@article{10.1093,
    author = {Mirocha, Jordan and Furlanetto, Steven R},
    title = {Balancing the efficiency and stochasticity of star formation with dust extinction in z ≳ 10 galaxies observed by JWST},
    journal = {Monthly Notices of the Royal Astronomical Society},
    volume = {519},
    number = {1},
    pages = {843-853},
    year = {2022},
    month = {12},
    abstract = {Early observations with JWST indicate an overabundance of bright galaxies at redshifts z ≳ 10 relative to Hubble-calibrated model predictions. More puzzling still is the apparent lack of evolution in the abundance of such objects between z ∼ 9 and the highest redshifts yet probed, z ∼ 13–17. In this study, we first show that, despite a poor match with JWST luminosity functions (LFs), semi-empirical models calibrated to rest-ultraviolet LFs and colours at 4 ≲ z ≲ 8 are largely consistent with constraints on the properties of individual JWST galaxies, including their stellar masses, ages, and spectral slopes. We then show that order-of-magnitude scatter in the star formation rate of galaxies (at fixed halo mass) can indeed boost the abundance of bright galaxies, provided that star formation is more efficient than expected in low-mass haloes. However, this solution to the abundance problem introduces tension elsewhere: because it relies on the upscattering of low-mass haloes into bright magnitude bins, one expects typical ages, masses, and spectral slopes to be much lower than constraints from galaxies observed thus far. This tension can be alleviated by non-negligible reddening, suggesting that – if the first batch of photometrically selected candidates are confirmed – star formation and dust production could be more efficient than expected in galaxies at z ≳ 10.},
    issn = {0035-8711},
    doi = {10.1093/mnras/stac3578},
    url = {https://doi.org/10.1093/mnras/stac3578},
    eprint = {https://academic.oup.com/mnras/article-pdf/519/1/843/48343456/stac3578.pdf},
}



### The three main THESAN papers

@article{Kannan_2021,
   title={Introducing the <scp>thesan</scp> project: radiation-magnetohydrodynamic simulations of the epoch of reionization},
   volume={511},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/stab3710},
   DOI={10.1093/mnras/stab3710},
   number={3},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Kannan, R and Garaldi, E and Smith, A and Pakmor, R and Springel, V and Vogelsberger, M and Hernquist, L},
   year={2021},
   month=dec, pages={4005–4030}
}
@article{Garaldi_2022,
   title={The<scp>thesan</scp>project: properties of the intergalactic medium and its connection to reionization-era galaxies},
   volume={512},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/stac257},
   DOI={10.1093/mnras/stac257},
   number={4},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Garaldi, E and Kannan, R and Smith, A and Springel, V and Pakmor, R and Vogelsberger, M and Hernquist, L},
   year={2022},
   month=feb, pages={4909–4933}
}
@article{Smith_2022,
   title={The<scp>thesan</scp>project: Lyman-α emission and transmission during the Epoch of Reionization},
   volume={512},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/stac713},
   DOI={10.1093/mnras/stac713},
   number={3},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Smith, A and Kannan, R and Garaldi, E and Vogelsberger, M and Pakmor, R and Springel, V and Hernquist, L},
   year={2022},
   month=mar, pages={3243–3265}
}


# lhalotree
@ARTICLE{Springel2005,
       author = {{Springel}, Volker and {White}, Simon D.~M. and {Jenkins}, Adrian and {Frenk}, Carlos S. and {Yoshida}, Naoki and {Gao}, Liang and {Navarro}, Julio and {Thacker}, Robert and {Croton}, Darren and {Helly}, John and {Peacock}, John A. and {Cole}, Shaun and {Thomas}, Peter and {Couchman}, Hugh and {Evrard}, August and {Colberg}, J{\"o}rg and {Pearce}, Frazer},
        title = "{Simulations of the formation, evolution and clustering of galaxies and quasars}",
      journal = {Nature},
     keywords = {Astrophysics},
         year = 2005,
        month = jun,
       volume = {435},
       number = {7042},
        pages = {629-636},
          doi = {10.1038/nature03597},
archivePrefix = {arXiv},
       eprint = {astro-ph/0504097},
 primaryClass = {astro-ph},
       url = {https://ui.adsabs.harvard.edu/abs/2005Natur.435..629S},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}



