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Abstract
An optimal adaptive beamforming problem in the form of the worst-case interference-plus-noise power (INP) minimization under the constraints on sufficiently high robust mainlobe level and sufficiently low robust sidelobe levels is considered. In the context of robust sidelobe level control, the estimation of the steering vector around grid points in the sidelobe region is assumed to contain bounded errors, because of imperfect array calibration, modeling errors, undesired signal propagation effects, environmental changes, etc. The optimal adaptive beamforming problem is then reformulated into a second-order cone programming (SOCP) problem, and solved efficiently, where the computational burden is significantly reduced (because of a smaller number of second-order cone constraints enforcing the same robust sidelobe level control). In addition, the worst-case signal-to-interference-plus-noise ratio (SINR) maximization with the robust sidelobe level control constraints is established and recast into another SOCP; however, the solution for the SOCP often exhibits excessively low mainlobe and sidelobe levels. To manage that, we propose a one-step SOCP approximation approach via properly selecting the value of one parameter, outputting a suboptimal beamvector, which leads to lower sidelobe levels in the normalized beampattern and the higher array output SINRs. Simulation examples are presented to demonstrate the improved performance of the two proposed beamformers in terms of the normalized beampattern as well as the array output SINR.
Original language | English |
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Title of host publication | 32nd European Signal Processing Conference, EUSIPCO 2024 - Proceedings |
Publisher | European Signal Processing Conference (EUSIPCO) |
Pages | 2162-2166 |
Number of pages | 5 |
ISBN (Electronic) | 978-9-4645-9361-7 |
DOIs | |
Publication status | Published - 2024 |
MoE publication type | A4 Conference publication |
Event | European Signal Processing Conference - Lyon, France Duration: 26 Aug 2024 → 30 Aug 2024 Conference number: 32 |
Publication series
Name | European Signal Processing Conference |
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ISSN (Print) | 2219-5491 |
Conference
Conference | European Signal Processing Conference |
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Abbreviated title | EUSIPCO |
Country/Territory | France |
City | Lyon |
Period | 26/08/2024 → 30/08/2024 |
Keywords
- Optimal adaptive beamforming
- robust sidelobe level control
- SOCP approximation
- worst-case INP minimization
- worst-case SINR maximization
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AI Based RAN: Towards Scalable and AI-Based Solutions for Beyond-5G Radio Access Networks
Vorobyov, S. (Principal investigator), Esfandiari, M. (Project Member), Hassas Irani, K. (Project Member) & Zhang, T. (Project Member)
01/01/2023 → 31/12/2025
Project: Academy of Finland: Other research funding