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Cross-Layer MIMO Transceiver Optimization for Multimedia Streaming in Interference Networks

机译:用于多媒体流的跨层mImO收发器优化   干扰网络

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摘要

In this paper, we consider dynamic precoder/decorrelator optimization formultimedia streaming in MIMO interference networks. We propose a trulycross-layer framework in the sense that the optimization objective is theapplication level performance metrics for multimedia streaming, namely theplayback interruption and buffer overflow probabilities. The optimizationvariables are the MIMO precoders/decorrelators at the transmitters and thereceivers, which are adaptive to both the instantaneous channel condition andthe playback queue length. The problem is a challenging multi-dimensionalstochastic optimization problem and brute-force solution has exponentialcomplexity. By exploiting the underlying timescale separation and specialstructure in the problem, we derive a closed-form approximation of the valuefunction based on continuous time perturbation. Using this approximation, wepropose a low complexity dynamic MIMO precoder/decorrelator control algorithmby solving an equivalent weighted MMSE problem. We also establish the technicalconditions for asymptotic optimality of the low complexity control algorithm.Finally, the proposed scheme is compared with various baselines throughsimulations and it is shown that significant performance gain can be achieved.
机译:本文考虑了MIMO干扰网络中多媒体流的动态预编码器/解相关器优化。从优化目标是多媒体流的应用程序级性能指标(即回放中断和缓冲区溢出概率)的意义上说,我们提出了一个真正的跨层框架。最优化变量是发射机和接收机处的MIMO预编码器/解相关器,它们既适合瞬时信道条件又适合播放队列长度。该问题是具有挑战性的多维随机优化问题,蛮力解决方案具有指数复杂性。通过利用问题中潜在的时间尺度分离和特殊结构,我们基于连续时间扰动推导了值函数的闭式近似。使用这种近似,我们通过解决等效加权MMSE问题,提出了一种低复杂度的动态MIMO预编码器/解相关器控制算法。最后,通过仿真比较了所提出的方案与各种基线,证明了该方案的可观性能。

著录项

  • 作者

    Zhang, Fan; Lau, Vincent K. N.;

  • 作者单位
  • 年度 2013
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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