### Beorn specific
# original beorn paper
@article{Schaeffer_2023,
   title={<scp>beorn</scp>: a fast and flexible framework to simulate the epoch of reionization and cosmic dawn},
   volume={526},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/stad2937},
   DOI={10.1093/mnras/stad2937},
   number={2},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Schaeffer, Timothée and Giri, Sambit K and Schneider, Aurel},
   year={2023},
   month=sep, pages={2942–2959} }


# theoretical foundation - halo model of reionization
@misc{schneider2023cosmologicalforecast21cmpower,
      title={Cosmological forecast of the 21-cm power spectrum using the halo model of reionization},
      author={Aurel Schneider and Timothée Schaeffer and Sambit K. Giri},
      year={2023},
      eprint={2302.06626},
      archivePrefix={arXiv},
      primaryClass={astro-ph.CO},
      url={https://arxiv.org/abs/2302.06626},
}

# groundwork for halo model
@article{Schneider_2021,
   title={Halo model approach for the 21-cm power spectrum at cosmic dawn},
   volume={103},
   ISSN={2470-0029},
   url={http://dx.doi.org/10.1103/PhysRevD.103.083025},
   DOI={10.1103/physrevd.103.083025},
   number={8},
   journal={Physical Review D},
   publisher={American Physical Society (APS)},
   author={Schneider, Aurel and Giri, Sambit K. and Mirocha, Jordan},
   year={2021},
   month=apr
}



# PKDGRAV
@misc{potter2016pkdgrav3trillionparticlecosmological,
      title={PKDGRAV3: Beyond Trillion Particle Cosmological Simulations for the Next Era of Galaxy Surveys},
      author={Douglas Potter and Joachim Stadel and Romain Teyssier},
      year={2016},
      eprint={1609.08621},
      archivePrefix={arXiv},
      primaryClass={astro-ph.IM},
      url={https://arxiv.org/abs/1609.08621},
}


# Wouthuysen-Field effect
@ARTICLE{Wouthuysen,
       author = {{Wouthuysen}, S.~A.},
        title = "{On the excitation mechanism of the 21-cm (radio-frequency) interstellar hydrogen emission line.}",
      journal = {A.J.,},
         year = 1952,
        month = jan,
       volume = {57},
        pages = {31-32},
          doi = {10.1086/106661},
       url = {https://ui.adsabs.harvard.edu/abs/1952AJ.....57R..31W},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}

@ARTICLE{Field,
  author={Field, George B.},
  journal={Proceedings of the IRE},
  title={Excitation of the Hydrogen 21-CM Line},
  year={1958},
  volume={46},
  number={1},
  pages={240-250},
  keywords={Hydrogen;Clouds;Electromagnetic wave absorption;Kinetic theory;Equations;Deuterium;Temperature distribution;Observatories;Electrons;Atomic measurements},
  doi={10.1109/JRPROC.1958.286741}}



@MISC{Pylians,
    author = {{Villaescusa-Navarro}, Francisco},
    title = "{Pylians: Python libraries for the analysis of numerical simulations}",
    keywords = {Software},
    howpublished = {Astrophysics Source Code Library, record ascl:1811.008},
    year = 2018,
    month = nov,
    eid = {ascl:1811.008},
    pages = {ascl:1811.008},
    archivePrefix = {ascl},
    eprint = {1811.008},
    url = {https://ui.adsabs.harvard.edu/abs/2018ascl.soft11008V},
    adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}


# Description of the 21cm signal and cosmology
@ARTICLE{Pritchard2012,
       author = {{Pritchard}, Jonathan R. and {Loeb}, Abraham},
        title = "{21 cm cosmology in the 21st century}",
      journal = {Reports on Progress in Physics},
     keywords = {Astrophysics - Cosmology and Nongalactic Astrophysics},
         year = 2012,
        month = aug,
       volume = {75},
       number = {8},
          eid = {086901},
        pages = {086901},
          doi = {10.1088/0034-4885/75/8/086901},
archivePrefix = {arXiv},
       eprint = {1109.6012},
 primaryClass = {astro-ph.CO},
       adsurl = {https://ui.adsabs.harvard.edu/abs/2012RPPh...75h6901P},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}


