Dark matter halo mass functions and density profiles from mass and energy cascade
Abstract
Abstract Halo abundance and structure play a central role for modeling structure formation and evolution. Without relying on a spherical or ellipsoidal collapse model, we analytically derive the halo mass function and cuspy halo density (inner slope of −4/3) based on the mass and energy cascade theory in dark matter flow. The hierarchical halo structure formation leads to halo or particle random walk with a position-dependent waiting time $$$$\tau _g$$$$ . First, the inverse mass cascade from small to large scales leads to the halo random walk in mass space with $$$$\tau _g\propto m_h^{-\lambda }$$$$ , where $$$$m_h$$$$ is the halo mass and $$$$\lambda$$$$ is a halo geometry parameter with predicted value of 2/3. The corresponding Fokker-Planck solution for halo random walk in mass space gives rise to the halo mass function with a power-law behavior on small scale and exponential decay on large scale. This can be further improved by considering two different $$$$\lambda$$$$ for haloes below and above a critical mass scale $$$$m_h^*$$$$ , i.e. a double- $$$$\lambda$$$$ halo mass function. Second, a double- $$$$\gamma$$$$ density profile can be derived based on the particle random walk in 3D space with a position-dependent waiting time $$$$\tau _g \propto \Phi (r)^{-1} \propto r^{-\gamma }$$$$ , where $$$$\Phi$$$$ is the gravitational potential and r is the particle distance to halo center. Theory predicts $$$$\gamma =2/3$$$$ that leads to a cuspy density profile with an inner slope of −4/3, consistent with the predicted scaling laws from energy cascade. The Press-Schechter mass function and Einasto density profile are just special cases of proposed models. The small scale permanence can be identified due to the scale-independent rate of mass and energy cascade, where density profiles of different halo masses and redshifts converge to the $$-4/3$$ scaling law ( $$$$\rho _h \propto r^{-4/3}$$$$ ) on small scales. Theory predicts the halo number density scales with halo mass as $$$$\propto m_h^{-1.9}$$$$ , while the halo mass density scales as $$$$\propto m_h^{4/9}$$$$ . Results were compared against the Illustris simulations. This new perspective provides a theory for nearly universal halo mass functions and density profiles.
- Authors:
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE Laboratory Directed Research and Development (LDRD) Program
- OSTI Identifier:
- 2007234
- Alternate Identifier(s):
- OSTI ID: 2280609
- Report Number(s):
- PNNL-SA-187963
Journal ID: ISSN 2045-2322; 16531; PII: 42958
- Grant/Contract Number:
- AC05-76RL01830
- Resource Type:
- Published Article
- Journal Name:
- Scientific Reports
- Additional Journal Information:
- Journal Name: Scientific Reports Journal Volume: 13 Journal Issue: 1; Journal ID: ISSN 2045-2322
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 79 ASTRONOMY AND ASTROPHYSICS; astronomy and astrophysics; dark energy and dark matter
Citation Formats
Xu, Zhijie. Dark matter halo mass functions and density profiles from mass and energy cascade. United Kingdom: N. p., 2023.
Web. doi:10.1038/s41598-023-42958-6.
Xu, Zhijie. Dark matter halo mass functions and density profiles from mass and energy cascade. United Kingdom. https://doi.org/10.1038/s41598-023-42958-6
Xu, Zhijie. Mon .
"Dark matter halo mass functions and density profiles from mass and energy cascade". United Kingdom. https://doi.org/10.1038/s41598-023-42958-6.
