Title :
Time series-based localized predictive resource reservation for handoff in multimedia wireless networks
Author :
Van den Berg, Eric ; Zhang, Tao ; Chennikara, Jasmine ; Agrawal, Prathima ; Kodama, Toshiakazu
Author_Institution :
Telcordia Technol., Morristown, NJ, USA
Abstract :
This paper presents a new method for predicting resource requirements of future handoff calls in multimedia wireless IP networks. It allows call arrivals to be non-Poisson and non-stationary and calls to have arbitrary bandwidth needs. Statistical models, based on time series forecasting theory, that utilize only local information are developed. Our simulations show that the proposed method achieves close correlation between predicted and actual handoff resource demands even when demands fluctuate rapidly over a wide range. Furthermore, it can generate accurate dynamic reservation levels to provide quality/grade of service guarantees for handoff calls. The approach is simple and can be implemented easily
Keywords :
Internet; land mobile radio; multimedia communication; quality of service; time series; Internet; bandwidth need; call arrivals; dynamic reservation levels; grade of service guarantees; handoff; handoff resource demands; multimedia wireless IP networks; multimedia wireless networks; quality of service guarantees; resource requirements; statistical models; time series forecasting; time series-based localized predictive resource reservation; Bandwidth; Base stations; Demand forecasting; IP networks; Intelligent networks; Multimedia systems; Predictive models; Resource management; Time measurement; Wireless networks;
Conference_Titel :
Communications, 2001. ICC 2001. IEEE International Conference on
Conference_Location :
Helsinki
Print_ISBN :
0-7803-7097-1
DOI :
10.1109/ICC.2001.936960