基于椭球法的携能通信OFDM系统能效优化算法
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作者单位:

1.南京邮电大学通信与信息工程学院,南京 210003;2.南京邮电大学通信与网络技术国家工程研究中心,南京 210003

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国家自然科学基金(61971241,62071245);南京邮电大学研究项目(NY220008)。


Energy Efficiency Optimization for OFDM with SWIPT Based on Ellipsoid Method
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Affiliation:

1.College of Telecommunications and Information Engineering,Nanjing University of Posts and Telecommunications,Nanjing 210003, China;2.National Engineering Research Center for Communication and Network Technology, Nanjing University of Posts and Telecommunications,Nanjing 210003,China

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    摘要:

    随着无线通信技术的快速发展,无线接入设备日益增多,但系统能耗也在不断增长。具备无线携能通信能力的正交频分复用(Orthogonal frequency division multiplexing, OFDM)系统可以有效提高系统能量效率。本文针对以系统能效为优化目标的资源分配问题,提出了基于椭球法的携能通信OFDM系统能效优化算法。该算法采用椭球法对拉格朗日乘子进行更新,可以有效加快算法收敛速度,提升算法性能。仿真实验结果表明,所提出基于椭球法的能效优化算法能有效解决以系统能效为优化目标的资源分配问题,与次梯度法相比,椭球法的收敛速度更快,能够显著地降低算法复杂度。

    Abstract:

    With the rapid development of wireless communication technology, the number of wireless access devices is increasing while the energy consumption of the system is also increasing. An orthogonal frequency division multiplexing(OFDM) system with wireless energy-carrying communication capability can effectively improve energy efficiency. Aiming at the problem of resource allocation with system energy efficiency as the optimization goal, an energy efficiency optimization algorithm for energy-carrying communication OFDM systems based on ellipsoid method is proposed. The algorithm uses ellipsoid method to update the Lagrange multiplier, which can effectively accelerate the convergence speed and improve the performance of the algorithm. Simulation results show that the proposed algorithm can effectively solve the resource allocation problem with system energy efficiency as the optimization objective. Compared with the subgradient method, the ellipsoid method has a faster convergence speed and can significantly reduce the complexity of the algorithm.

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蒋锐,项家璇,徐友云.基于椭球法的携能通信OFDM系统能效优化算法[J].数据采集与处理,2023,38(4):986-994

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  • 收稿日期:2022-03-24
  • 最后修改日期:2022-11-19
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  • 在线发布日期: 2023-09-06