Testing strong lensing subhalo detection with a cosmological simulation
arXiv:2202.10191 · doi:10.1093/mnras/stac2779
Abstract
Strong gravitational lensing offers a compelling test of the cold dark matter paradigm, as it allows for subhaloes with masses of M and below to be detected. We test commonly-used techniques for detecting subhaloes superposed in images of strongly lensed galaxies. For the lens we take a simulated galaxy in a M halo grown in a high-resolution cosmological hydrodynamical simulation, which we view from two different directions. Though the resolution is high, we note the simulated galaxy still has an artificial core which adds additional complexity to the baryon dominated region. To remove particle noise, we represent the projected galaxy mass distribution by a series of Gaussian profiles which precisely capture the features of the projected galaxy. We first model the lens mass as a (broken) power-law density profile and then search for small haloes. Of the two projections, one has a regular elliptical shape, while the other has distinct deviations from an elliptical shape. For the former, the broken power-law model gives no false positives and correctly recovers the mass of the superposed small halo, but for the latter we find false positives and the inferred halo mass is overestimated by times. We then use a more complex model in which the lens mass is decomposed into stellar and dark matter components. In this case, we show that we can capture the simulated galaxy's complex projected structures and correctly infer the input small halo.
Accepted by MNRAS. Comments welcome!
References in corpus (24)
- The NumPy array: a structure for efficient numerical computation
- scikit-image: Image processing in Python
- The EAGLE project: Simulating the evolution and assembly of galaxies and their environments
- Introducing the Illustris Project: Simulating the coevolution of dark and visible matter in the Universe
- Overview of the SDSS-IV MaNGA Survey: Mapping Nearby Galaxies at Apache Point Observatory
- Measuring the inclination and mass-to-light ratio of axisymmetric galaxies via anisotropic Jeans models of stellar kinematics
- Dark matter and cosmic structure
- Bayesian Strong Gravitational-Lens Modeling on Adaptive Grids: Objective Detection of Mass Substructure in Galaxies
- H0LiCOW IV. Lens mass model of HE 0435-1223 and blind measurement of its time-delay distance for cosmology
- Analytic models of plausible gravitational lens potentials
- Joint constraints on thermal relic dark matter from strong gravitational lensing, the Lyman- forest, and Milky Way satellites
- The BOSS Emission-Line Lens Survey. IV. : Smooth Lens Models for the BELLS GALLERY Sample
- PyAutoLens: Open-Source Strong Gravitational Lensing
- TDCOSMO III: Dark matter substructure meets dark energy -- the effects of (sub)halos on strong-lensing measurements of
- On the density profile of dark matter substructure in gravitational lens galaxies
- PyAutoFit: A Classy Probabilistic Programming Language for Model Composition and Fitting
- Systematic errors induced by the elliptical power-law model in galaxy-galaxy strong lens modeling
- SDSS-IV MaNGA: Stellar M/L gradients and the M/L-colour relation in galaxies
- Testing the presence of multiple photometric components in nearby early-type galaxies using SDSS
- Unified lensing and kinematic analysis for any elliptical mass profile
- Auto-identification of unphysical source reconstructions in strong gravitational lens modelling
- Galaxy-lens determination of : the effect of the ellipse+shear modeling assumption
- Galaxy mass profiles from strong lensing I: The circular power-law model
- The impact of mass map truncation on strong lensing simulations
Cited by in corpus (12)
- Abell 1201: Detection of an Ultramassive Black Hole in a Strong Gravitational Lens
- Using wavelets to capture deviations from smoothness in galaxy-scale strong lenses
- Strong Lensing by Galaxies
- Complex angular structure of three elliptical galaxies from high-resolution ALMA observations of strong gravitational lenses
- The COSMOS-Web Lens Survey (COWLS) I: Discovery of >100 high redshift strong lenses in contiguous JWST imaging
- Assessing Mass Loss and Stellar-to-Halo Mass Ratio of Satellite Galaxies: A Galaxy-Galaxy Lensing Approach Utilizing DECaLS DR8 Data
- The "Little Dark Dot": Evidence for Self-interacting Dark Matter in the Strong Lens SDSS J0946+1006?
- The Impact of ing on Strong Gravitational Lens Modelling
- Macromodel-free flux-ratio prediction in quadruply imaged quasars with local constraints from lensed arcs
- Using Strong Lensing to Detect Subhalos with Steep Inner Density Profiles
- Measuring the Stellar-to-Halo Mass Relation at Solar masses, using forthcoming space-based imaging of galaxy-galaxy strong lenses
- Systematics in ETG Mass Profile Modelling: Strong Lensing & Stellar Dynamics