A Fuzzy Logic-based Resource Management Scheme for High-quality Broadband Wireless Access Systems
نویسندگان
چکیده
This paper deals with the Radio Resource Management (RRM) layer of future Broadband Wireless Access System (BWAS). The interest here is in designing an efficient scheme able to integrate highly demanding traffics, such as high-quality real-time streaming video and interactive Web traffics. Many medium access protocols have been proposed in the literature for BWAS systems, but the fair sharing of resources and the achievement of a high throughput combined with good Quality of Service (QoS) levels are still open issues. We consider the traffic managed by an access point that coordinates video and interactive traffic terminals. These traffic sources notify the access point their transmission needs by means of a random access channel or a piggybacking scheme. In this paper we refer to a time division multiple access air interface and we propose an original solution where a medium access protocol and a usage parameter control technique are jointly adopted at the RRM layer. In particular, we adopt a cyclic assignment scheme with a novel traffic policer based on fuzzy logic for video sources and on a token-bucket approach for Web sources. Our scheme has been named Fuzzy Logic-Based Multiple Access (FLBMA) to remark the central function of the fuzzy policer. FLBMA performance has been derived through simulations. FLBMA achieves the following interesting results: (i) very high capacity of video traffic sources in comparison with alternative RRM schemes; (ii) fair service for video traffics; (iii) video traffic QoS independent of Web traffic load. This work represents the output of a research activity carried out under the financial support of MIUR and CNIT. Keywords— Computer Communications, Intelligent Systems, Newly Emerging Technologies, Mobile Personal Communications, Fuzzy Logic.
منابع مشابه
A QoS-aware policer for a fair resource sharing in wireless ATM
This paper deals with the Radio Resource Management (RRM) layer of future broadband systems capable to realize a wireless access to Asynchronous Transfer Mode networks. The interest here is in designing an efficient scheme operated by an access point to integrate demanding traffics, such as high-quality real-time video and interactive Web traffics. We adopt a time division multiple access air i...
متن کاملA Fuzzy Logic Approach for Adjusting The Contention Window Size in IEEE 802.11e Wireless Ad Hoc Networks
Quality of Service (QoS) of IEEE 802.11e is currently under research for the upcoming multimedia applications over broadband wireless networks. IEEE 802.11e is a contention based channel access function that uses the enhanced distributed channel access (EDCA) techniques. EDCA statically resets the Contention Window (CW) after each successful transmission. This article discusses a fuzzy logic ap...
متن کاملPerformance Improvement Using Fuzzy Based Dynamic Buffer Scheme for Efficient Rrm in Wimax 16m Networks
The IEEE 802.16m standard for Advanced mobile broadband wireless access provides a seamless application connectivity to other mobile and IP networks like UMTS, LTE and WLAN. In order to meet the ubiquitous service delivery for users, Wimax 16m supports integration of these diverse networks which are having great difference in terms of data transmission rate, Coverage, cost and supporting of ser...
متن کاملA Fuzzy Logic Based Power Control for Wideband Code Division Multiple Access Wireless Networks
Problem statement: Resource management is one of the most important engineering issues in 3G systems where multiple traffic classes are supported each being characterized by its required Quality of Service (QoS) parameters. Call Admission Control (CAC) is one of the resource management functions, which regulates network access to ensure QoS provisioning. Efficient CAC is necessary for the QoS p...
متن کاملFuzzy logic-based call admission control in 5G cloud radio access networks with preemption
Fifth generation (5G) cellular networks will be comprised of millions of connected devices like wearable devices, Androids, iPhones, tablets and the Internet of Things (IoT) with a plethora of applications generating requests to the network. The 5G cellular networks need to cope with such sky-rocketing traffic requests from these devices to avoid network congestion. As such, cloud radio access ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2001