How Biased Are Halo Properties in Cosmological Simulations?
arXiv:2008.08591 · doi:10.1093/mnras/staa3388
Abstract
Cosmological N-body simulations have been a major tool of theorists for decades, yet many of the numerical issues that these simulations face are still unexplored. This paper measures numerical biases in these large, dark matter-only simulations that affect the properties of their dark matter haloes. We compare many simulation suites in order to provide several tools for simulators and analysts which help mitigate these biases. We summarise our comparisons with practical `convergence limits' that can be applied to a wide range of halo properties, including halo properties which are traditionally overlooked by the testing literature. We also find that the halo properties predicted by different simulations can diverge from one another at unexpectedly high resolutions. We demonstrate that many halo properties depend strongly on force softening scale and that this dependence leads to much of the measured divergence between simulations. We offer an empirical model to estimate the impact of such effects on the rotation curves of a halo population. This model can serve as a template for future empirical models of the biases in other halo properties.
arXiv comment20 pages, 8 figures
References in corpus (74)
- A Universal Density Profile from Hierarchical Clustering
- The cosmological simulation code GADGET-2
- Dark Matter Substructure in Galactic Halos
- Where are the missing galactic satellites?
- E pur si muove: Galiliean-invariant cosmological hydrodynamical simulations on a moving mesh
- Statistical Properties of X-ray Clusters: Analytic and Numerical Comparisons
- The Aquarius Project: the subhalos of galactic halos
- First results from the IllustrisTNG simulations: matter and galaxy clustering
- First results from the IllustrisTNG simulations: the stellar mass content of groups and clusters of galaxies
- GADGET: A code for collisionless and gasdynamical cosmological simulations
- First results from the IllustrisTNG simulations: the galaxy color bimodality
- The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores
- First results from the IllustrisTNG simulations: A tale of two elements -- chemical evolution of magnesium and europium
- FIRE-2 Simulations: Physics versus Numerics in Galaxy Formation
- First results from the IllustrisTNG simulations: radio haloes and magnetic fields
- The Inner Structure of LambdaCDM Halos I: A Numerical Convergence Study
- MultiDark simulations: the story of dark matter halo concentrations and density profiles
- Cold dark matter haloes in the Planck era: evolution of structural parameters for Einasto and NFW profiles
- Halos and galaxies in the standard cosmological model: results from the Bolshoi simulation
- A universal angular momentum profile for galactic halos
- Dark matter halo concentrations in the Wilkinson Microwave Anisotropy Probe year 5 cosmology
- The Diversity and Similarity of Simulated Cold Dark Matter Halos
- The Core-Cusp Problem
- The statistics of LCDM Halo Concentrations
- Adaptive Refinement Tree - a new high-resolution N-body code for cosmological simulations
- Halo concentrations in the standard LCDM cosmology
- Gravitationally Consistent Halo Catalogs and Merger Trees for Precision Cosmology
- Galaxies in N-body simulations: overcoming the overmerging problem
- The redshift dependence of the structure of massive LCDM halos
- Accurate universal models for the mass accretion histories and concentrations of dark matter halos
- Scaling relations for galaxy clusters in the Millennium-XXL simulation
- The Arepo public code release
- Rotation-Dependent Catastrophic Disruption of Gravitational Aggregates
- Dependence of the outer density profiles of halos on their mass accretion rate
- Haloes gone MAD: The Halo-Finder Comparison Project
- The Connection between Galaxies and Dark Matter Structures in the Local Universe
- Virial Scaling of Massive Dark Matter Halos: Why Clusters Prefer a High Normalization Cosmology
- The Cores of Dark Matter Dominated Galaxies: theory vs. observations
- A universal model for halo concentrations
- Disruption of Dark Matter Substructure: Fact or Fiction?
