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An Interval Type-2 Fuzzy Logic Based Framework for Call Admission Control in 4G Mobile Networks

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Author :  Uduak Umoh

Affiliation :  Department of Computer Science, University of Uyo, Akwa Ibom State, Nigeria

Country :  nigeria

Category :  Computer Science & Information Technology

Volume, Issue, Month, Year :  7, 10, August, 2017

Abstract :


This paper presents a technique to control based on interval type-2 fuzzy logic system (IT2FLS) of Mamdani fuzzy inference, employed to model connection admission control in Fourth Generation (4G) Networks in order to improve quality of service (QoS). The appropriate parameter selection to achieve connection admission control is also considered based on major system parameters like latency, packet loss, load, signal strength and user mobility. We explore the use of Karnik-Mendel (KM) and Wu-Mendel (WM) approaches in our proposed system. We also implement a T1FLS connection admission control for guaranteed QoS in 4G mobile networks for comparison purposes. The empirical comparison is made on the designed system using 4G network admission control synthetic datasets. Analysis of our results reveal that the presence of additional degrees of freedom in IT2FLS-WM controller tend to reduce the root mean square error (RMSE) of the model compared to IT2FLS-KM and fuzzy type-1 approaches

Keyword :  Interval type-2 fuzzy logic; Admission control system; 4G Mobile Networks; Computational complexity

Journal/ Proceedings Name :  Computer Science & Information Technology (CS & IT)

URL :  https://airccj.org/CSCP/vol7/csit77203.pdf

User Name : alex
Posted 08-05-2018 on 18:49:22 AEDT



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