A NEW APPROACH TO CROSS-LAYER OPTIMIZATION OF MULTIMEDIA SYSTEMS

被引:0
|
作者
Mastronarde, Nicholas [1 ]
van der Schaar, Mihaela [1 ]
机构
[1] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90024 USA
关键词
Cross-layer multimedia system design; Foresighted decision making; Layered Markov decision process; ENERGY;
D O I
10.1109/ICASSP.2010.5495995
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In recent years, cross-layer multimedia system design and optimization has garnered significant attention; however, there is no existing rigorous methodology for optimizing two or more system layers (e. g. the application, operating system, and hardware layers) jointly while maintaining a separation among the decision processes of each layer. Moreover, existing work often relies on myopic optimizations, which ignore the impact of decisions made at the current time on the system's future performance. In this paper, we propose a novel systematic framework for jointly optimizing the different system layers to improve the performance of one multimedia application. In particular, we model the system as a layered Markov Decision Process (MDP), which enables each layer to make autonomous and foresighted decisions that optimize the system's long-term performance.
引用
收藏
页码:2310 / 2313
页数:4
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