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QoS-Based Cross-Layer Scheduling for Wireless Multimedia Transmissions with Adaptive Modulation and Coding

机译:具有自适应调制和编码的基于QoS的无线多媒体传输跨层调度

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摘要

It is challenging to design effective scheduling algorithms for multimedia transmissions over wireless channels that employ adaptive modulation and coding (AMC). On the one hand, it is desirable for the overall system throughput to be enhanced by taking advantage of multi-user diversity. On the other hand, fairness or QoS guarantees need to be maintained for individual users, especially in the case of multimedia applications that have strict delay requirements. In this paper, we propose a novel scheduling algorithm called QoS-based cross-layer scheduling (QoS-CLS) to achieve a good design tradeoff. To maximize the system throughput, the algorithm takes into account the information on both the physical layer and the data link layer to schedule user transmissions. Using cross-layer information, the scheduling problem is formulated as a Markov Decision Process and the optimal decision policy (based on the channel status, traffic state, and buffer status of each traffic flow) is pre-calculated by linear programming. This policy is then stored in the system for scheduling in real-time. Simulation results show that QoS-CLS can greatly enhance the channel throughput compared to existing algorithms because of its cross-layer QoS consideration and the optimization method. Moreover, it can provide QoS guarantees while achieving efficient resource sharing among different traffic flows.
机译:为采用自适应调制和编码(AMC)的无线信道上的多媒体传输设计有效的调度算法具有挑战性。一方面,期望通过利用多用户分集来提高整个系统的吞吐量。另一方面,需要为单个用户维护公平性或QoS保证,尤其是在多媒体应用具有严格的延迟要求的情况下。在本文中,我们提出了一种新颖的调度算法,称为基于QoS的跨层调度(QoS-CLS),以实现良好的设计权衡。为了使系统吞吐量最大化,该算法将物理层和数据链路层上的信息都考虑在内,以调度用户传输。使用跨层信息,将调度问题表述为马尔可夫决策过程,并通过线性编程预先计算最佳决策策略(基于每个业务流的信道状态,业务状态和缓冲区状态)。然后将该策略存储在系统中以进行实时调度。仿真结果表明,基于QoS-CLS的跨层QoS考虑和优化方法,与现有算法相比,可以大大提高信道吞吐量。而且,它可以提供QoS保证,同时在不同流量之间实现有效的资源共享。

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