Pareto Optimization of Data Transmission in a Partially Observed Communication Network

N. Kuznetsov, D. V. Myasnikov, K. Semenikhin
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Abstract

The communication network under consideration consists of two stations: a single-server queuing system with non-stationary arrivals of packets and an unobserved stochastic channel with finite number of states. The service rate being proportional to the controlled transmission rate depends on the channel state. The probability of packet loss increases as the queue load becomes higher or the channel state worsens. The goal of the problem is to choose the transmission rate to minimize both packet losses and signal energy. The solution is based on visualization of Pareto optimal control policies with incomplete information. Two estimators (optimal filter and current queue state) and two operations (expectation and mode) are used to track changes in the stochastic channel. Computer simulation results are presented to compare the controls obtained.
部分观测通信网络中数据传输的Pareto优化
考虑的通信网络由两个站点组成:具有非平稳到达数据包的单服务器排队系统和具有有限状态数的不可观察随机信道。服务速率与控制传输速率成正比取决于信道状态。随着队列负载的增加或通道状态的恶化,丢包的概率也会增加。该问题的目标是选择传输速率以最小化数据包丢失和信号能量。该方法基于不完全信息下Pareto最优控制策略的可视化。使用两个估计器(最优滤波器和当前队列状态)和两个操作(期望和模式)来跟踪随机通道的变化。给出了计算机仿真结果来比较所得到的控制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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