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
相关论文
共 50 条
  • [11] A Cross-Layer Optimization QoS Scheme in Wireless Multimedia Sensor Networks
    Fan, Shu
    [J]. ALGORITHMS, 2019, 12 (04)
  • [12] On cross-layer adaptivity and optimization for multimedia CDMA mobile wireless networks
    Chan, YS
    Pei, Y
    Qu, Q
    Modestino, JW
    [J]. ISCCSP : 2004 FIRST INTERNATIONAL SYMPOSIUM ON CONTROL, COMMUNICATIONS AND SIGNAL PROCESSING, 2004, : 579 - 582
  • [13] Cross-Layer MIMO Transceiver Optimization for Multimedia Streaming in Interference Networks
    Zhang, Fan
    Lau, Vincent K. N.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (05) : 1235 - 1244
  • [14] Cross-Layer Optimization for Multimedia Transport over Multicode CDMA Networks
    Chen, Hui
    Chan, Henry C. B.
    Leung, Victor C. M.
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2011, 10 (06) : 810 - 820
  • [15] A Cross-Layer Approach to Enhance QoS for Multimedia Applications Over Satellite
    Mathieu Gineste
    Nicolas Van Wambeke
    Ernesto Exposito
    Christophe Chassot
    Laurent Dairaine
    [J]. Wireless Personal Communications, 2009, 50 : 305 - 328
  • [16] A Cross-Layer Approach to Fair Resource Allocation for Multimedia Service in WiMAX
    Hong, Seok-hoon
    Lee, Yong-hun
    Jung, Jae-Yoon
    Suh, Doug Young
    [J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2010, 4 (06): : 1006 - 1022
  • [17] A Cross-Layer Approach to Enhance QoS for Multimedia Applications Over Satellite
    Gineste, Mathieu
    Van Wambeke, Nicolas
    Exposito, Ernesto
    Chassot, Christophe
    Dairaine, Laurent
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2009, 50 (03) : 305 - 328
  • [18] Coordinated Handover Initiation and Cross-Layer Adaptation for Mobile Multimedia Systems
    Triantafyllopoulou, Dionysia
    Passas, Nikos
    Kaloxylos, Alexandros
    Merakos, Lazaros
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2009, 11 (06) : 1131 - 1139
  • [19] Design and evaluation of a cross-layer adaptation framework for mobile multimedia systems
    Yuan, WH
    Nahrstedt, K
    Adve, SV
    Jones, DL
    Kravets, RH
    [J]. MULTIMEDIA COMPUTING AND NETWORKING 2003, 2003, 5019 : 1 - 13
  • [20] Cross-Layer Optimization for VR Video Multicast Systems
    Park, Jounsup
    Hwang, Jenq-Neng
    Wei, Hung-Yu
    [J]. 2018 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2018,