无线多用户OFDM系统的遍历容量和平均速率保证调度

Xin Wang, G. Giannakis
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引用次数: 23

摘要

调度多用户正交频分复用传输是一项具有挑战性的任务,涉及子载波、速率和功率资源的共同优化分配。确定性信道的优化问题可以简化为一个指数级复杂的整数程序。有趣的是,本文表明,只要随机衰落信道具有连续分布函数,在低复杂度的无线环境中,几乎可以肯定最优分配是可能的。具体地说,建立了遍历容量分配遵循一个贪婪注水方案,该方案在用户和子载波数量上具有线性复杂度。结果扩展到通过一般效用函数和对最小平均用户率的约束来适应公平性。当信道分布已知时,最优在线方案依靠低复杂度可证明收敛的次梯度迭代来获得相关的对偶变量。为了适应信道的不确定性,随机次梯度迭代提供在线对偶变量,保证其收敛于离线对偶变量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ergodic capacity and average rate-guaranteed scheduling for wireless multiuser OFDM systems
The challenging task of scheduling multi-user orthogonal frequency-division multiplexed transmissions amounts to jointly optimum allocation of subcarriers, rate and power resources. The optimization problem for deterministic channels reduces to an integer program known to be exponentially complex. Interestingly, the present paper shows that almost surely optimal allocation is possible at low complexity in the wireless setup, provided that the random fading channel has continuous distribution function. Specifically, it is established that the ergodic capacity achieving allocation follows a greedy water-filling scheme with linear complexity in the number of users and subcarriers. The result extends to accommodate fairness through general utility functions and constraints on the minimum average user rates. When the channel distribution is known, the optimal on-line scheme relies on low-complexity provably convergent subgradient iterations to obtain pertinent dual variables off line. To accommodate channel uncertainties, stochastic subgradient iterations provide dual variables on line with guaranteed convergence to their off-line counterparts.
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