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Cosmological Simulations with TreeSPH
Astrophysics · Submitted 21 Sep 1995
abstract compiled · 2026-09-23 · no language-model review
The authors' main claim The resulting galaxy population is insensitive to assumptions about star formation; we obtain similar baryonic mass functions and galaxy correlation functions from simulations with star formation and from simulations without star formation in which we identify galaxies directly from the cold, dense gas.
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The abstract, sentence by sentence
We describe numerical methods for incorporating gas dynamics into cosmological simulations and present illustrative applications to the cold dark matter (CDM) scenario. Our evolution code, a version of TreeSPH (Hernquist \& Katz 1989) generalized to handle comoving coordinates and periodic boundary conditions, combines smoothed--particle hydrodynamics (SPH) with the hierarchical tree method for computing gravitational forces. The Lagrangian hydrodynamics approach and individual time steps for gas particles give the algorithm a large dynamic range, which is essential for studies of galaxy formation in a cosmological context. The code incorporates radiative cooling for an optically thin, primordial composition gas in ionization equilibrium with a user-specified ultraviolet background. We adopt a phenomenological prescription for star formation that gradually turns cold, dense, Jeans-unstable gas into collisionless stars, returning supernova feedback energy to the surrounding medium. In CDM simulations, some of the baryons that fall into dark matter potential wells dissipate their acquired thermal energy and condense into clumps with roughly galactic masses. The resulting galaxy population is insensitive to assumptions about star formation; we obtain similar baryonic mass functions and galaxy correlation functions from simulations with star formation and from simulations without star formation in which we identify galaxies directly from the cold, dense gas.
background contribution method result interpretation main claim
| # | sentence | role | the authors' own work | states the main conclusion | strength |
|---|---|---|---|---|---|
| s0 | We describe numerical methods for incorporating gas dynamics into cosmological simulations and present illustrative applications to the cold dark matter (CDM) scenario. | contribution 0.99 | 0.88 | 0.07 | asserted 0.98 |
| s1 | Our evolution code, a version of TreeSPH (Hernquist \& Katz 1989) generalized to handle comoving coordinates and periodic boundary conditions, combines smoothed--particle hydrodynamics (SPH) with the hierarchical tree method for computing gravitational forces. | method 0.99 | 0.73 | 0.03 | asserted 1.00 |
| s2 | The Lagrangian hydrodynamics approach and individual time steps for gas particles give the algorithm a large dynamic range, which is essential for studies of galaxy formation in a cosmological context. | method 0.98 | 0.52 | 0.03 | asserted 1.00 |
| s3 | The code incorporates radiative cooling for an optically thin, primordial composition gas in ionization equilibrium with a user-specified ultraviolet background. | method 1.00 | 0.75 | 0.03 | asserted 1.00 |
| s4 | We adopt a phenomenological prescription for star formation that gradually turns cold, dense, Jeans-unstable gas into collisionless stars, returning supernova feedback energy to the surrounding medium. | method 0.99 | 0.83 | 0.04 | asserted 1.00 |
| s5 | In CDM simulations, some of the baryons that fall into dark matter potential wells dissipate their acquired thermal energy and condense into clumps with roughly galactic masses. | result 1.00 | 0.86 | 0.26 | asserted 0.91 |
| s6 | The resulting galaxy population is insensitive to assumptions about star formation; we obtain similar baryonic mass functions and galaxy correlation functions from simulations with star formation and from simulations without star formation in which we identify galaxies directly from the cold, dense gas. | result 0.94 | 0.95 | 0.59 | asserted 1.00 |
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The paper
Original abstract
We describe numerical methods for incorporating gas dynamics into cosmological simulations and present illustrative applications to the cold dark matter (CDM) scenario. Our evolution code, a version of TreeSPH (Hernquist \& Katz 1989) generalized to handle comoving coordinates and periodic boundary conditions, combines smoothed--particle hydrodynamics (SPH) with the hierarchical tree method for computing gravitational forces. The Lagrangian hydrodynamics approach and individual time steps for gas particles give the algorithm a large dynamic range, which is essential for studies of galaxy formation in a cosmological context. The code incorporates radiative cooling for an optically thin, primordial composition gas in ionization equilibrium with a user-specified ultraviolet background. We adopt a phenomenological prescription for star formation that gradually turns cold, dense, Jeans-unstable gas into collisionless stars, returning supernova feedback energy to the surrounding medium. In CDM simulations, some of the baryons that fall into dark matter potential wells dissipate their acquired thermal energy and condense into clumps with roughly galactic masses. The resulting galaxy population is insensitive to assumptions about star formation; we obtain similar baryonic mass functions and galaxy correlation functions from simulations with star formation and from simulations without star formation in which we identify galaxies directly from the cold, dense gas.
