The Murchison Widefield Array 21 cm Power Spectrum Analysis Methodology
arXiv:1605.06978 · doi:10.3847/0004-637X/825/2/114
Abstract
We present the 21 cm power spectrum analysis approach of the Murchison Widefield Array Epoch of Reionization project. In this paper, we compare the outputs of multiple pipelines for the purpose of validating statistical limits cosmological hydrogen at redshifts between 6 and 12. Multiple, independent, data calibration and reduction pipelines are used to make power spectrum limits on a fiducial night of data. Comparing the outputs of imaging and power spectrum stages highlights differences in calibration, foreground subtraction and power spectrum calculation. The power spectra found using these different methods span a space defined by the various tradeoffs between speed, accuracy, and systematic control. Lessons learned from comparing the pipelines range from the algorithmic to the prosaically mundane; all demonstrate the many pitfalls of neglecting reproducibility. We briefly discuss the way these different methods attempt to handle the question of evaluating a significant detection in the presence of foregrounds.
arXiv commentaccepted to ApJ
References in corpus (63)
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- Nine-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Cosmological Parameter Results
- Cosmology at Low Frequencies: The 21 cm Transition and the High-Redshift Universe
- The Murchison Widefield Array: the Square Kilometre Array Precursor at low radio frequencies
- WSClean: an implementation of a fast, generic wide-field imager for radio astronomy
- SUMSS: A Wide-Field Radio Imaging Survey of the Southern Sky. II. The Source Catalogue
- A model of diffuse Galactic Radio Emission from 10 MHz to 100 GHz
- Reionization and Cosmology with 21 cm Fluctuations
- The Murchison Widefield Array: Design Overview
- Bright Source Subtraction Requirements For Redshifted 21 cm Measurements
- What Next-Generation 21 cm Power Spectrum Measurements Can Teach Us About the Epoch of Reionization
- A Per-Baseline, Delay-Spectrum Technique for Accessing the 21cm Cosmic Reionization Signature
- Science with the Murchison Widefield Array
- Four Fundamental Foreground Power Spectrum Shapes for 21 cm Cosmology Observations
- Post-correlation radio frequency interference classification methods
- GLEAM: The GaLactic and Extragalactic All-sky MWA survey
- The Epoch of Reionization Window: I. Mathematical Formalism
- New Limits on 21cm EoR From PAPER-32 Consistent with an X-Ray Heated IGM at z=7.7
- The Very Large Array Low-frequency Sky Survey Redux (VLSSr)
- Foreground simulations for the LOFAR - Epoch of Reionization Experiment
- PAPER-64 Constraints on Reionization: The 21cm Power Spectrum at z=8.4
- How to make maps from CMB data without losing information
- Imaging the Epoch of Reionization: limitations from foreground confusion and imaging algorithms
- The Epoch of Reionization Window: II. Statistical Methods for Foreground Wedge Reduction
- The impact of point source subtraction residuals on 21 cm Epoch of Reionization estimation
- Overcoming real-world obstacles in 21 cm power spectrum estimation: A method demonstration and results from early Murchison Widefield Array data
- Foreground Contamination in Interferometric Measurements of the Redshifted 21 cm Power Spectrum
- Real-Time Calibration of the Murchison Widefield Array
- A Method for 21cm Power Spectrum Estimation in the Presence of Foregrounds
- Opening the 21cm EoR Window: Measurements of Foreground Isolation with PAPER
- Foreground Removal using FastICA: A Showcase of LOFAR-EoR
- A study of fundamental limitations to statistical detection of redshifted HI from the epoch of reionization
- The low-frequency environment of the Murchison Widefield Array: radio-frequency interference analysis and mitigation
- Foregrounds in Wide-Field Redshifted 21 cm Power Spectra
- Initial deep LOFAR observations of Epoch of Reionization windows: I. The North Celestial Pole
- The Scale of the Problem : Recovering Images of Reionization with GMCA
- Improving Foreground Subtraction in Statistical Observations of 21 cm Emission from the Epoch of Reionization
- CHIPS: The Cosmological HI Power Spectrum Estimator
- Empirical Covariance Modeling for 21 cm Power Spectrum Estimation: A Method Demonstration and New Limits from Early Murchison Widefield Array 128-Tile Data
- The Epoch of Reionization
- Wide-field wide-band interferometric imaging:The WB A-Projection and hybrid algorithms
- Fast Holographic Deconvolution: a new technique for precision radio interferometry
- Non-parametric foreground subtraction for 21cm epoch of reionization experiments
- The LOFAR Multifrequency Snapshot Sky Survey (MSSS) I. Survey description and first results
- Confirmation of Wide-Field Signatures in Redshifted 21 cm Power Spectra
- The Importance of Wide-field Foreground Removal for 21 cm Cosmology: A Demonstration With Early MWA Epoch of Reionization Observations
- Will point sources spoil 21 cm tomography?