# ROCKSTAR
@article{Behroozi_2012,
   title={THE ROCKSTAR PHASE-SPACE TEMPORAL HALO FINDER AND THE VELOCITY OFFSETS OF CLUSTER CORES},
   volume={762},
   ISSN={1538-4357},
   url={http://dx.doi.org/10.1088/0004-637X/762/2/109},
   DOI={10.1088/0004-637x/762/2/109},
   number={2},
   journal={The Astrophysical Journal},
   publisher={American Astronomical Society},
   author={Behroozi, Peter S. and Wechsler, Risa H. and Wu, Hao-Yi},
   year={2012},
   month=dec, pages={109}
}




# Constraints on cosmology from reionization

@article{Mao_2008,
   title={How accurately can 21 cm tomography constrain cosmology?},
   volume={78},
   ISSN={1550-2368},
   url={http://dx.doi.org/10.1103/PhysRevD.78.023529},
   DOI={10.1103/physrevd.78.023529},
   number={2},
   journal={Physical Review D},
   publisher={American Physical Society (APS)},
   author={Mao, Yi and Tegmark, Max and McQuinn, Matthew and Zaldarriaga, Matias and Zahn, Oliver},
   year={2008},
   month=jul
}


@article{McQuinn_2006,
   title={Cosmological Parameter Estimation Using 21 cm Radiation from the Epoch of Reionization},
   volume={653},
   ISSN={1538-4357},
   url={http://dx.doi.org/10.1086/505167},
   DOI={10.1086/505167},
   number={2},
   journal={The Astrophysical Journal},
   publisher={American Astronomical Society},
   author={McQuinn, Matthew and Zahn, Oliver and Zaldarriaga, Matias and Hernquist, Lars and Furlanetto, Steven R.},
   year={2006},
   month=dec, pages={815–834}
}



# importance of RSDs
@article{Ross_2021,
   title={Redshift-space distortions in simulations of the 21-cm signal from the cosmic dawn},
   volume={506},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/stab1822},
   DOI={10.1093/mnras/stab1822},
   number={3},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Ross, Hannah E and Giri, Sambit K and Mellema, Garrelt and Dixon, Keri L and Ghara, Raghunath and Iliev, Ilian T},
   year={2021},
   month=jul, pages={3717–3733}
}


# c2ray
@article{MELLEMA2006374,
title = {C2-ray: A new method for photon-conserving transport of ionizing radiation},
journal = {New Astronomy},
volume = {11},
number = {5},
pages = {374-395},
year = {2006},
issn = {1384-1076},
doi = {https://doi.org/10.1016/j.newast.2005.09.004},
url = {https://www.sciencedirect.com/science/article/pii/S1384107605001405},
author = {Garrelt Mellema and Ilian T. Iliev and Marcelo A. Alvarez and Paul R. Shapiro},
keywords = {Cosmology: theory, Galaxies: formation, Galaxies: high-redshift, Intergalactic medium, Radiative transfer, Methods: numerical},
abstract = {We present a new numerical method for calculating the transfer of ionizing radiation, called C2-ray (conservative, causal ray-tracing method). The transfer of ionizing radiation in diffuse gas presents a special challenge to most numerical methods which involve time- and spatial-differencing. Standard approaches to radiative transport require that grid cells must be small enough to be optically-thin while time steps are small enough that ionization fronts do not cross a cell in a single time step. This quickly becomes prohibitively expensive. We have developed an algorithm which overcomes these limitations and is, therefore, orders of magnitude more efficient. The method is explicitly photon-conserving, so the depletion of ionizing photons by bound-free opacity is guaranteed to equal the photoionizations these photons caused. As a result, grid cells can be large and very optically-thick without loss of accuracy. The method also uses an analytical relaxation solution for the ionization rate equations for each time step which can accommodate time steps which greatly exceed the characteristic ionization and ionization front crossing times. Together, these features make it possible to integrate the equation of transfer along a ray with many fewer cells and time steps than previous methods. For multi-dimensional calculations, the code utilizes short-characteristics ray tracing. The method scales as the product of the number of grid cells and the number of sources. C2-ray is well-suited for coupling radiative transfer to gas and N-body dynamics methods, on both fixed and adaptive grids, without imposing additional limitations on the time step and grid spacing. We present several tests of the code involving propagation of ionization fronts in one and three dimensions, in both homogeneous and inhomogeneous density fields. We compare to analytical solutions for the ionization front position and velocity, some of which we derive here for the first time. As an illustration, we apply C2-ray to simulate cosmic reionization in three-dimensional inhomogeneous cosmological density field. We also apply it to the problem of I-front trapping in a dense clump, using both a fixed and an adaptive grid.}
}