@article{osti_2007234,
title = {Dark matter halo mass functions and density profiles from mass and energy cascade},
author = {Xu, Zhijie},
abstractNote = {Abstract Halo abundance and structure play a central role for modeling structure formation and evolution. Without relying on a spherical or ellipsoidal collapse model, we analytically derive the halo mass function and cuspy halo density (inner slope of −4/3) based on the mass and energy cascade theory in dark matter flow. The hierarchical halo structure formation leads to halo or particle random walk with a position-dependent waiting time $$\tau _g$$ τ g . First, the inverse mass cascade from small to large scales leads to the halo random walk in mass space with $$\tau _g\propto m_h^{-\lambda }$$ τ g ∝ m h - λ , where $$m_h$$ m h is the halo mass and $$\lambda$$ λ is a halo geometry parameter with predicted value of 2/3. The corresponding Fokker-Planck solution for halo random walk in mass space gives rise to the halo mass function with a power-law behavior on small scale and exponential decay on large scale. This can be further improved by considering two different $$\lambda$$ λ for haloes below and above a critical mass scale $$m_h^*$$ m h ∗ , i.e. a double- $$\lambda$$ λ halo mass function. Second, a double- $$\gamma$$ γ density profile can be derived based on the particle random walk in 3D space with a position-dependent waiting time $$\tau _g \propto \Phi (r)^{-1} \propto r^{-\gamma }$$ τ g ∝ Φ ( r ) - 1 ∝ r - γ , where $$\Phi$$ Φ is the gravitational potential and r is the particle distance to halo center. Theory predicts $$\gamma =2/3$$ γ = 2 / 3 that leads to a cuspy density profile with an inner slope of −4/3, consistent with the predicted scaling laws from energy cascade. The Press-Schechter mass function and Einasto density profile are just special cases of proposed models. The small scale permanence can be identified due to the scale-independent rate of mass and energy cascade, where density profiles of different halo masses and redshifts converge to the $$-4/3$$ - 4 / 3 scaling law ( $$\rho _h \propto r^{-4/3}$$ ρ h ∝ r - 4 / 3 ) on small scales. Theory predicts the halo number density scales with halo mass as $$\propto m_h^{-1.9}$$ ∝ m h - 1.9 , while the halo mass density scales as $$\propto m_h^{4/9}$$ ∝ m h 4 / 9 . Results were compared against the Illustris simulations. This new perspective provides a theory for nearly universal halo mass functions and density profiles.},
doi = {10.1038/s41598-023-42958-6},
journal = {Scientific Reports},
number = 1,
volume = 13,
place = {United Kingdom},
year = {Mon Oct 02 00:00:00 EDT 2023},
month = {Mon Oct 02 00:00:00 EDT 2023}
}
https://doi.org/10.1038/s41598-023-42958-6
Works referenced in this record:
First‐Year Wilkinson Microwave Anisotropy Probe ( WMAP ) Observations: Determination of Cosmological Parameters
journal, September 2003
- Spergel, D. N.; Verde, L.; Peiris, H. V.
- The Astrophysical Journal Supplement Series, Vol. 148, Issue 1
Maximum entropy distributions of dark matter in ΛCDM cosmology
journal, July 2023
- Xu, Zhijie (Jay)
- Astronomy & Astrophysics, Vol. 675
A Universal Density Profile from Hierarchical Clustering
journal, December 1997
- Navarro, Julio F.; Frenk, Carlos S.; White, Simon D. M.
- The Astrophysical Journal, Vol. 490, Issue 2
An excursion set model of hierarchical clustering: ellipsoidal collapse and the moving barrier
journal, January 2002
- Sheth, Ravi K.; Tormen, Giuseppe
- Monthly Notices of the Royal Astronomical Society, Vol. 329, Issue 1
Large-scale bias and the peak background split
journal, September 1999
- Sheth, Ravi K.; Tormen, Giuseppe
- Monthly Notices of the Royal Astronomical Society, Vol. 308, Issue 1
A dark matter profile to model diverse feedback-induced core sizes of ΛCDM haloes
journal, July 2020
- Lazar, Alexandres; Bullock, James S.; Boylan-Kolchin, Michael
- Monthly Notices of the Royal Astronomical Society, Vol. 497, Issue 2
The diversity and similarity of simulated cold dark matter haloes: Diversity and similarity of simulated CDM haloes
journal, December 2009
- Navarro, Julio F.; Ludlow, Aaron; Springel, Volker
- Monthly Notices of the Royal Astronomical Society, Vol. 402, Issue 1
Inverse mass cascade in dark matter flow and effects on halo mass functions
preprint, January 2021
- Xu, Zhijie
- arXiv
Concentration, spin and shape of dark matter haloes: scatter and the dependence on mass and environment
journal, June 2007
- Maccio, A. V.; Dutton, A. A.; Van Den Bosch, F. C.
- Monthly Notices of the Royal Astronomical Society, Vol. 378, Issue 1
Quantifying the heart of darkness with GHALO - a multibillion particle simulation of a galactic halo
journal, September 2009
- Stadel, J.; Potter, D.; Moore, B.
- Monthly Notices of the Royal Astronomical Society: Letters, Vol. 398, Issue 1
The mass function of dark matter haloes
journal, February 2001
- Jenkins, A.; Frenk, C. S.; White, S. D. M.
- Monthly Notices of the Royal Astronomical Society, Vol. 321, Issue 2
Toward a Halo Mass Function for Precision Cosmology: The Limits of Universality
journal, December 2008
- Tinker, Jeremy; Kravtsov, Andrey V.; Klypin, Anatoly
- The Astrophysical Journal, Vol. 688, Issue 2
Ellipsoidal collapse and an improved model for the number and spatial distribution of dark matter haloes
journal, May 2001
- Sheth, R. K.; Mo, H. J.; Tormen, G.
