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Sidelobe reduction and capacity improvement of open-loop collaborative beamforming in wireless sensor networks
Suhanya Jayaprakasam1, Sharul Kamal Abdul Rahim2, Chee Yen Leow2
1Wireless Systems Laboratory, Department of Electronics and Computer Engineering, Hanyang University, Seoul, South Korea.
Plos One
|May 3, 2017
Summary
Collaborative beamforming (CBF) sidelobe reduction can improve unintended receiver capacity. The weightless swarm algorithm (WSA) achieved significant peak sidelobe level (PSL) reduction and capacity gains, especially for small, dense CBF clusters.
Area of Science:
- Wireless communication
- Signal processing
- Optimization algorithms
Background:
- Collaborative beamforming (CBF) uses multiple collaborating nodes (CNs) to form beams.
- Sidelobes in CBF cause interference for unintended receivers, impacting communication rates.
- Open-loop CBF cannot null interference due to lack of receiver feedback.
Purpose of the Study:
- To analyze the effect of peak sidelobe (PSL) reduction in CBF on unintended receiver capacity.
- To investigate the relationship between sidelobe reduction and capacity improvement.
- To evaluate meta-heuristic optimization methods for PSL minimization.
Main Methods:
- Applied three meta-heuristic optimization methods: Genetic Algorithm (GA), Particle Swarm Optimization (PSO), and Weightless Swarm Algorithm (WSA).
- Focused on minimizing the Peak Sidelobe Level (PSL) in CBF.
- Analyzed the resulting capacity changes for unintended receivers.
Main Results:
- Achieved an average reduction of 20 dB in PSL.
- Demonstrated up to 162% capacity improvement for unintended receivers in worst-case scenarios using WSA.
- Identified that PSL minimization benefits unintended receiver capacity only for small and dense CBF clusters.
Conclusions:
- PSL reduction in CBF is a viable strategy to mitigate interference and enhance unintended receiver capacity.
- The WSA optimization method proved effective for significant PSL reduction and capacity improvement.
- The effectiveness of PSL minimization for capacity enhancement is contingent on the CBF cluster's size and density.
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