@article{Mebane_2020,
   title={The effects of population III radiation backgrounds on the cosmological 21-cm signal},
   volume={493},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/staa280},
   DOI={10.1093/mnras/staa280},
   number={1},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Mebane, Richard H and Mirocha, Jordan and Furlanetto, Steven R},
   year={2020},
   month=feb, pages={1217–1226}
}


@inproceedings{SKAlow,
   series={AASKA14},
   title={The Cosmic Dawn and Epoch of Reionisation with SKA},
   url={http://dx.doi.org/10.22323/1.215.0001},
   DOI={10.22323/1.215.0001},
   booktitle={Proceedings of Advancing Astrophysics with the Square Kilometre Array — PoS(AASKA14)},
   publisher={Sissa Medialab},
   author={Koopmans, Leon and Pritchard, J and Mellema, G and Aguirre, J and Ahn, K and Barkana, R and van Bemmel, I and Bernardi, G and Bonaldi, A and Briggs, F and de Bruyn, A. G. and Chang, T. C. and Chapman, E and Chen, X and Courty, B and Dayal, P. and Ferrara, A. and Fialkov, A. and Fiore, F and Ichiki, K. and Illiev, I. T. and Inoue, S and Jelic, V and Jones, M and Lazio, J and Maio, U and Majumdar, S and Mack, K. J. and Mesinger, A. and Morales, M F. and Parsons, A. and Pen, U.L. and Santos, M and Schneider, R and Semelin, B and de Souza, R S and Subrahmanyan, R and Takeuchi, T and Vedantham, H and Wagg, J and Webster, R and Wyithe, S and Datta, Kanan Kumar and Trott, C.},
   year={2015},
   month=may, collection={AASKA14}
}


@article{HERA,
   title={Hydrogen Epoch of Reionization Array (HERA)},
   volume={129},
   ISSN={1538-3873},
   url={http://dx.doi.org/10.1088/1538-3873/129/974/045001},
   DOI={10.1088/1538-3873/129/974/045001},
   number={974},
   journal={Publications of the Astronomical Society of the Pacific},
   publisher={IOP Publishing},
   author={DeBoer, David R. and Parsons, Aaron R. and Aguirre, James E. and Alexander, Paul and Ali, Zaki S. and Beardsley, Adam P. and Bernardi, Gianni and Bowman, Judd D. and Bradley, Richard F. and Carilli, Chris L. and Cheng, Carina and Acedo, Eloy de Lera and Dillon, Joshua S. and Ewall-Wice, Aaron and Fadana, Gcobisa and Fagnoni, Nicolas and Fritz, Randall and Furlanetto, Steve R. and Glendenning, Brian and Greig, Bradley and Grobbelaar, Jasper and Hazelton, Bryna J. and Hewitt, Jacqueline N. and Hickish, Jack and Jacobs, Daniel C. and Julius, Austin and Kariseb, MacCalvin and Kohn, Saul A. and Lekalake, Telalo and Liu, Adrian and Loots, Anita and MacMahon, David and Malan, Lourence and Malgas, Cresshim and Maree, Matthys and Martinot, Zachary and Mathison, Nathan and Matsetela, Eunice and Mesinger, Andrei and Morales, Miguel F. and Neben, Abraham R. and Patra, Nipanjana and Pieterse, Samantha and Pober, Jonathan C. and Razavi-Ghods, Nima and Ringuette, Jon and Robnett, James and Rosie, Kathryn and Sell, Raddwine and Smith, Craig and Syce, Angelo and Tegmark, Max and Thyagarajan, Nithyanandan and Williams, Peter K. G. and Zheng, Haoxuan},
   year={2017},
   month=mar, pages={045001} }




