DocumentCode :
1333442
Title :
A cellular neural network and utility-based radio resource scheduler for multimedia CDMA communication systems
Author :
Shen, Scott ; Chang, Chung-Ju ; Wang, Li-Chun
Volume :
8
Issue :
11
fYear :
2009
fDate :
11/1/2009 12:00:00 AM
Firstpage :
5508
Lastpage :
5519
Abstract :
The paper proposes a cellular neural network and utility (CNNU)-based radio resource scheduler for multimedia CDMA communication systems supporting differentiated quality-of-service (QoS). Here, we define a relevant utility function for each connection, which is its radio resource function weighted by a QoS requirement deviation function and a fairness compensation function. We also propose cellular neural networks (CNN) to design the utility-based radio resource scheduler according to the Lyapunov method to solve the constrained optimization problem. The CNN is powerful for complicated optimization problems and has been proved that it can rapidly converge to a desired equilibrium; the utility-based scheduling algorithm can efficiently utilize the radio resource for system, keep the QoS requirements of connections guaranteed, and provide the weighted fairness for connections. Therefore, the CNNU-based scheduler, which determines a radio resource assignment vector for all connections by maximizing an overall system utility, can achieve high system throughput and keep the performance measures of all connections to meet their QoS requirements. Simulation results show that the CNNU-based scheduler attains the average system throughput greater than the EXP and the HOLPRO scheduling schemes by an amount of 23% and 33%, respectively, in the QoS guaranteed region.
Keywords :
DiffServ networks; Lyapunov methods; cellular neural nets; code division multiple access; multimedia communication; optimisation; quality of service; telecommunication network management; HOLPRO scheduling schemes; Lyapunov method; cellular neural network; constrained optimization problem; differentiated quality-of-service; fairness compensation function; multimedia CDMA communication systems; utility-based radio resource scheduler; utility-based scheduling algorithm; Cellular neural networks; Constraint optimization; Design optimization; Lyapunov method; Multiaccess communication; Multimedia communication; Multimedia systems; Quality of service; Scheduling algorithm; Throughput; Cellular neural networks (CNN), fairness, quality of service (QoS), radio resource, scheduling, utility function.;
fLanguage :
English
Journal_Title :
Wireless Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
1536-1276
Type :
jour
DOI :
10.1109/TWC.2009.071242
Filename :
5336778
Link To Document :
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