21cmEMU: an emulator of 21cmFAST summary observables
arXiv:2309.05697 · doi:10.1093/mnras/stad3849
Abstract
Recent years have witnessed rapid progress in observations of the Epoch of Reionization (EoR). These have enabled high-dimensional inference of galaxy and intergalactic medium (IGM) properties during the first billion years of our Universe. However, even using efficient, semi-numerical simulations, traditional inference approaches that compute 3D lightcones on-the-fly can take core hours. Here we present 21cmEMU: an emulator of several summary observables from the popular 21cmFAST simulation code. 21cmEMU takes as input nine parameters characterizing EoR galaxies, and outputs the following summary statistics: (i) the IGM mean neutral fraction; (ii) the 21-cm power spectrum; (iii) the mean 21-cm spin temperature; (iv) the sky-averaged (global) 21-cm signal; (v) the ultraviolet (UV) luminosity functions (LFs); and (vi) the Thomson scattering optical depth to the cosmic microwave background (CMB). All observables are predicted with sub-percent median accuracy, with a reduction of the computational cost by a factor of over 10. After validating inference results, we showcase a few applications, including: (i) quantifying the relative constraining power of different observational datasets; (ii) seeing how recent claims of a late EoR impact previous inferences; and (iii) forecasting upcoming constraints from the sixth observing season of the Hydrogen Epoch of Reionization Array (HERA) telescope. 21cmEMU is publicly-available, and is included as an alternative simulator in the public 21CMMC sampler.
21 pages, 13 figures, submitted to MNRAS
References in corpus (59)
- Cosmic Star Formation History
- A luminous quasar at a redshift of z = 7.085
- UV Luminosity Functions at redshifts z~4 to z~10: 10000 Galaxies from HST Legacy Fields
- Massloss of galaxies due to a UV-background
- Model-independent evidence in favor of an end to reionization by z~6
- Efficient Simulations of Early Structure Formation and Reionization
- Evidence of patchy hydrogen reionization from an extreme Ly trough below redshift six
- Pōniuā'ena: A Luminous Quasar Hosting a 1.5 Billion Solar Mass Black Hole
- Improved upper limits on the 21-cm signal power spectrum of neutral hydrogen at from LOFAR
- Hydrogen reionisation ends by : Lyman- optical depth measured by the XQR-30 sample
- The Global 21 Centimeter Background from High Redshifts
- The Epoch of Reionization Window: I. Mathematical Formalism
- 21 cm fluctuations from inhomogeneous X-ray heating before reionization
- 21CMMC: an MCMC analysis tool enabling astrophysical parameter studies of the cosmic 21 cm signal
- A statistical test for Nested Sampling algorithms
- Deep multi-redshift limits on Epoch of Reionisation 21cm Power Spectra from Four Seasons of Murchison Widefield Array Observations
- A measurement of secondary cosmic microwave background anisotropies from the 2500-square-degree SPT-SZ survey
- The First Billion Years Project: The escape fraction of ionizing photons in the epoch of reionization
- The Epoch of Reionization Window: II. Statistical Methods for Foreground Wedge Reduction
- First Results from HERA Phase I: Upper Limits on the Epoch of Reionization 21 cm Power Spectrum
- Can the intergalactic medium cause a rapid drop in Lyman alpha emission at z>6?
- Feedback-regulated star formation and escape of LyC photons from mini-haloes during reionisation
- A Significantly Neutral Intergalactic Medium Around the Luminous z=7 Quasar J0252-0503
- A Method for 21cm Power Spectrum Estimation in the Presence of Foregrounds
- Constraining the neutral fraction of hydrogen in the IGM at redshift 7.5
- Accelerated Evolution of Ly Luminosity Function at Revealed by the Subaru Ultra-Deep Survey for Ly Emitters at
- A Simple Technique for Predicting High-Redshift Galaxy Evolution
- HERA Phase I Limits on the Cosmic 21-cm Signal: Constraints on Astrophysics and Cosmology During the Epoch of Reionization
- Essential physics of early galaxy formation
- 21cmFAST v3: A Python-integrated C code forgenerating 3D realizations of the cosmic 21cm signal
- The Impact of the First Galaxies on Cosmic Dawn and Reionization
- Reionization and galaxy inference from the high-redshift Lyα forest
- 21 cm signal from cosmic dawn: Imprints of spin temperature fluctuations and peculiar velocities
- Constraining the intergalactic medium at 9.1 using LOFAR Epoch of Reionization observations
- Fast Large-Scale Reionization Simulations
- Was Star-Formation Suppressed in High-Redshift Minihalos?
