Generating Merger Trees for Dark Matter Haloes: A Comparison of Methods
arXiv:1311.5225 · doi:10.1093/mnras/stu280
Abstract
Halo merger trees describe the hierarchical mass assembly of dark matter haloes, and are the backbone for modeling galaxy formation and evolution. Merger trees constructed using Monte Carlo algorithms based on the extended Press-Schechter (EPS) formalism are complementary to those extracted from N-body simulations, and have the advantage that they are not trammeled by limited numerical resolution and uncertainties in identifying (sub)haloes and linking them between snapshots. This paper compares multiple EPS-based merger tree algorithms to simulation results using four diagnostics: progenitor mass function (PMF), mass assembly history (MAH), merger rate per descendant halo, and the unevolved subhalo mass function (USMF). In general, algorithms based on spherical collapse yield major-merger rates that are too high by a factor of two, resulting in MAHs that are systematically offset. Assuming ellipsoidal collapse solves most of these issues, but the particular algorithm investigated here that incorporates ellipsoidal collapse dramatically overpredicts the minor-merger rate for massive haloes. The only algorithm in our comparison that yields MAHs, merger rates, and USMFs in good agreement with simulations, is that by Parkinson et al. (2008). However, this is not a true EPS-based algorithm as it draws its progenitor masses from a PMF calibrated against simulations, rather than `predicted' by EPS. Finally we emphasize that the benchmarks used to test the EPS algorithms are obtained from simulations and are hampered by significant uncertainties themselves. In particular, MAHs and halo merger rates obtained from simulations by different authors reveal discrepancies that easily exceed 50 percent, even when based on the same simulation. Given this status quo, merger trees constructed using the Parkinson et al. algorithm are as accurate as those extracted from N-body simulations.
16 pages, 10 figures, to be submitted to MNRAS
References in corpus (13)
- Generating Dark Matter Halo Merger Trees
- Natural Downsizing in Hierarchical Galaxy Formation
- The Nearly Universal Merger Rate of Dark Matter Haloes in Lambda-CDM Cosmology
- The Population of Dark Matter Subhaloes: Mass Functions and Average Mass Loss Rates
- The growth of dark matter halos: evidence for significant smooth accretion
- Environmental Dependence of Dark Matter Halo Growth I: Halo Merger Rates
- Merger Rates of Dark-Matter Haloes
- Constructing Merger Trees that Mimic N-Body Simulations
- An improved model for the formation times of dark matter haloes
- The statistical properties of LCDM halo formation
- Rhapsody. I. Structural Properties and Formation History From a Statistical Sample of Re-simulated Cluster-size Halos
- Merger history trees of dark matter haloes in moving barrier models
- Mass distribution and accretion of sub-halos
Cited by in corpus (77)
- The Mass-Concentration-Redshift Relation of Cold and Warm Dark Matter Halos
- Halo and Subhalo Demographics with Planck Cosmological Parameters: Bolshoi-Planck and MultiDark-Planck Simulations
- N-body Dark Matter Haloes with simple Hierarchical Histories
- The formation and hierarchical assembly of globular cluster populations
- HBT+: an improved code for finding subhalos and building merger trees in cosmological simulations
- Semi-analytic forecasts for JWST -- II. physical properties and scaling relations for galaxies at z = 4-10
- The Websky Extragalactic CMB Simulations
- Constraining the primordial initial mass function with stellar archaeology
- Coming of Age in the Dark Sector: How Dark Matter Haloes grow their Gravitational Potential Wells
- SatGen: a semi-analytical satellite galaxy generator -- I. The model and its application to Local-Group satellite statistics
- Semi-analytic forecasts for JWST -- IV. Implications for cosmic reionization and LyC escape fraction
- The tidal evolution of dark matter substructure -- II. The impact of artificial disruption on subhalo mass functions and radial profiles
- The tidal evolution of dark matter substructure -- I. Subhalo density profiles
- Statistics of Dark Matter Substructure: III. Halo-to-Halo Variance
- Public Release of A-SLOTH: Ancient Stars and Local Observables by Tracing Halos
- Exploring SMBH Assembly with Semi-analytic Modelling
- DASH: a library of dynamical subhalo evolution
- LoCuSS: The infall of X-ray groups onto massive clusters
- Star Formation and Stellar Mass Assembly in Dark Matter Halos: From Giants to Dwarfs
- Photon number conservation and the large-scale 21 cm power spectrum in semi-numerical models of reionization
- A New Statistical Model for Population III Supernova Rates: Discriminating Between CDM and WDM Cosmologies
- Semi-analytic forecasts for JWST -- III. Intrinsic production efficiency of Lyman-continuum radiation
- Semi-analytic forecasts for JWST -- V. AGN luminosity functions and helium reionization at z = 2-7
- Sussing Merger Trees: the influence of the halo finder
- A simple model linking galaxy and dark matter evolution
- Building a Predictive Model of Galaxy Formation - I: Phenomenological Model Constrained to the Stellar Mass Function
- Comprehensive Assessment of the Too-Big-to-Fail Problem
- Does the Galaxy-Halo Connection Vary with Environment?