- Dark Matter Substructure in Numerical Simulations: A Tale of Discreteness Noise, Runaway Instabilities, and Artificial Disruption
- The AGORA High-Resolution Galaxy Simulations Comparison Project
- Too Big to Fail in the Local Group
- Dark Matter Halo Profiles of Massive Clusters: Theory vs. Observations
- The Halo Mass Function: High-Redshift Evolution and Universality
- Phase-space structure in the local dark matter distribution and its signature in direct detection experiments
- The Mass Profile and Accretion History of Cold Dark Matter Halos
- Structure Finding in Cosmological Simulations: The State of Affairs
- Towards optimal softening in 3D N-body codes: I. Minimizing the force error
- On the Destruction and Over-Merging of Dark Halos in Dissipationless N-body Simulations
- The Concentration Dependence of the Galaxy-Halo Connection: Modeling Assembly Bias with Abundance Matching
- Halo Profiles and the Concentration-Mass Relation for a ΛCDM Universe
- On determining the shape of matter distributions
- GreeM : Massively Parallel TreePM Code for Large Cosmological N-body Simulations
- Abundance of Field Galaxies
- The Caterpillar Project: A Large Suite of Milky Way Sized Halos
- The Dependence of Subhalo Abundance on Halo Concentration
- The splashback radius of halos from particle dynamics. I. The SPARTA algorithm
- Numerical convergence of simulations of galaxy formation: the abundance and internal structure of cold dark matter haloes
- The Three Causes of Low-Mass Assembly Bias
- The Tully-Fisher and mass-size relations from halo abundance matching
- The Dynamical State of Dark Matter Haloes in Cosmological Simulations I: Correlations with Mass Assembly History
- On effects of resolution in dissipationless cosmological simulations
- The GC Simulations : Quantifying the Dark Side of the Universe in the Planck Cosmology
- The Impact of Box Size on the Properties of Dark Matter Haloes in Cosmological Simulations
- Velocity Bias in Clusters
- Numerical resolution limits on subhalo abundance matching
- Demonstrating Discreteness and Collision Error in Cosmological N-body Simulations of Dark Matter Gravitational Clustering
- The Immitigable Nature of Assembly Bias: The Impact of Halo Definition on Assembly Bias
- The optimal gravitational softening length for cosmological N-body simulations
- On the starting redshift for cosmological simulations: Focusing on halo properties
- Quantifying resolution in cosmological N-body simulations using self-similarity
- The Origin of Dark Matter Halo Profiles
- Quantifying and controlling biases in dark matter halo concentration estimates
Cited by in corpus (33)
- Large-scale dark matter simulations
- The cosmology dependence of galaxy clustering and lensing from a hybrid -body-perturbation theory model
- The tidal evolution of dark matter substructure -- II. The impact of artificial disruption on subhalo mass functions and radial profiles
- Symphony: Cosmological Zoom-in Simulation Suites over Four Decades of Host Halo Mass
- Cosmic-Ray Diffusion Suppression in Star-forming Regions Inhibits Clump Formation in Gas-rich Galaxies
- Baryonic Imprints on DM Halos: Population Statistics from Dwarf Galaxies to Galaxy Clusters
- Flybys, orbits, splashback: subhalos and the importance of the halo boundary
- Spatial Decorrelation of Young Stars and Dense Gas as a Probe of the Star Formation-Feedback Cycle in Galaxies
- Phase-space structure of protohalos: Vlasov versus Particle-Mesh
- Cosmological simulation in tides: power spectra and halo shape responses, and shape assembly bias
- A dynamics-based density profile for dark haloes -- II. Fitting function
- Bayesian Inference of Initial Conditions from Non-Linear Cosmic Structures using Field-Level Emulators
- The Uchuu-UniverseMachine dataset: Galaxies in and around Clusters
- Good and Proper: Self-similarity of N-body Simulations with Proper Force Softening
- Mock halo catalogs: assigning unresolved halo properties using correlations with local halo environment
- Novel Conservative Methods for Adaptive Force Softening in Collisionless and Multi-Species N-Body Simulations
- Devouring the Milky Way Satellites: Modeling Dwarf Galaxies with Galacticus
- The Beyond-Halo Mass Effects of the Cosmic Web Environment on Galaxies
- An Empirical Model For Intrinsic Alignments: Insights From Cosmological Simulations
- An efficient and robust method to estimate halo concentration
- EDEN: Exploring Disks Embedded in N-body simulations of Milky-Way-mass halos from Symphony
- MultiCAM: A multivariable framework for connecting the mass accretion history of haloes with their properties
- Subhalo abundance matching using progenitor mass at varying redshift: Two modes of stellar mass growth imprinted into the Subaru HSC galaxy clustering
- Secondary halo bias through cosmic time II: Reconstructing halo properties using clustering information
- Learning the Universe: Learning to Optimize Cosmic Initial Conditions with Non-Differentiable Structure Formation Models
- Accurate halo mass functions from the simplest excursion set theory
- On the origin of transient features in cosmological N-Body Simulations
- A Random Walk Model for Halo Triaxiality
- Galaxy Velocity Bias in Cosmological Simulations: Towards Percent-level Calibration
- The multi-dimensional halo assembly bias can be preserved when enhancing halo properties with HALOSCOPE
- Cosmic Reionization On Computers: Baryonic Effects on Halo Concentrations During the Epoch of Reionization
- Tidal adaptive softening and artificial fragmentation in cosmological simulations
- A dynamics-based density profile for dark haloes. I. Algorithm and basic results