Title :
A new approach to cross-layer optimization of multimedia systems
Author :
Mastronarde, Nicholas ; Van der Schaar, Mihaela
Author_Institution :
Dept. of Electr. Eng., UCLA, Los Angeles, CA, USA
Abstract :
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.
Keywords :
Markov processes; multimedia systems; optimisation; cross layer optimization; hardware layers; layered Markov decision process; multimedia systems; myopic optimizations; operating system; Concrete; Costs; Decision making; Design optimization; Encoding; Hardware; Multimedia systems; Operating systems; Resource management; Time varying systems; Cross-layer multimedia system design; Foresighted decision making; Layered Markov decision process;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495995