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

机译:高速铁路无线网络的延迟感知动态资源管理   通讯

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摘要

In this paper, we investigate the delay-aware dynamic resource managementproblem for multi-service transmission in high-speed railway wirelesscommunications, with a focus on resource allocation among the services andpower control along the time. By taking account of average delay requirementsand power constraints, the considered problem is formulated into a stochasticoptimization problem, rather than pursuing the traditional convex optimizationmeans. Inspired by Lyapunov optimization theory, the intractable stochasticoptimization problem is transformed into a tractable deterministic optimizationproblem, which is a mixed-integer resource management problem. By exploitingthe specific problem structure, the mixed-integer resource management problemis equivalently transformed into a single variable problem, which can beeffectively solved by the golden section search method with guaranteed globaloptimality. Finally, we propose a dynamic resource management algorithm tosolve the original stochastic optimization problem. Simulation results show theadvantage of the proposed dynamic algorithm and reveal that there exists afundamental tradeoff between delay requirements and power consumption.
机译:在本文中,我们研究了高速铁路无线通信中用于多业务传输的可感知延迟的动态资源管理问题,重点关注服务之间的资源分配和功率控制。通过考虑平均延迟要求和功率约束,将所考虑的问题公式化为随机优化问题,而不是采用传统的凸优化方法。在Lyapunov优化理论的启发下,难处理的随机优化问题转化为易处理的确定性优化问题,这是一个混合整数资源管理问题。通过利用特定的问题结构,将混合整数资源管理问题等效地转换为单个变量问题,可以通过保证全局最优性的黄金分割搜索方法有效地解决该问题。最后,我们提出了一种动态资源管理算法来解决原始的随机优化问题。仿真结果表明了所提出的动态算法的优势,并揭示了在延迟要求和功耗之间存在根本的权衡。

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