- Multi-redshift limits on the 21cm power spectrum from PAPER
- Understanding Instrumental Stokes Leakage in Murchison Widefield Array Polarimetry
- A Fast Method for Power Spectrum and Foreground Analysis for 21 cm Cosmology
- Fast gain calibration in radio astronomy using alternating direction implicit methods: Analysis and applications
- The EoR Sensitivity of the Murchison Widefield Array
- The Murchison Widefield Array Commissioning Survey: A Low-Frequency Catalogue of 14,110 Compact Radio Sources over 6,100 Square Degrees
- Interferometric imaging with the 32 element Murchison Wide-field Array
- Measuring Phased-Array Antenna Beampatterns with High Dynamic Range for the Murchison Widefield Array using 137 MHz ORBCOMM Satellites
- Mapmaking for Precision 21 cm Cosmology
- The Murchison Widefield Array Correlator
- Subtraction of point sources from interferometric radio images through an algebraic forward modeling scheme
- New 145-MHz Source Measurements by PAPER in the Southern Sky
- Cosmological and Astrophysical Parameter Measurements with 21-cm Anisotropies During the Era of Reionization
- Wide field imaging for the Square Kilometre Array
- Subtraction of Bright Point Sources from Synthesis Images of the Epoch of Reionization
- A Flux Scale for Southern Hemisphere 21cm EoR Experiments
Cited by in corpus (59)
- Hydrogen Epoch of Reionization Array (HERA)
- Fundamental Physics with the Square Kilometre Array
- The Evolution of the Intergalactic Medium
- Improved upper limits on the 21-cm signal power spectrum of neutral hydrogen at from LOFAR
- The Phase II Murchison Widefield Array: Design Overview
- Data Analysis for Precision 21 cm Cosmology
- Deep multi-redshift limits on Epoch of Reionisation 21cm Power Spectra from Four Seasons of Murchison Widefield Array Observations
- Modeling the Radio Background from the First Black Holes at Cosmic Dawn: Implications for the 21 cm Absorption Amplitude
- Improved Constraints on the 21 cm EoR Power Spectrum and the X-Ray Heating of the IGM with HERA Phase I Observations
- First Season MWA EoR Power Spectrum Results at Redshift 7
- Improving the Epoch of Reionization Power Spectrum Results from Murchison Widefield Array Season 1 Observations
- A simplified, lossless re-analysis of PAPER-64
- The Impact of Modeling Errors on Interferometer Calibration for 21 cm Power Spectra
- The first power spectrum limit on the 21-cm signal of neutral hydrogen during the Cosmic Dawn at z=20-25 from LOFAR
- First Season MWA Phase II EoR Power Spectrum Results at Redshift 7
- Fundamental Limitations on the Calibration of Redundant 21 cm Cosmology Instruments and Implications for HERA and the SKA
- Characterisation of the ionosphere above the Murchison Radio Observatory using the Murchison Widefield Array
- Low frequency observations of linearly polarized structures in the interstellar medium near the south Galactic pole
- Characterizing Signal Loss in the 21 cm Reionization Power Spectrum: A Revised Study of PAPER-64
- The challenges of low-frequency radio polarimetry: lessons from the Murchison Widefield Array
- Mitigating the Effects of Antenna-to-Antenna Variation on Redundant-Baseline Calibration for 21 cm Cosmology
- Understanding the Diversity of 21 cm Cosmology Analyses
- Calibration and Stokes Imaging with Full Embedded Element Primary Beam Model for the Murchison Widefield Array
