Admission control in UMTS networks based on approximate dynamic programming

被引:16
|
作者
Pietrabissa, Antonio [1 ]
机构
[1] Univ Roma La Sapienza, Comp & Syst Sci Dept, I-00184 Rome, Italy
关键词
Approximate Dynamic Programming (ADP); Connection Admission Control (CAC); Markov Decision Process (MDP); Universal Mobile Telecommunications System (UMTS);
D O I
10.3166/EJC.14.62-75
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 paper presents a Connection Admission Control (CAC) algorithm for Universal Mobile Teleconimunications System (UMTS) networks based on an Approximate Dynamic Programming (ADP) approach. To deal with the non-stationary environment to the time-varying statistical characteristics of the offered traffic, the admission policy, has to be computed periodically based on on-line measurements. If standard algorithms are used, the optimal policy computation is excessively time-consuming to be performed on-line. Thus, an ADP approach for the computation of a sub-optimal admission policy is proposed. The ADP approach is based (i) on the reduction of the policy space, and (ii) on an approximated state-space aggregation. Theoretical results and numerical simulations show the effectiveness of the proposed approach, which is currently being implemented in a real UMTS testbed.
引用
收藏
页码:62 / 75
页数:14
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