研究目的
To investigate the energy efficiency (EE) tradeoff between users in an interference network and to design an energy-efficient resource allocation scheme.
研究成果
The study demonstrates that orthogonal bandwidth sharing can achieve a better EE than non-orthogonal sharing when the interference between each user pair is stronger than a given threshold. The proposed algorithms effectively address the EE tradeoff in interference networks, providing valuable insights for designing energy-efficient resource allocation schemes.
研究不足
The study assumes that all channel state information (CSI) is known at a central controller, which may not be feasible in all practical scenarios. The proposed algorithm converges to a local optimum, and its performance may vary with the starting point. The study does not consider partial orthogonal sharing, which could potentially offer better performance in certain scenarios.
1:Experimental Design and Method Selection:
The study formulates a non-concave multi-objective optimization problem (MOOP) to investigate the EE tradeoff, considering the minimum data rate requirement of each user. The weighted Tchebycheff method is used to convert the MOOP into a single-objective optimization problem, which is then solved by the Dinkelbach method and the concave-convex procedure method. A power control algorithm is developed for the interference network to achieve at least a local optimum.
2:Sample Selection and Data Sources:
The study considers a network with N pairs of users transmitting on the same channel simultaneously. The channel power gain between transmitters and receivers is modeled with path loss and fading components.
3:List of Experimental Equipment and Materials:
The study involves simulations with parameters such as distance between user pairs, path loss exponent, shadow fading standard deviation, maximum transmit power, and fixed circuit power consumption.
4:Experimental Procedures and Operational Workflow:
The performance of the proposed algorithms is verified by numerical results, comparing orthogonal and non-orthogonal bandwidth sharing scenarios under different interference conditions.
5:Data Analysis Methods:
The study uses numerical simulations to analyze the EE tradeoff and the effectiveness of the proposed resource allocation algorithms.
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