- Robust sparse image reconstruction of radio interferometric observations with purify
- The impact of interference excision on 21-cm Epoch of Reionization power spectrum analyses
- Comparing Redundant and Sky Model Based Interferometric Calibration: A First Look with Phase II of the MWA
- Spherical Harmonic Analyses of Intensity Mapping Power Spectra
- DAYENU: A Simple Filter of Smooth Foregrounds for Intensity Mapping Power Spectra
- The visibility based Tapered Gridded Estimator (TGE) for the redshifted 21-cm power spectrum
- Understanding the HERA Phase I receiver system with simulations and its impact on the detectability of the EoR delay power spectrum
- Improved 21 cm Epoch Of Reionization Power Spectrum Measurements with a Hybrid Foreground Subtraction and Avoidance Technique
- In situ measurement of MWA primary beam variation using ORBCOMM
- PUMA: The Positional Update and Matching Algorithm
- Science with the Murchison Widefield Array: Phase I Results and Phase II Opportunities
- Gridded and direct Epoch of Reionisation bispectrum estimates using the Murchison Widefield Array
- Calibration and 21-cm Power Spectrum Estimation in the Presence of Antenna Beam Variations
- Precision requirements for interferometric gridding in 21-cm power spectrum analysis
- A high resolution foreground model for the MWA EoR1 field: model and implications for EoR power spectrum analysis
- Predictions for measuring the 21-cm multi-frequency angular power spectrum using SKA-Low
- Validation of the HERA Phase I Epoch of Reionization 21 cm Power Spectrum Software Pipeline
- Modelling and peeling extended sources with shapelets: a Fornax A case study
- The impact of non-Gaussianity on the Epoch of Reionization parameter forecast using 21-cm power spectrum measurements
- An Improved Statistical Point-Source Foreground Model for the Epoch of Reionization
- Delay Spectrum with Phase-Tracking Arrays: Extracting the HI power spectrum from the Epoch of Reionization
- Exploring the cosmic dawn and epoch of reionization with 21cm line
- Spectral performance of Square Kilometre Array Antennas II: Calibration performance
- The Impact of Realistic Foreground and Instrument Models on 21cm Epoch of Reionization Experiments
- Implications of the Lyman- forest for the 21-cm power spectrum from the epoch of reionization
- Detectability of 21cm-signal during the Epoch of Reionization with 21cm-Lyman-α emitter cross-correlation. II. Foreground contamination
- Building models for extended radio sources: implications for Epoch of Reionisation science
- Delay-Weighted Calibration: Precision Calibration for 21 cm Cosmology with Resilience to Sky Model Error
- Robust statistics toward detection of the 21 cm signal from the Epoch of Reionisation
- Constraining the 21cm brightness temperature of the IGM at =6.6 around LAEs with the Murchison Widefield Array
- Study of systematics effects on the Cross Power Spectrum of 21 cm Line and Cosmic Microwave Background using Murchison Widefield Array Data
- The Tracking Tapered Gridded Estimator (TTGE) for the power spectrum from drift scan observations
- 21 cm Intensity Mapping with the DSA-2000
- Epoch of Reionization Power Spectrum Limits from Murchison Widefield Array Data Targeted at EoR1 Field
- Simulated differential observations of the Sunyaev-Zel'dovich Effect: Probing the Dark Ages and Epoch of Reionization
- Where is Population II?