smsharma / Zeus21

An effective model for the 21-cm signal at cosmic dawn

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Zeus21: An analytic code for 21-cm at cosmic dawn

Zeus21 encodes the effective model for the 21-cm power spectrum and global signal from Muñoz 2023. The goal is to capture all the nonlocal and nonlinear physics of cosmic dawn in a light and fully Pythonic code. Zeus21 takes advantage of the approximate log-normality of the star-formation rate density (SFRD) during cosmic dawn to compute the 21-cm power spectrum analytically. It agrees with more expensive semi-numerical simulations to roughly 10% precision, but has comparably negligible computational cost (~ s) and memory requirements.

Zeus21 (Zippy Early-Universe Solver for 21-cm) pairs well with data from HERA, but can be used for any 21-cm inference or prediction. Current capabilities include finding the 21-cm power spectrum (at a broad range of k and z), the global signal, IGM temperatures (Tk, Ts, Tcolor), neutral fraction xHI, Lyman-alpha fluxes, and the evolution of the SFRD; all across cosmic dawn z=5-35. Zeus21 can use three different astrophysical models, one of which emulates 21cmFAST, and can vary the cosmology through CLASS.

For a Jupyter tutorial see docs/. Full documentation in ReadTheDocs, more coming soon. Here is an example power spectrum (at k=0.3/Mpc) and global signal as a function of redshift, for two cases of X-ray luminosity. You can run it yourself with the tutorial included!

Installation

You can download and install this package by doing:

git clone https://github.com/julianbmunoz/zeus21.git zeus21
cd zeus21/
pip install .

that should take care of all dependencies (remember to work in your favorite conda env). If you have issues with cache'd versions of packages you can add --no-cache-dir at the end of pip install ..

NOTE: You may run into problems when pip-installing classy (the Python wrapper of CLASS). If so, their installation guide is here, but in short the steps are:

git clone https://github.com/lesgourg/class_public.git class
cd class/
make
cd python/
python setup.py install --user

(modifying the Makefile to your gcc as needed)

Citation

If you find this code useful please cite: An Effective Model for the Cosmic-Dawn 21-cm Signal and include a link to this Github.

About

An effective model for the 21-cm signal at cosmic dawn

License:MIT License


Languages

Language:Python 99.9%Language:Makefile 0.1%