paper-with-me

홈 › Papers

Collaboration with Cellular Networks for RFI Cancellation at Radio Telescope

2022-10-31 · Shuvam Chakraborty, Gregory Hellbourg, Maqsood Careem, Dola Saha, Aveek Dutta

The growing need for electromagnetic spectrum to support the next generation (xG) communication networks increasingly generate unwanted radio frequency interference (RFI) in protected bands for radio astronomy. RFI is commonly mitigated at the Radio Telescope without any active collaboration with the interfering sources. In this work, we provide a method of signal characterization and its use in subsequent cancellation, that uses Eigenspaces derived from the telescope and the transmitter signals. This is different from conventional time-frequency domain analysis, which is limited to fixed characterizations (e.g., complex exponential in Fourier methods) that cannot adapt to the changing statistics (e.g., autocorrelation) of the RFI, typically observed in communication systems. We have presented effectiveness of this collaborative method using real-world astronomical signals and practical simulated LTE signals (downlink and uplink) as source of RFI along with propagation conditions based on preset benchmarks and standards. Through our analysis and simulation using these signals, we are able to remove 89.04% of the RFI from cellular networks, which reduces excision at the Telescope and capable of significantly improving throughput as corrupted time frequency bins data becomes usable.

📄 PDF Abstract BibTeX arXiv:2210.17083

Code (0)

등록된 구현이 없습니다.

Tasks

Astronomy

Similar Papers 제목 키워드 기반

Reducing Satellite Interference to Radio Telescopes Using Beacons

2023-12-20 · Cuneyd Ozturk, Randall A. Berry, Dongning Guo, Michael L. Honig 외

This paper proposes the transmission of beacon signals to alert potential interferers of an ongoing or impending passive sensing measurement. We focus on the interference from Low-Earth Orbiting (LEO) satellites to a rad…

Cyclic Imaging for All-Sky Interference Forecasting with Array Radio Telescopes

2020-07-26 · Gregory Hellbourg, Ian Morrison

Radio Frequency Interference (RFI) is threatening modern radio astronomy. A classic approach to mitigate its impact on astronomical data involves discarding the corrupted time and frequency data samples through a process…

AllAstronomy

The ROAD to discovery: machine learning-driven anomaly detection in radio astronomy spectrograms

2023-07-03 · Michael Mesarcik, Albert-Jan Boonstra, Marco Iacobelli, Elena Ranguelova 외

As radio telescopes increase in sensitivity and flexibility, so do their complexity and data-rates. For this reason automated system health management approaches are becoming increasingly critical to ensure nominal teles…

Anomaly DetectionAstronomySelf-Supervised Learning

SETI Detection Strategies for Single Dish Radio Telescopes

2018-09-10

Radio Searches for Extra Terrestrial Intelligence aim at detecting artificial transmissions from extra terrestrial communicative civilizations. The lack of prior knowledge concerning these potential transmissions increas…

Sensitivity

Design of Rim-Located Reconfigurable Reflectarrays for Interference Mitigation in Reflector Antennas

2023-05-29 · Jordan Budhu, Sean V. Hum, Steven Ellingson, R. Michael Buehrer

Radio telescopes are susceptible to interference arriving through its sidelobes. If a reflector antenna could be retrofitted with an adaptive null steering system, it could potentially mitigate this interference. The des…