst, providing an additional lower limit on the total ejecta mass. We constrained the donor masses to Md = 18-23 Msun for AT2021biy and Md = 14 +/- 0.5 Msun for AT2021blu. Lower limits on the ejected envelope mass are 0.03-2.98 Msun for AT2021biy and 0.02-0.1 Msun for AT2021blu. Comparison with light-curve models favors intermediate mass ratios, q = 3-10 for AT2021biy and q = 5-15 for AT2021blu. The inferred
dust masses are 1-5 orders of magnitude below the estimated ejected envelope masses, implying that only a small fraction of the gas condenses into
dust. Their
evolution is consistent with shock interaction and suggests pre-existing circumstellar material, in line with the pre-outburst mass loss predicted by our MESA models.
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All authors M. Wavasseur, N. Blagorodnova, M. A. Gómez-Muñoz, O. R. Pols
Cosmology and Nongalactic Astrophysics
Understanding the non-Gaussian nature of Galactic foreground emissions towards small scales
Fazlu Rahman, Pravabati Chingangbam, Kevin Huffenberger et al. (+4 more)
We present a unified, multi-scale study of non-Gaussianity of
Galactic foreground emissions using Minkowski Functionals and generalized skewness-kurtosis parameters, focusing on the characterization of small-scale non-Gaussianity and its underlying physical origin. We find that all foreground components studied exhibit a remarkably universal non-Gaussian nature dominated by excess kurtosis, whose shape remains stable across angular scales despite large differences in emission physics. Focusing on thermal
dust, we perform a detailed comparison between observed maps (GNILC and Planck 545 GHz) and
dust model realizations (PySM and filament-based models) to assess the performance of state-of-the-art models in reproducing the observed non-Gaussian properties. At the global level, GNILC and PySM display closely matched kurtosis behavior over the angular scales where the GNILC reconstruction is reliable, while the filament-based model produces substantially weaker skewness and kurtosis signals. For PySM, however, a patch-based analysis reveals statistically significant regional variations, indicating that while the model reproduces the overall non-Gaussian amplitude and scale dependence, it does not fully capture the spatial variability of the observed kurtosis signal. Using simple PDF-based toy models, we demonstrate that the universal kurtosis signature arises from the combination of heavy-tailed one-point statistics and steep large-scale spatial correlations, while its detailed amplitude and scale dependence depend on the underlying foreground physics. These results identify excess kurtosis as a robust statistical fingerprint of
Galactic foregrounds and provide a practical framework for validating small-scale foreground models for future CMB analyses.
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All authors Fazlu Rahman, Pravabati Chingangbam, Kevin Huffenberger, Tuhin Ghosh, Dmitri Pogosyan, Tarun Souradeep, Changbom Park
Cosmology and Nongalactic Astrophysics
Radio spectral properties and aging of two tailed radio galaxies in a galaxy group at z=0.35
Paula Vulić, Vernesa Smolčić, Alexis Finoguenov et al. (+3 more)
We present a study of two tailed
radio galaxies in the core of a massive, dynamically young
galaxy group - an early group-group merger. Using VLA (3 GHz and 1.4 GHz), MeerKAT (1.35 GHz), and GMRT (610 and 325 MHz) observations, we investigate their
radio spectral properties, spectral and dynamical ages.
Radio morphologies show clear evidence of interaction with the intragroup medium (IGM). One
galaxy is a wide-angle tail (WAT) source, while the other is most likely a head-tail (HT)
galaxy. Both
galaxies exhibit high
radio luminosities, and we find spectral indices of $\alpha=0.8\pm 0.1$ (WAT) and $\alpha=0.6\pm 0.2$ (HT). Spectral index analysis reveals spectral steepening with distance from the core in both
galaxies, with localized flattening in the WAT lobes and hotspots along the northern jet, and indications of such flattening in the middle of the HT tail. Spectral ages derived using Jaffe-Perola model are $33.80\substack{+7.63 \\ -7.23}$ Myr (WAT) and $20.86\substack{+10.07 \\ -17.17}$ Myr (HT), significantly lower than dynamical ages of $420\pm60$ to $700\pm100$ Myr (WAT) and $140\pm20$ Myr (and possibly up to $280\pm40$ Myr, for HT), yielding dynamical-to-spectral age ratios of $\sim12-20$ and $\sim7$ (and up to $\sim14$), respectively. The discrepancy may be reduced by using more complex dynamical age models, incorporating interactions with the IGM, which requires deeper X-ray observations of the group. Spectral age estimates may be affected by mixing of electron populations, and could be better constrained with future deep, high-resolution broad-band
radio observations at both MHz and frequencies above 3 GHz. The combination of extended
radio structures, spectral signatures of radiative aging with localized re-acceleration, and activity timescales up to hundreds of Myr indicates that
galaxies are actively interacting with, and likely depositing energy into their environment.
