1/f Noise Analysis for FAST HI Intensity Mapping Drift-Scan Experiment
arXiv:2109.06447 · doi:10.1093/mnras/stab2728
Abstract
We investigate the 1/f noise of the Five-hundred-meter Aperture Spherical Telescope (FAST) receiver system using drift-scan data from an intensity mapping pilot survey. All the 19 beams have 1/f fluctuations with similar structures. Both the temporal and the 2D power spectrum densities are estimated. The correlations directly seen in the time series data at low frequency are associated with the sky signal, perhaps due to a coupling between the foreground and the system response. We use Singular Value Decomposition (SVD) to subtract the foreground. By removing the strongest components, the measured 1/f noise power can be reduced significantly. With 20 modes subtraction, the knee frequency of the 1/f noise in a 10 MHz band is reduced to $1.8 \times 10^{-3}\Hz$, well below the thermal noise over 500-seconds time scale. The 2D power spectra show that the 1/f-type variations are restricted to a small region in the time-frequency space and the correlations in frequency can be suppressed with SVD modes subtraction. The residual 1/f noise after the SVD mode subtraction is uncorrelated in frequency, and a simple noise diode frequency-independent calibration of the receiver gain at 8s interval does not affect the results. The 1/f noise can be important for HI intensity mapping, we estimate that the 1/f noise has a knee frequency 6 10Hz, and time and frequency correlation spectral indices , after the SVD subtraction of 30 modes. This can bias the HI power spectrum measurement by 10 percent.
13 pages,17 figures, MNRAS accepted
References in corpus (10)
- The Five-Hundred-Meter Aperture Spherical Radio Telescope (FAST) Project
- Baryon Acoustic Oscillation Intensity Mapping as a Test of Dark Energy
- Canadian Hydrogen Intensity Mapping Experiment (CHIME) Pathfinder
- The Arecibo Legacy Fast ALFA Survey: III. HI Source Catalog of the Northern Virgo Cluster Region
- The Tianlai project: a 21cm cosmology experiment
- The Arecibo Legacy Fast ALFA Survey: IV. Strategies for Signal Identification and Survey Catalog Reliability
- Forecasts on the Dark Energy and Primordial Non-Gaussianity Observations with the Tianlai Cylinder Array
- MeerKLASS: MeerKAT Large Area Synoptic Survey
- Update on the BINGO 21cm intensity mapping experiment
- Astro 2020 Science White Paper: Fundamental Cosmology in the Dark Ages with 21-cm Line Fluctuations