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References
How later papers used it
215 later papers cite it
19 later papers by other authors are listed below: 19 used its method or tool. 2 more papers by the same authors are listed: 1 used its method or tool and 1 used its data or values.
Uses its method or tool 20 of 122 papers with this label · 1 by the same authors
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Implemented its chemical network following this paper's, the same as in the Illustris simulation.
LYRA I: Simulating the multi-phase ISM of a dwarf galaxy with variable energy supernovae from individual stars (2020) · 0.99 · paraphrased: the licence does not allow quoting
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Computed ionization states and cooling rates for H and He following this paper.
No missing photons for reionization: moderate ionizing photon escape fractions from the FIRE-2 simulations (2020) · 0.99 · paraphrased: the licence does not allow quoting
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Converted gas particles denser than a threshold into collisionless star particles according to this paper's stochastic scheme.
Enhanced star formation in $z\sim6$ quasar companions (2022) · 0.99 · paraphrased: the licence does not allow quoting
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Calculated neutral hydrogen fractions assuming ionization equilibrium using coupled equations given by this paper, after updating rates to match another work's.
Searching for the shadows of giants II: the effect of local ionisation on the Lyman-$\alpha$ absorption signatures of protoclusters at redshift $z\sim2.4$ (2021) · 0.99 · paraphrased: the licence does not allow quoting
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The star formation model follows [ref] , based on the multiphase model of [ref] , and incorporates cooling from primordial gas [ref] and metal-line cooling [ref] , self-shielding corrections for neutral hydrogen in dense regions [ref] , and molecular-hydrogen-regulated star formation [ref] .
On the Origin of the Ly$\alpha$ Damping Wing in Galaxies at $8\le z \le 10$: Explorations using the NINJA Simulations (2026) · Details of simulations: · 1.00
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For the primordial gas, the gas heating and cooling rate due to different processes is calculated by solving the ionization equilibrium equation [ref] .
The Impact of Local Stellar Radiation on Dwarf Galaxy Formation Around Milky Way Analogues Across Cosmic Reionization (2024) · The model of the local stellar radiation · 0.99
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Calculated ionization states and cooling rates for H and He following this paper, with updated recombination rates from another work.
Simulating galaxies in the reionization era with FIRE-2: morphologies and sizes (2017) · 0.98 · paraphrased: the licence does not allow quoting
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Computed radiative cooling for an optically thin primordial hydrogen-helium mix following this paper.
Dark Matter in the Local Universe (2013) · 1.00 · paraphrased: the licence does not allow quoting
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Computed radiative cooling of a primordial-composition plasma as in this paper.
A semi-analytic model comparison: testing cooling models against hydrodynamical simulations (2014) · 0.98 · paraphrased: the licence does not allow quoting
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Gas cools radiatively, with primordial cooling computed following [ref] and metal-line cooling computed under the assumption of collisional ionization equilibrium [ref] .
Assuming Ionization Equilibrium and the Impact on the Lyman-$\mathrm{\alpha}$ Forest Power Spectrum during the End of Reionization at $8 \geq z \geq 5$ (2022) · Simulations · 1.00
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The modularity and open-source quality of the swift code allowed us to easily implement a routine that, self-consistently solves the heating/cooling rates equations from [ref] , similarly to [ref] .
3D matter power spectrum correspondence to 1D Lyman-alpha flux power spectrum (2025) · Description of the simulations · 0.99
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Included gas cooling through radiative transfer following this paper.
Forecasts for the WFIRST High Latitude Survey using the BlueTides Simulation (2016) · 0.97 · paraphrased: the licence does not allow quoting
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Computed gas temperature and ionization state following this paper's primordial cooling network.
The cosmic web in Lyman-alpha emission (2022) · 0.96 · paraphrased: the licence does not allow quoting
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Computed ionization states and cooling rates for H and He following this paper.
Self-consistent proto-globular cluster formation in cosmological simulations of high-redshift galaxies (2019) · 1.00 · paraphrased: the licence does not allow quoting
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Hydrogen and Helium cooling are included using the analytical formulae of [ref] , while metal line cooling is included using pre-calculated rates as a function of density, temperature, metalicity and redshift [ref] , with corrections for self-shielding.