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All authors Paula Vulić, Vernesa Smolčić, Alexis Finoguenov, Ghassem Gozaliasl, Hiddo Algera, Ivan Delvecchio
Astrophysics of Galaxies
On the Tully-Fisher Relation for Active Galaxies – I: Evidence of Larger Scatter
Justin H. Robinson, Mitchell Revalski, Misty C. Bentz et al. (+12 more)
We present an investigation of the Tully-Fisher (TF) relation solely for
galaxies hosting an active
galactic nucleus (AGN). Using 22
galaxies with primary, z-independent distances, we find that active
galaxies exhibit significantly larger scatter about all TF relations compared to each respective calibration for (largely) inactive
galaxies. The larger scatter persists despite removal of the AGN contamination from the photometry of the Type 1 AGNs via 1) careful surface brightness decompositions or 2) employing SEDs to constrain the light contribution of the AGN. These results suggest that the influence of an AGN on its host
galaxy's surface brightness may extend beyond the
nucleus. We also calculate the percentage difference between TF and primary distances, and find that TF-based distances are biased towards overestimation of the primary distances to active
galaxies by anywhere from 5-10 percent for the optical/near-infrared and approximately 15 percent for distances predicted from inverting the Baryonic TF (BTF) relation. As TF-based distances (especially the I-band) are relied on heavily for analysis and modeling of the local peculiar velocity (Vpec) field, we suggest that active
galaxies be removed from future Vpec modeling samples.
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All authors Justin H. Robinson, Mitchell Revalski, Misty C. Bentz, D. Michael Crenshaw, Hélène M. Courtois, Veronica Lahue, Julian Falcone, Rachael L. Merritt, Ishita Chintala, Thomas Kay, Mira Menon, Naveen Ali, Bradley Clemons, Atul Gautam, Thomas Gregoire
Instrumentation and Methods for Astrophysics · Cross-listed from stat.ME
OASIS: Observation-Aware Simulation-Based Inference via Distributional Matching
Arya Farahi, Conghao Zhou and Ritwik Vashistha
We introduce OASIS, a simulation-based inference framework for scientific settings where observations are distorted by measurement error, selection effects, and other survey-specific transformations. In many real applications, simulators generate latent, noiseless quantities, while the data are observed only after passing through a complex observational pipeline. Standard simulation-based inference methods often ignore this distinction, comparing observations to idealized simulator outputs or relying on low-dimensional summaries that can miss important structure. OASIS addresses this mismatch by explicitly
embedding the observation model into the simulator and performing inference directly at the level of observed-data distributions. The method constructs a pseudo-posterior by reweighting prior samples according to a maximum mean discrepancy (MMD) loss between the empirical distributions of the observed data and forward-simulated observations, thereby avoiding both handcrafted summaries and learned neural surrogates. We provide theoretical guarantees for Monte Carlo consistency, convergence of the empirical pseudo-posterior to its population counterpart, and posterior concentration on the MMD-identified parameter set, with consistency for the true parameter under correct specification and identifiability. In controlled errors-in-variables regression experiments, OASIS delivers robust parameter recovery and well-calibrated uncertainty under heterogeneous and non-Gaussian measurement noise. We then demonstrate the method on a realistic cosmological application involving
galaxy cluster observations across multiple wavelengths, in which latent physical properties are linked to observables through nonlinear scaling relations, heteroscedastic errors, selection functions, and incomplete coverage.