- Sussing Merger Trees : The Impact of Halo Merger Trees on Galaxy Properties in a Semi-Analytic Model
- Connecting the structure of dark matter haloes to the primordial power spectrum
- ELUCID. VI: Cosmic variance of galaxy distribution in the local Universe
- The Mass Function of Unprocessed Dark Matter Halos and Merger Tree Branching Rates
- Globular cluster numbers in dark matter haloes in a dual formation scenario: an empirical model within EMERGE
- On Physical Scales of Dark Matter Halos
- Spin Flips - II. Evolution of dark matter halo spin orientation, and its correlation with major mergers
- The Three Hundred: Cluster Dynamical States and Relaxation Time Scale
- From the core to the outskirts: structure analysis of three massive galaxy clusters
- A Search for Satellite Galaxies of Nearby Star-Forming Galaxies with Resolved Stars in LBT-SONG
- The Last Journey. I. An Extreme-Scale Simulation on the Mira Supercomputer
- Core Formation in High-z Massive Haloes: Heating by Post Compaction Satellites and Response to AGN Outflows
- Scatter in Sunyaev--Zel'dovich effect scaling relations explained by inter-cluster variance in mass accretion histories
- Galaxy Ecosystems: gas contents, inflows and outflows
- Evolution of Splashback Boundaries and Gaseous Outskirts: Insights from Mergers of Self-similar Galaxy Clusters
- Setting firmer constraints on the evolution of the most massive, central galaxies from their local abundances and ages
- The frequency of very young galaxies in the local Universe: I. A test for galaxy formation and cosmological models
- Mass accretion rates of clusters of galaxies: CIRS and HeCS
- The Universal Specific Merger Rate of Dark Matter Halos
- Formation of the Little Red Dots from the Core-collapse of Self-interacting Dark Matter Halos
- Characterising the Structure of Halo Merger Trees Using a Single Parameter: The Tree Entropy
- Testing galaxy formation models with galaxy stellar mass functions
- Modelling the galaxy-halo connection with semi-recurrent neural networks
- Statistics of Dark Matter Substructure: I. Model and Universal Fitting Functions
- Growing the First Galaxies' Merger Trees
- A Stochastic Theory of the Hierarchical Clustering I. Halo Mass Function
- Starlight from JWST: Implications for star formation and dark matter models
- The Last Journey. II. SMACC -- Subhalo Mass-loss Analysis using Core Catalogs
- Accurate Modeling of the Projected Galaxy Clustering in Photometric Surveys: I. Tests with Mock Catalogs
- Stochastic Model of the Spin Distribution of Dark Matter Halos
- Statistics of Dark Matter Substructure: II. Comparison of Model with Simulation Results
- A Stochastic Theory of the Hierarchical Clustering II. Halo progenitor mass function and large-scale bias
- A deep learning approach to halo merger tree construction
- Evolution of Low Mass Galactic Subhalos and Dependence on Concentration
- Semi-analytical frameworks for subhalos from the smallest to the largest scale
- Machine Learning the Fates of Dark Matter Subhalos: A Fuzzy Crystal Ball
- Bimodal Formation Time Distribution for Infall Dark Matter Halos
- Accurate halo mass functions from the simplest excursion set theory
- The strongest gravitational lenses: IV. The order statistics of the largest Einstein radii with cluster mergers
- Massive Black Hole Mergers
- Mass accretion rates and multi-scale halo environment in cold and warm dark matter cosmologies
- Applying unsupervised learning to resolve evolutionary histories and explore the galaxy-halo connection in IllustrisTNG
- FLORAH: A generative model for halo assembly histories
- A Conditional Abundance Matching Method of Extending Simulated Halo Merger Trees to Resolve Low-Mass Progenitors and Sub-halos
- The Formation of M101-alike Galaxies in the Cold Dark Matter Model
- A Halo Merger Tree Generation and Evaluation Framework
- Cosmological evolution of gas and supermassive black holes in idealized isolated halos
- Star Formation and Quenching of Satellite Galaxies
- Testing the key role of the stellar mass-halo mass relation in galaxy merger rates and morphologies via DECODE, a novel Discrete statistical sEmi-empiriCal mODEl