Quenching in Cosmic Sheets: Tracing the Impact of Large Scale Structure Collapse on the Evolution of Dwarf Galaxies (2022) · Hydrodynamic Simulation · 0.99
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Calculated ionization states and cooling rates for H and He following this paper.
Simulating galaxies in the reionization era with FIRE-2: galaxy scaling relations, stellar mass functions, and luminosity functions (2017) · 0.92 · paraphrased: the licence does not allow quoting
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Radiative cooling includes the contributions from primordial species ($H, H^+, He, He^+, He^++$ according to [ref] ) and metals [ref] .
Signatures of BH seeding on the $\mathrm{M_{\displaystyle \bullet}}-\sigma$ relation: Predictions from the BRAHMA simulations (2025) · Galaxy formation model · 0.85
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Included radiative cooling of the gas following this paper's method down to 10^4 K, assuming ionizational equilibrium.
Too small to succeed: the difficulty of sustaining star formation in low-mass haloes (2017) · 1.00 · paraphrased: the licence does not allow quoting
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The heating and ionisation rates are input to the existing cooling code (following [ref] equations 23-32) which uses each $Γ_i$ to solve for an equilibrium ionisation state at each timestep and tracks changes in internal particle energy via the ionisation heating rates $g_i$ as well as recombinations, collisions, Bremsstrahlung, and inverse Compton cooling.
Efficient Reionization in a Large Hydrodynamic Galaxy Formation Simulation (2023) · Excursion-Set Algorithm · 1.00
By the same authors
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Updated ionization states assuming photoionization equilibrium following this paper.
The physics of Lyman-alpha escape from disc-like galaxies (2021) (same authors) · 0.83 · paraphrased: the licence does not allow quoting
Uses its data or values 1 of 4 papers with this label · 1 by the same authors
By the same authors
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Took cooling and heating rates for atomic hydrogen and helium from this paper and another work.
Simulating the interstellar medium of galaxies with radiative transfer, non-equilibrium thermochemistry, and dust (2019) (same authors) · 0.94 · paraphrased: the licence does not allow quoting
How the literature uses it
33 arXiv papers cite this in 34 sentences
Papers citing it · 16 sentences without a confident label
Uses its method or tool 15 papers
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* Primordial and metal-line cooling of gas [ref] below $n_H, SF$ in the presence of a redshift-dependent, spatially uniform UV radiation background [ref] with corrections for self-shielding [ref] .
The Lumina Project: The Demographics of Active Galactic Nuclei from Quasars to Little Red Dots at $z\geq 3$ · Galaxy Formation Model · 0.82
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Gas below the star-formation density threshold and gas above the EoS are treated with primordial [ref] and metal-line cooling in ionization equilibrium [ref] , assuming a spatially uniform, time-dependent metagalactic UV background [ref] .
Introducing the Lumina project: large-volume radiation-hydrodynamic simulations of the epochs of hydrogen and helium reionization · Gas treatment · 0.97
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The star formation model follows [ref] , based on the multiphase model of [ref] , and incorporates cooling from primordial gas [ref] and metal-line cooling [ref] , self-shielding corrections for neutral hydrogen in dense regions [ref] , and molecular-hydrogen-regulated star formation [ref] .
On the Origin of the Ly$\alpha$ Damping Wing in Galaxies at $8\le z \le 10$: Explorations using the NINJA Simulations · Details of simulations: · 1.00
Cites it as background 3 papers
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Yet, early models of galaxy formation revealed that, without feedback, gas cools too efficiently, leading to excessive star formation – an issue known as the “overcooling” problem [ref] .
How High-Specific-Energy Winds Regulate the Circumgalactic Medium of Dwarf Galaxies · Introduction · 0.89
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Early attempts to form realistic disk galaxies relied a simple prescription for forming stars within a hydrodynamical cosmological simulation (e.g. [ref] , [ref] ; hereafter “simple star formation model”).
Simulating realistic disk galaxies with a novel sub-resolution ISM model · Pioneeristic phase · 0.89
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The numerical techniques, physical realism, and number of resolution elements has improved substantially since the early simulation projects (e.g. TreeSPH, [ref] ; OWLS, [ref] ; Illustris, [ref] ; Horizon-AGN, [ref] ) to more modern simulations (e.g. EAGLE, [ref] ; [ref] ; Magneticum Pathfinder, [ref] ; IllustrisTNG, [ref] ; [ref] ; SIMBA, [ref] ; FLAMINGO, [ref] ; [ref] ).
The COLIBRE-SKIRT pipeline: Calibration-free dust radiative transfer postprocessing for cosmological simulations · Introduction · 0.99
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