Noise Reduction Method for Radio Astronomy Single Station Observation Based on Wavelet Transform and Mathematical Morphology
arXiv:2508.00386 · doi:10.1088/1674-4527/addbc5
Abstract
The 21 cm radiation of neutral hydrogen provides crucial information for studying the early universe and its evolution. To advance this research, countries have made significant investments in constructing large low-frequency radio telescope arrays, such as the Low Frequency Array (LOFAR) and the Square Kilometre Array Phase 1 Low Frequency (SKA1-low). These instruments are pivotal for radio astronomy research. However, challenges such as ionospheric plasma interference, ambient radio noise, and instrument-related effects have become increasingly prominent, posing major obstacles in cosmology research. To address these issues, this paper proposes an efficient signal processing method that combines wavelet transform and mathematical morphology. The method involves the following steps: Background Subtraction: Background interference in radio observation signals is eliminated. Wavelet Transform: The signal, after removing background noise, undergoes a two-dimensional discrete wavelet transform. Threshold processing is then applied to the wavelet coefficients to effectively remove interference components. Wavelet Inversion: The processed signal is reconstructed using wavelet inversion. Mathematical Morphology: The reconstructed signal is further optimized using mathematical morphology to refine the results. Experimental verification was conducted using solar observation data from the Xinjiang Observatory and the Yunnan Observatory. The results demonstrate that this method successfully removes interference signals while preserving useful signals, thus improving the accuracy of radio astronomy observations and reducing the impact of radio frequency interference (RFI).
25 pages, 48 figures,
References in corpus (13)
- 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
- Hydrogen Epoch of Reionization Array (HERA)
- The Precision Array for Probing the Epoch of Reionization: 8 Station Results
- Post-correlation radio frequency interference classification methods
- The Rise of the First Stars: Supersonic Streaming, Radiative Feedback, and 21-cm Cosmology
- Optimizing Sparse RFI Prediction using Deep Learning
- Solar Physics with the Square Kilometre Array
- 21 cm Tomography of the High-Redshift Universe with the Square Kilometer Array
- Improving cosmological parameter estimation with the future 21 cm observation from SKA
- Implementing and Characterizing Real-time Broadband RFI Excision for the GMRT Wideband Backend
- Searching for high-redshift centimeter-wave continuum, line and maser emission using the Square Kilometer Array
- STARFIRE: An algorithm for estimating radio frequency interference in orbits around Earth