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Astrophysics of Galaxies
Migration Traps as Variability Attractors. I. Optical/UV Signatures of Embedded Stellar-Mass Black Holes in Active Galactic Nucleus Disks
Jing-Tong Xing, Tong Liu, Mouyuan Sun et al. (+5 more)
We investigate whether embedded
stellar-mass black holes (sBHs) in active
galactic nucleus (AGN) disks can leave observable optical/UV variability signatures through migration-trap-driven
magnetic heating. This mechanism operates when sBHs migrating toward torque-balance radii pile up near migration traps, triggering localized,
stochastic magnetic reconnection that heats the disk atmosphere. It is potentially important because it provides a physical source of non-coronal disk heating and directly links optical/UV continuum variability to otherwise hidden compact-object populations. By coupling a one-dimensional sBH population synthesis model with a corona-heated
accretion-disk reprocessing variability framework, we show that migration traps concentrate sBHs at preferred radii and generate localized,
stochastic reconnection heating. The resulting heating is self-regulated: sBH pile-ups enhance the reconnection rate, while gap opening reduces the local gas density and partially suppresses the reconnection power. This heating produces excess short-timescale optical/UV variability, flattened short-term structure functions, and deviations from the standard $\tau\propto\lambda^{4/3}$ lag-wavelength relation, which describes the time delay between variability at different wavelengths for a standard thin
accretion disk. These signatures are strongest at low-to-moderate Eddington ratios, and related observations could provide indirect evidence for embedded compact-object populations in AGN disks.
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All authors Jing-Tong Xing, Tong Liu, Mouyuan Sun, Ya-Ping Li, Shuying Zhou, Zhen-Yi Cai, Da-Bin Lin, Jian-Min Wang
Earth and Planetary Astrophysics
Parameterizing slantwise convection in icy moon oceans
Yaoxuan Zeng and Malte F. Jansen
Convection in icy moon oceans is strongly influenced by rotation, organizing into slantwise columnar structures aligned with the planetary rotation axis. They generate significant meridional heat transport, which can affect the ice shell topography, a primary observable of these moons. However, global ocean simulations cannot resolve convection under realistic icy moon conditions, and traditional convection schemes cannot represent slantwise convection. Here, we develop a slantwise convection scheme and implement it in a global ocean model. We perform
benchmark tests in a global spherical shell by comparing parameterized fluxes with convection-resolving simulations. The scheme reproduces the meridional heat transport inside the tangent cylinder, where slantwise convection dominates. The resulting meridional heat transport significantly modifies the surface heat flux, producing variations comparable to the imposed bottom heating magnitude. Although the simulations with parameterized convection cannot fully reproduce the temperature structure, likely due to an inability to reproduce the temperature gradients near the boundaries, they capture the bulk interior vertical temperature gradient. The new scheme allows unresolved slantwise convection to be represented in global ocean simulations for icy moons. It is also applicable to other rapidly rotating oceans with small natural Rossby number ($\mathrm{Ro}^* \ll 1$), including deep ocean worlds on
exoplanets.
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High Energy Astrophysical Phenomena · Cross-listed from physics.plasm-ph
Characterization of Numerical Dissipation in Simulations of Magnetohydrodynamic Turbulence
Yuyang Hua, Zhonghai Zhao and Bin Qiao
Comprehensive characterization of numerical dissipation is essential for high-fidelity simulations of magnetohydrodynamic (MHD)
turbulence. In this work, we present an a posteriori framework for directly estimating numerical dissipation in MHD
turbulence from simulation data without invoking a priori assumptions. Implemented in the open-source Python package PyMHD, the framework is applied to simulations of Alfvénic
turbulence, turbulent small-scale dynamos, and MRI-driven
turbulence, yielding a systematic characterization of the anisotropy and spectral properties of numerical dissipation across these regimes. The results indicate that numerical dissipation primarily dissipates energy transferred by the turbulent cascade at small scales, consistent with the conventional interpretation. However, its spectral properties are distinct from those of physical viscosity and resistivity, such that it cannot simply be represented by effective dissipation coefficients. In addition, numerical dissipation inherits the anisotropy of the underlying
turbulence, and can even exhibit anomalous anti-dissipative behavior under certain circumstances. Moreover, this framework enables identification of the conditions under which physical dissipation dominates numerical dissipation across all scales, thereby providing practical guidance for achieving high-fidelity simulations of astrophysical MHD
turbulence.
