Fuzzy logic based neural network models for load balancing in wireless networks

被引:19
作者
Wang, Yao-Tien [1 ]
Hung, Kuo-Ming [1 ]
机构
[1] Kainan Univ, Dept Informat Management, Tao Yuan, Taiwan
关键词
channel allocation; dynamic channel borrowing; dynamic load balancing; fuzzy logic based neural network models; wireless networks;
D O I
10.1109/JCN.2008.6388326
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, adaptive channel borrowing approach fuzzy neural networks for load balancing (ACB-FNN) is presented to maximized the number of served calls and the depending on asymmetries traffic load problem. In a wireless network, the call's arrival rate, the call duration and the communication overhead between the base station and the mobile switch center are vague and uncertain. A new load balancing algorithm with cell involved negotiation is also presented in this paper. The ACB-FNN exhibits better learning abilities, optimization abilities, robustness, and fault-tolerant capability thus yielding better performance compared with other algorithms. It aims to efficiently satisfy their diverse quality-of-service (QoS) requirements. The results show that our algorithm has lower blocking rate, lower dropping rate, less update overhead, and shorter channel acquisition delay than previous methods.
引用
收藏
页码:38 / 43
页数:6
相关论文
共 18 条
[11]  
Lin CT, 1996, Neural fuzzy systems: a neuro-fuzzy synergism to intelligent systems
[12]   A load balancing strategy using dynamic channel assignment and channel borrowing in cellular mobile environment [J].
Mitra, S ;
DasBit, S .
2000 IEEE INTERNATIONAL CONFERENCE ON PERSONAL WIRELESS COMMUNICATIONS, 2000, :278-282
[13]   Adaptive channel borrowing for quality of service in wireless cellular networks [J].
Wang, YT ;
Sheu, JP .
INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2006, 19 (02) :205-224
[14]   A dynamic channel-borrowing approach with fuzzy logic control in distributed cellular networks [J].
Wang, YT ;
Sheu, JP .
SIMULATION MODELLING PRACTICE AND THEORY, 2004, 12 (3-4) :287-303
[15]  
WON JJ, 2003, P IEEE VTC, P1527
[16]   FUZZY ALGORITHMS [J].
ZADEH, LA .
INFORMATION AND CONTROL, 1968, 12 (02) :94-&
[17]   COMPARISONS OF CHANNEL-ASSIGNMENT STRATEGIES IN CELLULAR MOBILE TELEPHONE SYSTEMS [J].
ZHANG, M ;
YUM, TSP .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 1989, 38 (04) :211-215
[18]  
Zhang Y, 1999, P IEEE SYST SCI C, P1