Title :
Modeling client arrivals at access points in wireless campus-wide networks
Author :
Papadopouli, Maria ; Shen, Haipeng ; Spanakis, Manolis
Author_Institution :
Dept. of Comput. Sci., North Carolina Univ., Chapel Hill, NC
Abstract :
Our goal is to model the arrival of wireless clients at the access points (APs) in a production 802.11 infrastructure. Such models are critical for benchmarks, simulation studies, design of capacity planning and resource allocation, and the administration and support of wireless infrastructures. Our contributions include a novel methodology for modeling the arrival processes of clients at APs and the use of a powerful visualization tool for finding detailed interior features and quantile plots with simulation envelope for goodness-of-fit test. Time-varying Poisson processes can model well the arrival processes of clients at APs. We validate these results by modeling the visit arrivals at different time intervals and APs. Furthermore, we propose a clustering of the APs based on their visit arrival and functionality of the area in which these APs are located
Keywords :
educational institutions; resource allocation; stochastic processes; telecommunication network planning; wireless LAN; access points; capacity planning; client arrivals; production 802.11 infrastructure; resource allocation; time-varying Poisson processes; wireless campus-wide networks; wireless clients; Access protocols; Capacity planning; Demand forecasting; Educational institutions; Intelligent networks; Load forecasting; Production; Telecommunication traffic; Traffic control; Wireless application protocol;
Conference_Titel :
Local and Metropolitan Area Networks, 2005. LANMAN 2005. The 14th IEEE Workshop on
Conference_Location :
Crete
Print_ISBN :
0-7803-9565-4
DOI :
10.1109/LANMAN.2005.1541514