研究目的
To maximize the network sum rate in multi-cell virtualized wireless networks (VWNs) while satisfying the minimum required rate of each slice through joint BS assignment, sub-carrier, and power allocation.
研究成果
The proposed joint BS, sub-carrier, and power allocation algorithm significantly improves the throughput and coverage of VWN, especially for cell-edge users, compared to traditional approaches. The iterative algorithm based on CGP and SCA efficiently solves the non-convex optimization problem with reasonable computational complexity.
研究不足
The optimization problem is non-convex and NP-hard, suffering from high computational complexity. The feasibility of the problem can be affected by deep fades and/or high interference.
1:Experimental Design and Method Selection
The methodology involves developing a joint BS assignment, sub-carrier, and power allocation algorithm using successive convex approximation (SCA) and complementary geometric programming (CGP).
2:Sample Selection and Data Sources
The study considers a multi-cell VWN scenario with M = 4 BSs and K = 4 sub-carriers serving G = 2 slices in a 2 × 2 square area.
3:List of Experimental Equipment and Materials
The simulation setup includes BSs located at specific coordinates, with channel power gains based on path loss and Rayleigh fading model.
4:Experimental Procedures and Operational Workflow
The proposed algorithm is a two-step iterative approach: Step 1 derives the optimum user-association, and Step 2 finds the optimum power allocation for the obtained user-association.
5:Data Analysis Methods
The performance is evaluated through simulation results, comparing the proposed approach with a traditional SINR-based method in terms of total rate, outage probability, and coverage.
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