@article{21cmfast,
    author = {Mesinger, Andrei and Furlanetto, Steven and Cen, Renyue},
    title = {21cmfast: a fast, seminumerical simulation of the high-redshift 21-cm signal},
    journal = {Monthly Notices of the Royal Astronomical Society},
    volume = {411},
    number = {2},
    pages = {955-972},
    year = {2011},
    month = {02},
    abstract = {We introduce a powerful seminumeric modelling tool, 21cmfast, designed to efficiently simulate the cosmological 21-cm signal. Our code generates 3D realizations of evolved density, ionization, peculiar velocity and spin temperature fields, which it then combines to compute the 21-cm brightness temperature. Although the physical processes are treated with approximate methods, we compare our results to a state-of-the-art large-scale hydrodynamic simulation, and find good agreement on scales pertinent to the upcoming observations (≳1 Mpc). The power spectra from 21cmfast agree with those generated from the numerical simulation to within 10s of per cent, down to the Nyquist frequency. We show results from a 1-Gpc simulation which tracks the cosmic 21-cm signal down from z= 250, highlighting the various interesting epochs. Depending on the desired resolution, 21cmfast can compute a redshift realization on a single processor in just a few minutes. Our code is fast, efficient, customizable and publicly available, making it a useful tool for 21-cm parameter studies.},
    issn = {0035-8711},
    doi = {10.1111/j.1365-2966.2010.17731.x},
    url = {https://doi.org/10.1111/j.1365-2966.2010.17731.x},
    eprint = {https://academic.oup.com/mnras/article-pdf/411/2/955/4099991/mnras0411-0955.pdf},
}


# reference for the accretion value of the baseline
@article{10.1093-mnras-stt1338,
    author = {Dekel, A. and Zolotov, A. and Tweed, D. and Cacciato, M. and Ceverino, D. and Primack, J. R.},
    title = {Toy models for galaxy formation versus simulations},
    journal = {Monthly Notices of the Royal Astronomical Society},
    volume = {435},
    number = {2},
    pages = {999-1019},
    year = {2013},
    month = {08},
    abstract = {We describe simple useful toy models for key processes of galaxy formation in its most active phase, at z \&gt; 1, and test the approximate expressions against the typical behaviour in a suite of high-resolution hydro-cosmological simulations of massive galaxies at z=4−1. We address in particular the evolution of (a) the total mass inflow rate from the cosmic web into galactic haloes based on the EPS approximation, (b) the penetration of baryonic streams into the inner galaxy, (c) the disc size, (d) the implied steady-state gas content and star formation rate (SFR) in the galaxy subject to mass conservation and a universal star formation law, (e) the inflow rate within the disc to a central bulge and black hole as derived using energy conservation and self-regulated Q ∼ 1 violent disc instability (VDI) and (f) the implied steady state in the disc and bulge. The toy models provide useful approximations for the behaviour of the simulated galaxies. We find that (a) the inflow rate is proportional to mass and to (1 + z)5/2, (b) the penetration to the inner halo is ∼50 per cent at z=4−2, (c) the disc radius is ∼5 per cent of the virial radius, (d) the galaxies reach a steady state with the SFR following the accretion rate into the galaxy, (e) there is an intense gas inflow through the disc, comparable to the SFR, following the predictions of VDI and (f) the galaxies approach a steady state with the bulge mass comparable to the disc mass, where the draining of gas by SFR, outflows and disc inflows is replenished by fresh accretion. Given the agreement with simulations, these toy models are useful for understanding the complex phenomena in simple terms and for back-of-the-envelope predictions.},
    issn = {0035-8711},
    doi = {10.1093/mnras/stt1338},
    url = {https://doi.org/10.1093/mnras/stt1338},
    eprint = {https://academic.oup.com/mnras/article-pdf/435/2/999/3468084/stt1338.pdf},
}



# evidence for better halo growth modelling requirements
@article{McBride_2009,
   title={Mass accretion rates and histories of dark matter haloes},
   volume={398},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1111/j.1365-2966.2009.15329.x},
   DOI={10.1111/j.1365-2966.2009.15329.x},
   number={4},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={McBride, James and Fakhouri, Onsi and Ma, Chung-Pei},
   year={2009},
   month=oct, pages={1858–1868}
}



# Size constraints for reionization simulations
@article{Iliev_2014,
   title={Simulating cosmic reionization: how large a volume is large enough?},
   volume={439},
   ISSN={0035-8711},
   url={http://dx.doi.org/10.1093/mnras/stt2497},
   DOI={10.1093/mnras/stt2497},
   number={1},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Iliev, Ilian T. and Mellema, Garrelt and Ahn, Kyungjin and Shapiro, Paul R. and Mao, Yi and Pen, Ue-Li},
   year={2014},
   month=jan, pages={725–743}
}


