Joint Active and Passive Beamforming Optimization of Reconfigurable Intelligent Surface(RIS)-aided MIMO Communication using GA, PSO and GA-PSO Hybrid algorithm optimization.
Budget: $250 – $750 USD
The main objectives of this research are as follows:
· Joint Beamforming Optimization: Develop and implement optimization algorithms using GA, PSO, and a hybrid GA-PSO approach to jointly optimize the beamforming vectors at the Base Station (BS) and phase shifts at the RIS.
· Performance Improvement: Maximize the achievable sum rate, improve the signal-to-noise ratio (SNR), and minimize power consumption by solving the non-convex optimization problem of joint beamforming.
· Algorithmic Comparison: Conduct a performance analysis and comparison of GA, PSO, and GA-PSO algorithms under various simulation conditions, including different RIS elements, users, and channel environments.
· Energy Efficiency: Ensure that the designed algorithms maintain or enhance energy efficiency while providing better signal coverage and quality in dynamic communication environments.
The project timeline is expected to be 15 Days.
· Joint Beamforming Optimization: Develop and implement optimization algorithms using GA, PSO, and a hybrid GA-PSO approach to jointly optimize the beamforming vectors at the Base Station (BS) and phase shifts at the RIS.
· Performance Improvement: Maximize the achievable sum rate, improve the signal-to-noise ratio (SNR), and minimize power consumption by solving the non-convex optimization problem of joint beamforming.
· Algorithmic Comparison: Conduct a performance analysis and comparison of GA, PSO, and GA-PSO algorithms under various simulation conditions, including different RIS elements, users, and channel environments.
· Energy Efficiency: Ensure that the designed algorithms maintain or enhance energy efficiency while providing better signal coverage and quality in dynamic communication environments.
The project timeline is expected to be 15 Days.
Related categories:
Wireless
Matlab and Mathematica
Algorithm
Electrical Engineering
Telecommunications Engineering