clerkin

Compute galaxy bias as function of k, z for 3-parameter Clerkin et al 2014 model

File

bias/clerkin/clerkin_interface.py

Attribution

  1. Clerkin

URL

Citations

arXiv:1405.5521

Cole et al, MNRAS, 362, 2, 505–534

The GTD bias model provides a benchmark expression for the redshift evolution of galaxy bias on large scales. This is crucial for rigorous comparison or combination of results. Choice of biasing model has a significant impact on cosmological parameter constraints, and an incorrect bias model will cause a shift in measured values of cosmological parameters. The three parameter GTD model, which encompasses several common bias models, has been shown to outperform the popular approach of a binned constant bias in obtaining unbiased estimates of cosmological parameters.

The GTD model is:

\(b(z) = c + (b_0 - c) / D(z)^\alpha\)

where D(z) is the growth factor.

The Q model is:

\(b(k) = (1+Q k^2) / (a+A k)\)

This module creates bias fields and/or scales power spectra, depending on the chosen options

The version of this model without redshift dependence is from Cole et al.

Assumptions

  • 3-parameter bias model from Clerkin et al l 2014

Setup Parameters

Name

Type

Default

Description

bias_only

bool

False

) If set, do not use the matter power spectrum, just save the bias field

model

str

gtd

Model choice. gtd, q, or q-gtd to use the GTD three-parameter model (z evolution only), the 2-parameter Q model (k scale only), or both

suffix

str

‘’

A suffix to append to the output section names below

Input values

Section

Name

Type

Default

Description

galaxy_bias

b0

real

Bias at z=0 if GTD model used

c

real

Bias parameter for GTD model

alpha

real

Power law index for growth in GTD model

Q

real

Numerator parameter in Q model

A

real

Denominator parameter in Q model

matter_power_nl

k_h

real 1d

Wavenumber in h/Mpc only if mode=power or both

z

real 1d

Redshift only if mode=power or both

P_k

real 2d

Nonlinear matter power only if mode=power or both

Output values

Output values

Section

Name

Type

Description

galaxy_power

k_h

real 1d

Wavenumber in h/Mpc, only if bias_only=F

z

real 1d

Redshift, only if bias_only=F

P_k

real 2d

Galaxy power, only if bias_only=F

matter_galaxy_power

k_h

real 1d

Wavenumber in h/Mpc, only if bias_only=F

z

real 1d

Redshift, only if bias_only=F

P_k

real 2d

Matter-galaxy cross power, only if bias_only=F

bias_field

k_h

real 1d

Wavenumber samples in h/Mpc of bias b(k, z)

z

real 1d

Redshift samples

b

real 2d

Galaxy bias b(k, z)

r

real 2d

Stochastic bias r(k, z); identically 1 for these models.