Title :
Resource Management Schemes for Multiple Traffic in Integrated Heterogeneous Wireless and Mobile Networks
Author :
Shen, Wei ; Zeng, Qing-An
Author_Institution :
Wireless & Mobile Networking Lab. Dept. of Comput. Sci., Univ. of Cincinnati, Cincinnati, OH
Abstract :
In order to provide more comprehensive services, a concept of integrated heterogeneous wireless and mobile network (IHWMN) is introduced by combing different types of wireless and mobile networks (WMNs). However, it imposes great challenges such as resource management schemes to support multiple traffic in IHWMNs. In this paper, we propose two resource management schemes for IHWMNs. The first scheme is called traffic-based resource management scheme (TRMS) which allocates the resource based on traffic type, call type, bandwidth availability, and bandwidth provision. In the second scheme which is called Q-learning-based resource management scheme (QRMS), the resource management scheme is formulated as a Markov decision process (MDP) and Q-learning approach is applied to conduct the resource allocation. The system performance of both proposed schemes are evaluated and compared by using extensive simulations.
Keywords :
Markov processes; mobile radio; telecommunication network management; telecommunication traffic; Markov decision process; Q-learning-based resource management scheme; bandwidth availability; bandwidth provision; call type; integrated heterogeneous wireless networks; mobile networks; multiple traffic; resource allocation; traffic type; traffic-based resource management scheme; Availability; Bandwidth; Computer science; Laboratories; Mobile computing; Quality of service; Resource management; System performance; Telecommunication traffic; Transmission line measurements;
Conference_Titel :
Computer Communications and Networks, 2008. ICCCN '08. Proceedings of 17th International Conference on
Conference_Location :
St. Thomas, US Virgin Islands
Print_ISBN :
978-1-4244-2389-7
Electronic_ISBN :
1095-2055
DOI :
10.1109/ICCCN.2008.ECP.38