A policy approximation method for the UMTS connection admission control problem modelled as an MDP

被引:10
|
作者
Pietrabissa, Antonio [1 ]
机构
[1] Univ Roma La Sapienza, Dept Comp Sci & Syst, I-00185 Rome, Italy
关键词
Markov decision processes; connection admission control; approximated dynamic programming; communication networks; UMTS networks; CALL ADMISSION; NETWORKS; POWER; MULTICLASS; QOS;
D O I
10.1080/00207170902774233
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article presents a connection admission control (CAC) algorithm for UMTS networks based on the Markov decision process (MDP) approach. To deal with the non-stationary environment due to the time-varying statistical characteristics of the offered traffic, the admission policy has to be computed periodically based on on-line measurements, and the optimal policy computation is excessively time-consuming to be performed on-line. Thus, this article proposes a reduction of the policy space coupled with an aggregation of the state space for the fast computation of a sub-optimal admission policy. Theoretical results and numerical simulations show the effectiveness of the proposed approach.
引用
收藏
页码:1814 / 1827
页数:14
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  • [1] A new LP formulation of the admission control problem modelled as an MDP under average reward criterion
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    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2011, 42 (12) : 2085 - 2096
  • [2] Connection admission control in UMTS radio access networks
    Malomsoky, S
    Rácz, S
    Nádas, S
    [J]. COMPUTER COMMUNICATIONS, 2003, 26 (17) : 2011 - 2023
  • [3] CONNECTION ADMISSION CONTROL IN A HYBRID NETWORK (SATELLITE-WIMAX-UMTS)
    Atojoko, A. A.
    Halliwell, R. A.
    Abd-Alhameed, R. A.
    Anoh, O. O.
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    [J]. PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON INTERNET TECHNOLOGIES AND APPLICATIONS (ITA 11), 2011, : 574 - 585
  • [4] An optimal approach to the connection admission control problem
    Bruni, C.
    Delli Priscoli, F.
    Koch, G.
    Marchetti, I.
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2006, 79 (10) : 1237 - 1250
  • [5] Measurement-based connection admission control in UMTS : Single cell case
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    Chahed, T
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  • [6] Transient and approximation approach for connection admission control in CDMA systems
    Jang, YM
    [J]. MULTIACCESS, MOBILITY AND TELETRAFFIC IN WIRELESS COMMUNICATIONS: VOLUME 5, 2000, : 401 - 412
  • [7] An Innovative Approach to the Formulation of Connection Admission Control Problem
    Bruni, Carlo
    Priscoli, Francesco Delli
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    [J]. PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 18, 2006, 18 : 166 - 173
  • [8] A METHOD FOR PERFORMING CONNECTION ADMISSION CONTROL IN DIFFSERV NETWORKS
    Nguyen Hong Son
    Le Huu Lap
    [J]. 11TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS I-III, PROCEEDINGS,: UBIQUITOUS ICT CONVERGENCE MAKES LIFE BETTER!, 2009, : 227 - +
  • [9] Central limit approximation approach for connection admission control in broadband satellite systems
    Jang, YM
    [J]. ELECTRONICS LETTERS, 2000, 36 (03) : 255 - 256
  • [10] An adaptive connection admission control policy for VBR+ service class
    Mukherjee, S
    Reininger, D
    Sengupta, B
    [J]. JOURNAL OF HIGH SPEED NETWORKS, 1998, 7 (3-4) : 189 - 211