- Monthly Notices of the Royal Astronomical Society, Vol. 323, Issue 1
Where Are the Missing Galactic Satellites?
journal, September 1999
- Klypin, Anatoly; Kravtsov, Andrey V.; Valenzuela, Octavio
- The Astrophysical Journal, Vol. 522, Issue 1
Predicting dark matter particle mass, size, and properties from energy cascade and two-thirds law in dark matter flow
preprint, January 2022
- Xu, Zhijie
- arXiv
Formation of Gravitationally Bound Primordial Gas Clouds
journal, July 1969
- Tomita, Kenji
- Progress of Theoretical Physics, Vol. 42, Issue 1
The illustris simulation: Public data release
journal, November 2015
- Nelson, D.; Pillepich, A.; Genel, S.
- Astronomy and Computing, Vol. 13
Self-similar secondary infall and accretion in an Einstein-de Sitter universe
journal, May 1985
- Bertschinger, E.
- The Astrophysical Journal Supplement Series, Vol. 58
Resolving the Structure of Cold Dark Matter Halos
journal, May 1998
- Moore, B.; Governato, F.; Quinn, T.
- The Astrophysical Journal, Vol. 499, Issue 1
On the Infall of Matter Into Clusters of Galaxies and Some Effects on Their Evolution
journal, August 1972
- Gunn, James E.; Gott, J. Richard, III
- The Astrophysical Journal, Vol. 176
Evolution of the mass function of dark matter haloes: Evolution of the mass function
journal, November 2003
- Reed, Darren; Gardner, Jeffrey; Quinn, Thomas
- Monthly Notices of the Royal Astronomical Society, Vol. 346, Issue 2
Dark matter flow dataset Part I: Halo-based statistics from cosmological N-body simulation
dataset, January 2022
- Xu, Zhijie (Jay)
- Zenodo
A comparative study of Dark matter flow & hydrodynamic turbulence and its applications
text, January 2022
- Xu, Zhijie (Jay)
- Zenodo
The inner structure of ΛCDM haloes - III. Universality and asymptotic slopes
journal, April 2004
- Navarro, J. F.; Hayashi, E.; Power, C.
- Monthly Notices of the Royal Astronomical Society, Vol. 349, Issue 3
Peaks theory and the excursion set approach: Excursion set peaks
journal, October 2012
- Paranjape, Aseem; Sheth, Ravi K.
- Monthly Notices of the Royal Astronomical Society, Vol. 426, Issue 4
Too big to fail? The puzzling darkness of massive Milky Way subhaloes: Massive dark subhaloes in the Milky Way
journal, June 2011
- Boylan-Kolchin, Michael; Bullock, James S.; Kaplinghat, Manoj
- Monthly Notices of the Royal Astronomical Society: Letters, Vol. 415, Issue 1
SEVEN-YEAR WILKINSON MICROWAVE ANISOTROPY PROBE ( WMAP ) OBSERVATIONS: COSMOLOGICAL INTERPRETATION
journal, January 2011
- Komatsu, E.; Smith, K. M.; Dunkley, J.
- The Astrophysical Journal Supplement Series, Vol. 192, Issue 2
Resolving the Structure of Cold Dark Matter Halos
journal, June 2001
- Klypin, Anatoly; Kravtsov, Andrey V.; Bullock, James S.
- The Astrophysical Journal, Vol. 554, Issue 2
On the statistical theory of self-gravitating collisionless dark matter flow
journal, July 2023
- Xu, Zhijie (Jay)
- Physics of Fluids, Vol. 35, Issue 7
Excursion set mass functions for hierarchical Gaussian fluctuations
journal, September 1991
- Bond, J. R.; Cole, S.; Efstathiou, G.
- The Astrophysical Journal, Vol. 379
The Cosmological Mass Distribution Function in the Zeldovich Approximation
journal, June 1998
- Lee, Jounghun; Shandarin, Sergei F.
- The Astrophysical Journal, Vol. 500, Issue 1
Formation of Galaxies and Clusters of Galaxies by Self-Similar Gravitational Condensation
journal, February 1974
- Press, William H.; Schechter, Paul
- The Astrophysical Journal, Vol. 187
Inverse energy cascade in self-gravitating collisionless dark matter flow and effects of halo shape
preprint, January 2021
- ,
- arXiv
Precision Determination of the Mass Function of Dark Matter Halos
journal, August 2006
- Warren, Michael S.; Abazajian, Kevork; Holz, Daniel E.
- The Astrophysical Journal, Vol. 646, Issue 2
Halo models of large scale structure
journal, December 2002
- Cooray, A.; Sheth, R.
- Physics Reports, Vol. 372, Issue 1
Dark matter flow dataset Part II: Correlation-based statistics from cosmological N-body simulation
dataset, January 2022
- Xu, Zhijie (Jay)
- Zenodo
Bulgeless dwarf galaxies and dark matter cores from supernova-driven outflows
journal, January 2010
- Governato, F.; Brook, C.; Mayer, L.