@ARTICLE{astropy:2022,
       author = {{Astropy Collaboration} and {Price-Whelan}, Adrian M. and {Lim}, Pey Lian and {Earl}, Nicholas and {Starkman}, Nathaniel and {Bradley}, Larry and {Shupe}, David L. and {Patil}, Aarya A. and {Corrales}, Lia and {Brasseur}, C.~E. and {N{"o}the}, Maximilian and {Donath}, Axel and {Tollerud}, Erik and {Morris}, Brett M. and {Ginsburg}, Adam and {Vaher}, Eero and {Weaver}, Benjamin A. and {Tocknell}, James and {Jamieson}, William and {van Kerkwijk}, Marten H. and {Robitaille}, Thomas P. and {Merry}, Bruce and {Bachetti}, Matteo and {G{"u}nther}, H. Moritz and {Aldcroft}, Thomas L. and {Alvarado-Montes}, Jaime A. and {Archibald}, Anne M. and {B{'o}di}, Attila and {Bapat}, Shreyas and {Barentsen}, Geert and {Baz{'a}n}, Juanjo and {Biswas}, Manish and {Boquien}, M{'e}d{'e}ric and {Burke}, D.~J. and {Cara}, Daria and {Cara}, Mihai and {Conroy}, Kyle E. and {Conseil}, Simon and {Craig}, Matthew W. and {Cross}, Robert M. and {Cruz}, Kelle L. and {D'Eugenio}, Francesco and {Dencheva}, Nadia and {Devillepoix}, Hadrien A.~R. and {Dietrich}, J{"o}rg P. and {Eigenbrot}, Arthur Davis and {Erben}, Thomas and {Ferreira}, Leonardo and {Foreman-Mackey}, Daniel and {Fox}, Ryan and {Freij}, Nabil and {Garg}, Suyog and {Geda}, Robel and {Glattly}, Lauren and {Gondhalekar}, Yash and {Gordon}, Karl D. and {Grant}, David and {Greenfield}, Perry and {Groener}, Austen M. and {Guest}, Steve and {Gurovich}, Sebastian and {Handberg}, Rasmus and {Hart}, Akeem and {Hatfield-Dodds}, Zac and {Homeier}, Derek and {Hosseinzadeh}, Griffin and {Jenness}, Tim and {Jones}, Craig K. and {Joseph}, Prajwel and {Kalmbach}, J. Bryce and {Karamehmetoglu}, Emir and {Ka{l}uszy{'n}ski}, Miko{l}aj and {Kelley}, Michael S.~P. and {Kern}, Nicholas and {Kerzendorf}, Wolfgang E. and {Koch}, Eric W. and {Kulumani}, Shankar and {Lee}, Antony and {Ly}, Chun and {Ma}, Zhiyuan and {MacBride}, Conor and {Maljaars}, Jakob M. and {Muna}, Demitri and {Murphy}, N.~A. and {Norman}, Henrik and {O'Steen}, Richard and {Oman}, Kyle A. and {Pacifici}, Camilla and {Pascual}, Sergio and {Pascual-Granado}, J. and {Patil}, Rohit R. and {Perren}, Gabriel I. and {Pickering}, Timothy E. and {Rastogi}, Tanuj and {Roulston}, Benjamin R. and {Ryan}, Daniel F. and {Rykoff}, Eli S. and {Sabater}, Jose and {Sakurikar}, Parikshit and {Salgado}, Jes{'u}s and {Sanghi}, Aniket and {Saunders}, Nicholas and {Savchenko}, Volodymyr and {Schwardt}, Ludwig and {Seifert-Eckert}, Michael and {Shih}, Albert Y. and {Jain}, Anany Shrey and {Shukla}, Gyanendra and {Sick}, Jonathan and {Simpson}, Chris and {Singanamalla}, Sudheesh and {Singer}, Leo P. and {Singhal}, Jaladh and {Sinha}, Manodeep and {Sip{H{o}}cz}, Brigitta M. and {Spitler}, Lee R. and {Stansby}, David and {Streicher}, Ole and {{{S}}umak}, Jani and {Swinbank}, John D. and {Taranu}, Dan S. and {Tewary}, Nikita and {Tremblay}, Grant R. and {Val-Borro}, Miguel de and {Van Kooten}, Samuel J. and {Vasovi{'c}}, Zlatan and {Verma}, Shresth and {de Miranda Cardoso}, Jos{'e} Vin{'i}cius and {Williams}, Peter K.~G. and {Wilson}, Tom J. and {Winkel}, Benjamin and {Wood-Vasey}, W.~M. and {Xue}, Rui and {Yoachim}, Peter and {Zhang}, Chen and {Zonca}, Andrea and {Astropy Project Contributors}},
        title = "{The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package}",
      journal = {The Astrophysical Journal},
     keywords = {Astronomy software, Open source software, Astronomy data analysis, 1855, 1866, 1858, Astrophysics - Instrumentation and Methods for Astrophysics},
         year = 2022,
        month = aug,
       volume = {935},
       number = {2},
          eid = {167},
        pages = {167},
          doi = {10.3847/1538-4357/ac7c74},
archivePrefix = {arXiv},
       eprint = {2206.14220},
 primaryClass = {astro-ph.IM},
       url = {https://ui.adsabs.harvard.edu/abs/2022ApJ...935..167A},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}



