Interference channel sum rate optimization on the Grassmann manifold

M. Rezaee, M. Guillaud
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引用次数: 3

Abstract

The problem of truncated unitary precoder design for the Multiple-Input Multiple-Output Interference Channel (MIMO-IC) is investigated. A simple gradient ascent method is utilized over the Grassmann manifold to maximize the sum rate achieved over the MIMO-IC. Since such optimization methods are not guaranteed to converge to the global solution, we also introduce an implementation of simulated annealing for the problem at hand and compare the performance of the two methods. The results show that the gradient on the Grassmann manifold provides gains over existing methods such as max-SINR, in particular when asymmetric channels are considered and the achieved performance is comparable to that achieved by more complex methods not restricted to unitary constraints. Furthermore it performs close to the simulated annealing method at low SNR regime.
格拉斯曼流形上干扰信道和速率优化
研究了多输入多输出干扰信道(MIMO-IC)的截断酉预编码器设计问题。一种简单的梯度上升方法被利用在格拉斯曼流形上,以最大化在MIMO-IC上实现的和速率。由于这种优化方法不能保证收敛到全局解,我们还引入了模拟退火的实现,并比较了两种方法的性能。结果表明,Grassmann流形上的梯度比现有方法(如max-SINR)提供了增益,特别是当考虑不对称通道时,所获得的性能可与不受单一约束的更复杂方法所获得的性能相媲美。此外,在低信噪比条件下,它的性能接近模拟退火方法。
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