节点文献
基于POMDP的VOD接入控制建模与仿真
Modeling and simulation of the admission control of VOD based on POMDP
【摘要】 为分布式视频点播(video on demand,VOD)接入控制建立了基于POMDP(部分可观Markov决策过程)的数学模型,应用策略梯度优化算法仿真求解模型的最优策略.仿真结果表明,基于POMDP模型的仿真有效地缩短了仿真时间;与传统分布式系统的接入控制方法相比,更合理地利用了系统的资源,可以给运营商带来更大的效益.
【Abstract】 A POMDP(partially observable Markov decision process)-based admission control model was proposed for distributed VOD admission control system,and the optimal admission policy was obtained by applying the policy-gradient approach through computer simulation.Simulation results show that model-based simulation can save much more running time compared to system-based simulation.Meanwhile,the policy can make better use of the resources and provide more benefits to the providers than the traditional admission policy of distributed system.
【关键词】 POMDP;
视频点播;
接入控制;
策略梯度优化算法;
【Key words】 POMDP; VOD; admission control; policy-gradient approach;
【Key words】 POMDP; VOD; admission control; policy-gradient approach;
【基金】 国家自然科学基金(60574065,60935001);中国高技术研究发展(863)计划(2006AA01Z114,2008AA01A317)资助
- 【文献出处】 中国科学技术大学学报 ,Journal of University of Science and Technology of China , 编辑部邮箱 ,2009年09期
- 【分类号】TN948.64
- 【被引频次】7
- 【下载频次】89