- Emulation of reionization simulations for Bayesian inference of astrophysics parameters using neural networks
- IGM damping wing constraints on reionisation from covariance reconstruction of two QSOs
- XQR-30: the ultimate XSHOOTER quasar sample at the reionization epoch
- Higher Order Contributions to the 21 cm Power Spectrum
- Simulation-Based Inference of Reionization Parameters From 3D Tomographic 21 cm Lightcone Images
- Inference of the optical depth to reionization from low multipole temperature and polarisation Planck data
- Fast and Credible Likelihood-Free Cosmology with Truncated Marginal Neural Ratio Estimation
- GLOBALEMU: A novel and robust approach for emulating the sky-averaged 21-cm signal from the cosmic dawn and epoch of reionisation
- Constraining baryonic feedback and cosmology with weak-lensing, X-ray, and kinematic Sunyaev-Zeldovich observations
- Reionization inference from the CMB optical depth and E-mode polarization power spectra
- Machine learning astrophysics from 21 cm lightcones: impact of network architectures and signal contamination
- AMBER: A Semi-numerical Abundance Matching Box for the Epoch of Reionization
- Implicit Likelihood Inference of Reionization Parameters from the 21 cm Power Spectrum
- Exploring the likelihood of the 21-cm power spectrum with simulation-based inference
- Constraining the X-ray heating and reionization using 21-cm power spectra with Marginal Neural Ratio Estimation
- 21cmVAE: A Very Accurate Emulator of the 21-cm Global Signal
- A Bayesian Calibration Framework for EDGES
- RELIKE: Reionization Effective Likelihood from Planck 2018 Data
- Constraining the reionization and thermal history of the Universe using a semi-numerical photon-conserving code SCRIPT
- Impact of instrument and data characteristics in the interferometric reconstruction of the 21 cm power spectrum
- The multi-frequency angular power spectrum in parameter studies of the cosmic 21-cm signal
- HERA bound on x-ray luminosity when accounting for population III stars
- EDGES and JWST with 21cm global signal emulator
Cited by in corpus (20)
- Exploiting synergies between JWST and cosmic 21-cm observations to uncover star formation in the early Universe
- How informative are summaries of the cosmic 21-cm signal?
- 21cmSense v2: A modular, open-source 21cm sensitivity calculator
- Simulation-Based Inference of the sky-averaged 21-cm signal from CD-EoR with REACH
- The EDGES measurement disfavors an excess radio background during the cosmic dawn
- Probing Dark Relativistic Species and Their Interactions with Dark Matter through CMB and 21cm surveys
- Efficient simulation of discrete galaxy populations and associated radiation fields during the first billion years
- A Differentiable, End-to-End Forward Model for 21 cm Cosmology: Estimating the Foreground, Instrument, and Signal Joint Posterior
- Comparison of Bayesian inference methods using the Loreli II database of hydro-radiative simulations of the 21-cm signal
- Narrowing the discovery space of the cosmological 21-cm signal using multi-wavelength constraints
- From ANN to BNN: Inferring Reionization Parameters using Uncertainty-aware Emulators of 21-cm Summaries
- Spectral-line performance of low-frequency radio telescope arrays: SKA-Low stations
- On the accuracy of posterior recovery with neural network emulators
- Impact of 21-cm foreground mitigation strategies on reionization power spectrum constraints
- Nonlinear reconstruction of 21cm global signal from 21cm power spectrum with artificial neural networks
- Large Language Models -- the Future of Fundamental Physics?
- Sample Variance Denoising in Cylindrical 21-cm Power Spectra
- Simulation based inference of the ionization history from the 2D 21 cm power spectrum
- CosmoUiT: A Vision Transformer-UNet Hybrid for Fast and Accurate Emulation of 21-cm Maps from the Epoch of Reionization
- Accelerating reionization constraints: An ANN-emulator framework for the SCRIPT Semi-numerical Model