- Nature, Vol. 463, Issue 7278
Clumps and streams in the local dark matter distribution
journal, August 2008
- Diemand, J.; Kuhlen, M.; Madau, P.
- Nature, Vol. 454, Issue 7205
Amplified J-factors in the Galactic Centre for velocity-dependent dark matter annihilation in FIRE simulations
journal, April 2022
- McKeown, Daniel; Bullock, James S.; Mercado, Francisco J.
- Monthly Notices of the Royal Astronomical Society, Vol. 513, Issue 1
Simulations of the formation, evolution and clustering of galaxies and quasars
journal, June 2005
- Springel, Volker; White, Simon D. M.; Jenkins, Adrian
- Nature, Vol. 435, Issue 7042
Tests of cosmological models constrained by inflation
journal, September 1984
- Peebles, P. J. E.
- The Astrophysical Journal, Vol. 284
The Structure and Evolution of Cold Dark Matter Halos
journal, February 2011
- Diemand, Jürg; Moore, Ben
- Advanced Science Letters, Vol. 4, Issue 2
A New Representation for Stochastic Integrals and Equations
journal, May 1966
- Stratonovich, R. L.
- SIAM Journal on Control, Vol. 4, Issue 2
Accurate Universal Models for the mass Accretion Histories and Concentrations of dark Matter Halos
journal, November 2009
- Zhao, D. H.; Jing, Y. P.; Mo, H. J.
- The Astrophysical Journal, Vol. 707, Issue 1
The halo mass Function from Excursion set Theory. i. Gaussian Fluctuations with Non-Markovian Dependence on the Smoothing Scale
journal, February 2010
- Maggiore, Michele; Riotto, Antonio
- The Astrophysical Journal, Vol. 711, Issue 2
Small-Scale Challenges to the Λ CDM Paradigm
journal, August 2017
- Bullock, James S.; Boylan-Kolchin, Michael
- Annual Review of Astronomy and Astrophysics, Vol. 55, Issue 1
The Mira-Titan Universe. III. Emulation of the Halo Mass Function
journal, September 2020
- Bocquet, Sebastian; Heitmann, Katrin; Habib, Salman
- The Astrophysical Journal, Vol. 901, Issue 1
The structure of cold dark matter halos
journal, September 1991
- Dubinski, John; Carlberg, R. G.
- The Astrophysical Journal, Vol. 378
Dark matter and cosmic structure
journal, September 2012
- Frenk, C. S.; White, S. D. M.
- Annalen der Physik, Vol. 524, Issue 9-10
A Theory of the Spatial Distribution of Galaxies.
journal, July 1952
- Neyman, J.; Scott, E. L.
- The Astrophysical Journal, Vol. 116
The Cloud-in-Cloud Problem in the Press-Schechter Formalism of Hierarchical Structure Formation
journal, July 1995
- Jedamzik, Karsten
- The Astrophysical Journal, Vol. 448
The Aquarius Project: the subhaloes of galactic haloes
journal, December 2008
- Springel, V.; Wang, J.; Vogelsberger, M.
- Monthly Notices of the Royal Astronomical Society, Vol. 391, Issue 4
Universal scaling laws and density slopes for dark matter haloes
journal, March 2023
- Xu, Zhijie
- Scientific Reports, Vol. 13, Issue 1
The Halo Mass Function: High‐Redshift Evolution and Universality
journal, December 2007
- Lukić, Zarija; Heitmann, Katrin; Habib, Salman
- The Astrophysical Journal, Vol. 671, Issue 2
Observational and theoretical constraints on singular dark matter halos
journal, May 1994
- Flores, Ricardo A.; Primack, Joel R.
- The Astrophysical Journal, Vol. 427
Self-similar gravitational collapse in an expanding universe
journal, June 1984
- Fillmore, J. A.; Goldreich, P.
- The Astrophysical Journal, Vol. 281
Excursion set halo mass function and bias in a stochastic barrier model of ellipsoidal collapse
journal, July 2011
- Corasaniti, P. S.; Achitouv, I.
- Physical Review D, Vol. 84, Issue 2
Euclid preparation. XXIV. Calibration of the halo mass function in $Λ(ν)$CDM cosmologies
text, January 2022
- Collaboration, Euclid; Castro, T.; Fumagalli, A.
- arXiv
One step beyond: the excursion set approach with correlated steps: Excursion set with correlated steps
journal, April 2012
- Musso, Marcello; Sheth, Ravi K.
- Monthly Notices of the Royal Astronomical Society: Letters, Vol. 423, Issue 1