A fast non-linear adaptive algorithm for video traffic prediction

被引:7
|
作者
Zhao, L [1 ]
Ansari, N [1 ]
Shi, YQ [1 ]
机构
[1] New Jersey Inst Technol, Dept Elect & Comp Engn, Adv Networking Lab, Newark, NJ 07102 USA
来源
INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: CODING AND COMPUTING, PROCEEDINGS | 2002年
关键词
D O I
10.1109/ITCC.2002.1000359
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To guarantee quality of service (QoS), the requirements for video transmission such as delay and cell loss rate (CLR) are very stringent. These constraints are difficult to meet if high network utilization is desired Dynamic bandwidth allocation is thus needed Video traffic prediction can play an important role in dynamic bandwidth allocation and traffic management in highspeed networks. In this paper, we propose a fast convergent algorithm to predict the variation of I frames, based on which the bandwidth is assigned. The new algorithm can achieve fast convergence and small prediction error.
引用
收藏
页码:54 / 58
页数:5
相关论文
共 50 条
  • [21] Improving CELP coders by backward adaptive non-linear prediction
    DiazdeMaria, F
    FigueirasVidal, AR
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 1997, 11 (07) : 585 - 601
  • [22] A Prediction Scheme for VBR Video Traffic using A Fast Orthogonal Search Algorithm
    Hassan, Mohamed
    Atia, Mohamed
    Noureldin, Ahoelmagd
    2014 UKSIM-AMSS 16TH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION (UKSIM), 2014, : 542 - 547
  • [23] Adaptive transmittance dehazing algorithm based on non-linear transformation
    Sun J.
    Xie L.
    Du M.
    Luo L.
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2022, 49 (01): : 208 - 215
  • [24] AN ADAPTIVE NON-LINEAR LEAST-SQUARES ALGORITHM - REMARK
    GAY, DM
    ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1983, 9 (01): : 139 - 139
  • [25] GARCH - Non-linear time series model for traffic modeling and prediction
    Anand, Nikkie C.
    Scoglio, Caterina
    Natarajan, Balasubramaniam
    2008 IEEE NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM, VOLS 1 AND 2, 2008, : 694 - 697
  • [26] Adaptive training and pruning algorithm for variable bit rate video traffic prediction
    Xiong, T
    Chang, SJ
    Shen, JY
    Zhang, YX
    ACTA PHYSICA SINICA, 2005, 54 (04) : 1931 - 1936
  • [27] AFAS - adaptive fast approximate simulation for non-linear model reduction
    Nahvi, Shahkar Ahmad
    Mashuq-un-Nabi
    Janardhanan, S.
    INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2013, 19 (02) : 113 - 124
  • [28] Fast adaptive control of a non-linear system by an adaline:: motion in a fluid
    Labonté, G
    PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3, 2002, : 1837 - 1841
  • [29] Adaptive non-linear modeling
    David, A
    Aboulnasr, T
    1998 IEEE SYMPOSIUM ON ADVANCES IN DIGITAL FILTERING AND SIGNAL PROCESSING, 1998, : 126 - 129
  • [30] Accurate and efficient traffic monitoring using adaptive non-linear sampling method
    Hu, Chengchen
    Wang, Sheng
    Tian, Jia
    Liu, Bin
    Cheng, Yu
    Chen, Yan
    27TH IEEE CONFERENCE ON COMPUTER COMMUNICATIONS (INFOCOM), VOLS 1-5, 2008, : 421 - 429