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Dynamic antenna clustering along with low RF complexity digital beamforming.
Usman Haider1, Syed Jawad Hussain1, Imtiaz Ali Soomro1
1Department of Computer Science, Sir Syed Case Institute of Technology, Islamabad, Pakistan.
Plos One
|June 26, 2025
Summary
This study introduces a digital beamforming method reducing radio frequency (RF) complexity by preserving antenna weights. This technique achieves high spectral efficiency with fewer RF chains, benefiting RF circuit designers.
Area of Science:
- Electrical Engineering
- Signal Processing
- Wireless Communications
Background:
- Digital beamforming (DBF) systems often require high radio frequency (RF) complexity.
- Preserving antenna weights between the aperture and baseband is crucial for efficient DBF.
Purpose of the Study:
- To propose a digital beamforming technique with reduced RF complexity.
- To enable the preservation of antenna weights between the antenna aperture and digital baseband processing unit.
Main Methods:
- A digital beamforming technique that connects each antenna subarray to a separate RF chain, transmitting one data stream.
- RF chains are configured to maintain subarray antenna element beamforming weights in a time-division multiplexing (TDM) fashion.
- Two dynamic clustering algorithms are introduced: one to identify the number of required RF chains, and another to group antennas within subarrays for a given number of RF chains.
Main Results:
- The proposed method significantly lowers RF complexity compared to full-complexity DBF systems.
- Spectral efficiency is maintained at levels comparable to full-complexity DBF systems.
- RF circuit designers can determine the optimal number of RF chains, digital-to-analog converters (DACs), and associated components.
Conclusions:
- The developed digital beamforming scheme offers a practical solution for reducing RF complexity.
- The technique effectively balances spectral efficiency with reduced hardware requirements.
- This approach provides valuable design insights for RF circuit optimization in beamforming systems.
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