Online layered learning for cross-layer optimization of dynamic multimedia systems

MMSys'10 - Proceedings of the 2010 ACM SIGMM Conference on Multimedia Systems

Volumn , Issue , 2010, Pages 47-58

  Mastronarde, Nicholas ^a   Van Der Schaar, Mihaela ^a  

^a Engineering IV   (United States)

Author keywords

Cross layer adaptation to support real time requirements; Cross layer multimedia system design; Foresighted decision making; Layered reinforcement learning

Indexed keywords

CROSS-LAYER; CROSS-LAYER ADAPTATION; CROSS-LAYER ADAPTATION TO SUPPORT REAL-TIME REQUIREMENTS; MULTIMEDIA SYSTEM DESIGN; REAL TIME REQUIREMENT;

DECISION MAKING; DESIGN; MARKOV PROCESSES; MATHEMATICAL MODELS; MULTIMEDIA SYSTEMS; ONLINE SYSTEMS; OPTIMIZATION; REAL TIME SYSTEMS; REINFORCEMENT; REINFORCEMENT LEARNING;

LEARNING ALGORITHMS;

EID: 77951259655     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1730836.1730843     Document Type: Conference Paper

References (13)

1. th IEEE International Parallel and Distributed Processing Symposium, 2005.
2. W. Yuan, K. Nahrstedt, S. V. Adve, D. L. Jones, R. H. Kravets, "GRACE-1: cross-layer adaptation for multimedia quality and battery energy," IEEE Trans. on Mobile Computing, vol.5, no.7, pp. 799-815, July 2006.
3. Z. He, W. Cheng, X. Chen, "Energy minimization of portable video communication devices based on power-rate-distortion optimization," IEEE Trans. on Circuits and Systems for Video Technology, vol.18, no.5, May 2008.
4. D. G. Sachs, S. Adve, D. L. Jones, "Cross-layer adaptive video coding to reduce energy on general-purpose processors," in Proc. International Conference on Image Processing, vol.3, pp. III-109-112 vol. 2, Sept. 2003.
5. E.-Y. Chung, L. Benini, A. Bogliolo, Y.-H. Lu, and G. De Micheli, "Dynamic power management for nonstationary service requests," IEEE Trans. on Computers, vol.51, no.11, Nov. 2002.
6. L. P. Kaelbling, M. L. Littman, and A. W. Moore, "Reinforcement learning: a survey," Journal of Artificial Intelligence Research 4, pp. 237-285, May 2005.
7. th International Conference on Autonomic Computer, 2007.
8. D. S. Turaga and T. Chen, "Hierarchical modeling of variable bit rate video sources," Packet Video Workshop, May 2001.
9. A. Ortega, K. Ramchandran, M. Vetterli, "Optimal trellisbased buffered compression and fast approximations," IEEE Trans. on Image Processing, vol.3, no.1, pp. 26-40, Jan. 1994.
10. J. Nieh, M.S. Lam, "The design, implementation and evaluation of SMART: a scheduler for multimedia applications," Proc. of the Sixteenth ACM Symposium on Operating Systems Principles, pp. 184-197, Oct. 1997.
11. N. Mastronarde and M. van der Schaar, "Towards a general framework for cross-layer decision making in multimedia systems," IEEE Trans. on Circuits and Systems for Video Technology, vol.19, no.5, pp. 719-732, May 2009.
12. P. A. Dinda, and D. R. O'Hallaron, "An evaluation of linear models for host load prediction," Proc. IEEE Internat. Sympos. High Perf. Distrib. Comput., pp. 87-96, Aug. 1999.
13. Y. Andreopoulos and M. van der Schaar, "Adaptive Linear Prediction for Resource Estimation of Video Decoding," IEEE Trans. Circuits Syst. Video Technol., vol.17, no.6, pp. 751-764, June 2007.