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Delay-Aware Dynamic Resource Management for High-Speed Railway Wireless Communications

机译:高速铁路无线通信延迟感知动态资源管理

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In this paper, we investigate the delay-aware dynamic resource management problem for multi-service transmission in high-speed railway wireless communications, with a focus on resource allocation among the services and power control along the time. By taking account of average delay requirements and power constraints, the considered problem is formulated into a stochastic optimization problem, rather than pursuing the traditional convex optimization means. Inspired by Lyapunov optimization theory, the intractable stochastic optimization problem is transformed into a tractable deterministic optimization problem, which is a mixed-integer resource management problem. By exploiting the specific problem structure, the mixed-integer resource management problem is equivalently transformed into a single variable problem, which can be effectively solved by the golden section search method with guaranteed global optimality. Finally, we propose a dynamic resource management algorithm to solve the original stochastic optimization problem. Simulation results show the advantage of the proposed dynamic algorithm and reveal that there exists a fundamental tradeoff between delay requirements and power consumption.
机译:在本文中,我们调查了高速铁路无线通信中多次服务传输的延迟感知动态资源管理问题,重点是服务中的资源分配沿着时间的功率控制。通过考虑平均延迟要求和功率约束,所考虑的问题被制定为随机优化问题,而不是追求传统的凸优化手段。灵感来自Lyapunov优化理论,难以应变的随机优化问题转变为一个易行的确定性优化问题,这是一个混合整数资源管理问题。通过利用特定问题结构,将混合整数资源管理问题等效地转换为单个变量问题,可以通过具有保证的全局最优性的金段搜索方法有效地解决。最后,我们提出了一种动态资源管理算法来解决原始随机优化问题。仿真结果表明了提出的动态算法的优势,并揭示了延迟要求和功耗之间存在的基本权衡。

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