# evidence for inside out reionization
@article{10.1111-j.1365-2966.2006.10502.x,
    author = {Iliev, I. T. and Mellema, G. and Pen, U.-L. and Merz, H. and Shapiro, P. R. and Alvarez, M. A.},
    title = {Simulating cosmic reionization at large scales – I. The geometry of reionization},
    journal = {Monthly Notices of the Royal Astronomical Society},
    volume = {369},
    number = {4},
    pages = {1625-1638},
    year = {2006},
    month = {07},
    abstract = {We present the first large-scale radiative transfer simulations of cosmic reionization, in a simulation volume of (100 h−1 Mpc)3. This is more than a two orders of magnitude improvement over previous simulations. We achieve this by combining the results from extremely large, cosmological, N-body simulations with a new, fast and efficient code for 3D radiative transfer, c2-ray, which we have recently developed. These simulations allow us to do the first numerical studies of the large-scale structure of reionization which at the same time, and crucially, properly take account of the dwarf galaxy ionizing sources which are primarily responsible for reionization. In our realization, reionization starts around z∼ 21, and final overlap occurs by z∼ 11. The resulting electron-scattering optical depth is in good agreement with the first-year Wilkinson Microwave Anisotropy Probe (WMAP) polarization data. We show that reionization clearly proceeded in an inside-out fashion, with the high-density regions being ionized earlier, on average, than the voids. Ionization histories of smaller-size (5–10 comoving Mpc) subregions exabit a large scatter about the mean and do not describe the global reionization history well. This is true even when these subregions are at the mean density of the universe, which shows that small-box simulations of reionization have little predictive power for the evolution of the mean ionized fraction. The minimum reliable volume size for such predictions is ∼30 Mpc. We derive the power spectra of the neutral, ionized and total gas density fields and show that there is a significant boost of the density fluctuations in both the neutral and the ionized components relative to the total at arcmin and larger scales. We find two populations of H ii regions according to their size, numerous, mid-sized (∼10-Mpc) regions and a few, rare, very large regions tens of Mpc in size. Thus, local overlap on fairly large scales of tens of Mpc is reached by z∼ 13, when our volume is only about 50 per cent ionized, and well before the global overlap. We derive the statistical distributions of the ionized fraction and ionized gas density at various scales and for the first time show that both distributions are clearly non-Gaussian. All these quantities are critical for predicting and interpreting the observational signals from reionization from a variety of observations like 21-cm emission, Lyα emitter statistics, Gunn–Peterson optical depth and small-scale cosmic microwave background secondary anisotropies due to patchy reionization.},
    issn = {0035-8711},
    doi = {10.1111/j.1365-2966.2006.10502.x},
    url = {https://doi.org/10.1111/j.1365-2966.2006.10502.x},
    eprint = {https://academic.oup.com/mnras/article-pdf/369/4/1625/3799304/mnras0369-1625.pdf},
}





@website{cmb_spectrum,
   title = "CMB spectrum",
   url = "https://asd.gsfc.nasa.gov/archive/arcade/cmb_intensity.html",
}




@article{Furlanetto_2006,
   title={Cosmology at low frequencies: The 21cm transition and the high-redshift Universe},
   volume={433},
   ISSN={0370-1573},
   url={http://dx.doi.org/10.1016/j.physrep.2006.08.002},
   DOI={10.1016/j.physrep.2006.08.002},
   number={4–6},
   journal={Physics Reports},
   publisher={Elsevier BV},
   author={Furlanetto, Steven R. and Peng Oh, S. and Briggs, Frank H.},
   year={2006},
   month=oct, pages={181–301} }
