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计算机工程

• 移动互联与通信技术 • 上一篇    下一篇

衰落信道数据包传输跨层优化模型改进

冯正勇   

  1. (西华师范大学 电子信息工程学院,四川 南充 637002)
  • 收稿日期:2015-10-14 出版日期:2016-11-15 发布日期:2016-11-15
  • 作者简介:冯正勇(1978—),男,副教授、博士,主研方向为无线网络流媒体传输。
  • 基金资助:
    国家自然科学基金青年基金“基于不确定规划理论的无线网络视频流传输研究”(61302119);西华师范大学博士科研启动基金“异构无线网络流媒体传输QOE优化”(13E003);西华师范大学创新创业训练计划项目“物联网技术”(CXTD2014-12)。

Improvement of Cross-layer Optimization Model for Data Packet Transmission over Fading Channels

FENG Zhengyong   

  1. (School of Electronical Information Engineering,China West Normal University,Nanchong,Sichuan 637002,China)
  • Received:2015-10-14 Online:2016-11-15 Published:2016-11-15

摘要: 在单输入单输出无线数据包传输系统中,普遍采用马尔可夫决策过程(MDP)模型求解最优发送速率控制策略以减小传输丢包率,但在现有模型中,忽略了队列溢出丢包的影响,造成模型求解的结果与实际相比误差较大。为此,提出一种改进的跨层优化MDP模型。在一步转移报酬函数中引入队列溢出丢包的计算因子,基于改进模型求解得到新的最优发送速率控制策略。仿真结果表明,与原来的MDP模型相比,该模型更准确,其偏离仿真值的平均误差由12%降低为3%,能获得较好的最优化目标值。

关键词: 有限状态马尔可夫信道, 自适应调制和编码, 速率控制, 马尔可夫决策过程, 跨层优化

Abstract: In a single-input-single-output wireless data packet transmission system,the Markov Decision Process(MDP)model is generally used to obtain an optimal transmission rate control policy to reduce the packet loss rate.But in the existing model,the queue overflow packet loss is ignored,causing that the result obtained by model calculating is inaccurrate compared with the practical result.To resolve this problem,an improved cross-layer MDP model is proposed.In this model,a factor of queue overflow packets loss is introduced in the one-step transition reward function.A new optimal transmission rate control policy is obtained from the improved MDP model.Simulation results show that the optimal transmission rate control policy obtained from the improved MDP model is more accurate compared with the previous one and it reduces the simulation deviation error from 12% to 3% on average,yielding better optimal target value.

Key words: Finite State Markov Channel(FSMC), Adaptive Modulation and Coding(AMC), rate control, Markov Decision Process(MDP), cross-layer optimization

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