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Solar and Stellar Astrophysics
FAUST XXXI. Grain properties and variability of three sources in GSS 30
Q. Yang, H. Baobab Liu, S. Feng et al. (+55 more)
To advance our understanding of
dust properties in class 0/I young
stellar objects, it is crucial to resolve their structures at multiple wavelengths and investigate how grain growth and environmental effects shape their spectral properties. We present 0.5 arcsec resolution ALMA observations of the GSS 30 complex at 1.2-3.0 mm from the FAUST large programme, achieving a linear resolution of 69 au. We analyse the
dust continuum emission and perform modelling to constrain
dust properties and disk structures. For IRS3, the spectral index increases radially from 2.0 at the centre to 2.5 at the disk edge, while decreasing to 1.6-1.8 along the
outflow direction. The asymmetric low-alpha region towards the northeastern blueshifted lobe may result from cold outer envelope
dust obscuring warmer inner regions. SED fitting suggests maximum grain sizes of tens of microns and a
dust mass of 650-1510 M_earth. IRS1 is associated with an extended north-eastern structure, which may represent an
outflow-disk complex, a trailing structure linked to a circumbinary disk, or a gas streamer accreting onto IRS1. The central IRS1 shows alpha < 0.8, consistent with marginally optically thick free-free emission. IRS2 displays brightness variations over 420 s, and multi-epoch comparison suggests a
flare lasting tens of minutes, likely caused by
magnetic activity in the protostar. Our results highlight the importance of environmental effects, including
dust obscuration and streamer structures, in shaping the observed properties of young disks, and reveal millimetre variability associated with possible protostellar
magnetic flares.
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All authors Q. Yang, H. Baobab Liu, S. Feng, C. J. Chandler, F. Fontani, N. Sakai, Y. Oya, T. Hanawa, C. Codella, C. Ceccarelli, I. Jiménez-Serra, L. Cacciapuoti, E. Bianchi, M. Bouvier, M. De Simone, A. Isella, D. Johnstone, L. Loinard, G. Sabatini, Y. Shirley, Y. Aikawa, M. J. Maureira, P. Caselli, F. Menard, N. Balucani, E. Caux, S. Charnley, N. Cuello, F. Dulieu, L. Evans, D. Fedele, T. Hama, E. Herbst, T. Hirota, B. Lefloch, A. López-Sepulcre, L. T. Maud, A. Miotello, G. Moellenbrock, H. Nomura, Y. Oba, S. Ohashi, Y. Okoda, J. Pineda, L. Podio, A. Rimola, T. Sakai, D. Segura-Cox, B. Svoboda, L. Testi, C. Vastel, S. Viti, N. Watanabe, Y. Watanabe, Y. Zhang, Z. E. Zhang, F. O. Alves, S. Yamamoto
Earth and Planetary Astrophysics
Julia V. Seidel, Vivien Parmentier, Bibiana Prinoth et al. (+29 more)
Magnetic fields are ubiquitous in the universe. They play a key role in shaping the activity of
stars, the habitability of rocky
planets, and the long-term retention of planetary atmospheres. Theoretical scaling laws are largely constrained by the limited set of
stars and
Solar System
planets, leading to a wide range of possible values for hot
giant planets outside of the
Solar System from fractions of the Jovian field to orders of magnitude larger. Ultra-hot Jupiters, with their highly ionised atmospheres, provide a new avenue to probe
magnetic effects, as their atmospheric circulation could be directly sensitive to atmospheric
magnetic field strength. Using high-spectral resolution observations targeting the iron lines of ultra-hot Jupiters we measure the Doppler shift and thus the wind speed of seven transiting ultra-hot Jupiters. We find a clear decrease of wind speed with increasing planetary temperature, a trend inconsistent with purely hydrodynamic mechanisms but naturally reproduced by
magnetic drag. From this relation we estimate the possible strength of
magnetic fields of hot
giant planets to at most a few gauss - comparable to the Jovian equatorial field. Our results support the idea that
magnetic fields affect the atmospheric circulation of ultra-hot Jupiters and could provide a crucial
benchmark for scaling laws used to predict
magnetic fields in
exoplanets, from hot Jupiters to rocky Earths with additional implications for future direct observations.
