Title :
Fuzzy characterization and control of QoS in multimedia cell-based networks
Author :
Ndousse, Thomas D.
Author_Institution :
Dept. of Comput. Sci. & Electr. Eng., Northern Arizona Univ., Flagstaff, AZ, USA
Abstract :
In cell-based networks carrying multimedia traffic, some types of traffic, such as voice and video, are too complicated to be captured in precise mathematical formulations for modeling and control. This paper presents a fuzzy mathematical characterization of such complex traffic processes. In particular, the QoS of each individual traffic type is modeled as a fuzzy quantity, so as to capture the associated descriptive uncertainty and vagueness. Each QoS is modeled by a Gaussian possibility distribution. We show that several such possibility distributions, when aggregated (superposed), produce another Gaussian possibility distribution. Fuzzy characterization is used as the basis for developing an intelligent mechanism to enforce and control the incoming QoS of each type of traffic at an access point. The fuzzy access controller presented here uses the Sugeno inference method with a fuzzy linear output
Keywords :
Gaussian distribution; asynchronous transfer mode; fuzzy control; fuzzy set theory; inference mechanisms; intelligent control; multimedia communication; telecommunication control; telecommunication networks; telecommunication traffic; ATM; Gaussian possibility distribution; QoS; Sugeno inference method; complex traffic processes; descriptive uncertainty; fuzzy access controller; fuzzy control; fuzzy linear output; fuzzy mathematical characterization; fuzzy sets; intelligent mechanism; multimedia cell-based networks; multimedia traffic; video; voice; Communication system traffic control; Fuzzy control; Fuzzy logic; Fuzzy neural networks; Fuzzy sets; Intelligent networks; Mathematical model; Neural networks; Optical control; Traffic control; Uncertainty;
Conference_Titel :
Global Telecommunications Conference, 1997. GLOBECOM '97., IEEE
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-4198-8
DOI :
10.1109/GLOCOM.1997.644531