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All authors Julia V. Seidel, Vivien Parmentier, Bibiana Prinoth, Thea Hood, Nishil Mehta, Valentin De Lia, Konstantin Batygin, Tristan Guillot, Ragnar Van den Broeck, Hayley Beltz, Brian Thorsbro, Florian Debras, Daniel D. B. Koll, Thaddeus D. Komacek, Emily Rauscher, Lorenzo Pino, Matteo Brogi, Joost P. Wardenier, Jacob L. Bean, Björn Benneke, Jean-Michel L. B. Désert, Pablo Drake, Siddharth Gandhi, Mark Hammond, David Kasper, Michael R. Line, Elspeth K. H. Lee, Stefan Pelletier, Andreas Seifahrt, Adrien Simonnin, Peter C. B. Smith, Kevin B. Stevenson
High Energy Astrophysical Phenomena
Unified Mass-Scaled QPO Signatures of Kerr Sen Black Holes from Stellar Mass to Supermassive Sources
Orhan Donmez and G. Mustafa
In this study, we numerically investigate Bondi-Hoyle-Lyttleton (BHL)
accretion around Kerr-Sen black holes and examine how the charge-related deformation of the spacetime affects the shock-cone morphology, the variation of the mass
accretion rate, and the quasi-periodic oscillation (QPO)-like temporal behavior. The relativistic BHL flow is solved numerically in the equatorial plane for two different black hole
spin parameters, a = 0.9 M and a = 0.5 M. From the numerically computed mass
accretion rate signal, we calculate the power spectral density (PSD) and perform multi-component Lorentzian fits to identify the dominant QPO-like modes excited around the black hole. The results show that the Kerr-Sen deformation shifts the characteristic frequencies, changes the coherence properties of the oscillation modes, and produces near-resonant harmonic structures close to 3:2 and 2:1. By using inverse mass scaling, the numerically computed frequencies are compared with observed QPOs from
stellar-mass, intermediate-mass, and supermassive black hole systems. In particular, reasonable agreement between the numerical simulation results and observations is found for the sources GRS 1915+105, IGR J17091-3624, M82 X-1, NGC 5408 X-1, RE J1034+396, 1H 0707-495, and ESO 113-G010. This comparative analysis indicates that Kerr-Sen black hole shock-cone oscillations may provide a unified framework for interpreting timing features over a broad range of black hole masses and may additionally contribute to constraining the mass and
spin parameters of sources whose properties are not yet fully established observationally. These findings further imply that combined hydrodynamical and timing diagnostics constitute a promising approach for assessing the extent to which deviations associated with the Kerr-Sen geometry can be empirically distinguished from those of the Kerr spacetime.
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Cosmology and Nongalactic Astrophysics
Tracing Large-scale Structure with the MeerKLASS On-the-Fly Survey: Angular Clustering of Radio Sources at 816 MHz
Sourabh Paul, Suman Chatterjee, Keith Grainge et al. (+8 more)
We present the first measurement of the angular two-point correlation function \(w(\theta)\) of
radio sources from the MeerKAT Large Area Synoptic Survey (MeerKLASS) UHF on-the-fly (OTF) continuum Data Release~1. DR1 provides interferometric Stokes-\(I\) imaging at a reference frequency of 816\,MHz over \(\sim 800~\mathrm{deg}^2\) within the DESI footprint. We detect a positive clustering signal over \(0.02^\circ \lesssim \theta \lesssim 10^\circ\). The measurement is stable to reasonable variations of the depth mask and flux threshold on intermediate and large scales. Modelling the intermediate-scale signal (\(0.112^\circ\le\theta\le 1.36^\circ\)) with a fixed-slope power law (\(\gamma=1.8\)) yields \(A(1^\circ)=(1.434\pm0.475)\times10^{-3}\), corresponding to \(\log_{10}A=-2.843^{+0.124}_{-0.175}\). We infer an effective large-scale bias by fitting \(\Lambda\)CDM projected-matter templates \(w_{\rm DM}(\theta)\) computed with CAMB and Limber projection, including an integral-constraint correction evaluated from random–random weights. Using two bracketing T-RECS
redshift-distribution priors, we obtain \(b_{\rm eff}=1.998\pm0.350\) (AGN prior) and \(b_{\rm eff}=1.530\pm0.265\) (TOTAL prior), demonstrating that the dominant modelling uncertainty arises from \(N(z)\). As a derived summary we Limber-invert the power-law amplitude to obtain \(r_0=6.18\pm1.13\) and \(5.59\pm1.02~h^{-1}\mathrm{Mpc}\) for the AGN and TOTAL priors, respectively. These results establish MeerKLASS UHF DR1 as a new wide-area, intermediate-frequency
dataset for
radio-continuum clustering. As MeerKLASS expands and overlapping optical/IR spectroscopy provides improved
redshift calibration, future releases will enable population-split clustering and bias
evolution measurements with substantially reduced modelling uncertainty.
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All authors Sourabh Paul, Suman Chatterjee, Keith Grainge, Laura Wolz, Aishrila Mazumder, Steven Cunnington, Sarvesh Mangla, Joseph J. Mohr, Mario G. Santos, Oleg Smirnov, Cyril Tasse