arXiv subjects

Najem N Sirhan

Publications and source records attributed to Najem N Sirhan.

3 recordsLinked to original sources

arXiv2022

QoS-based Packet Scheduling Algorithms for Heterogeneous LTE-Advanced Networks, Concepts and a Literature Survey

The number of LTE users and their applications has increased significantly in the last decade, which increased the demand on the mobile network. LTE-Advanced comes with many features that can support this increasing demand. LTE-Advanced supports Heterogeneous Networks deployment, in which it consists of a mix of macro-cells, remote radio heads, and low power nodes such as Pico-cells, and Femto-cells. Embedding this mix of base-stations in a macro-cellular network allows for achieving significant gains in coverage, throughput and system capacity compared to the use of macro-cells only. These base-stations can operate on the same wireless channel as the macro-cellular network, which will provide higher spatial reuse via cell splitting. Also, it allows network operators to support higher data traffic by offloading it to smaller cells, such as Femto-cells. Hence, it enables network operators to provide their growing number of users with the required Quality of Service that meets with their service demands. In-order for the network operators to make the best out of the heterogeneous LTE-Advanced network, they need to use QoS-based packet scheduling algorithms that can efficiently manage the spectrum resources in the heterogeneous deployment. In this paper, we survey Quality of Service based packet scheduling algorithms that were proposed in the literature for the use of packet scheduling in Heterogeneous LTE-Advanced Networks. We start by explaining the concepts of QoS in LTE, heterogeneous LTE-Advanced networks, and how traffic is classified within a packet scheduling architecture for heterogeneous LTE-Advanced networks. Then, by summarising the proposed QoS-based packet scheduling algorithms in the literature for heterogeneous LTE-Advanced Networks, and for Femtocells LTE-Advanced Networks. And finally, we provide some concluding remarks in the last section.

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arXiv2022

Cognitive Radio Resource Scheduling using Multi agent QLearning for LTE

In this paper, we propose, implement, and test two novel downlink LTE scheduling algorithms. The implementation and testing of these algorithms were in Matlab, and they are based on the use of Reinforcement Learning, more specifically, the Qlearning technique for scheduling two types of users. The first algorithm is called a Collaborative scheduling algorithm, and the second algorithm is called a Competitive scheduling algorithm. The first type of the scheduled users is the Primary Users, and they are the licensed subscribers that pay for their service. The second type of the scheduled users is the Secondary Users, and they could be unlicensed subscribers that dont pay for their service, device to device communications, or sensors. Each user whether it is a primary or secondary is considered as an agent. In the Collaborative scheduling algorithm, the primary user agents will collaborate in order to make a joint scheduling decision about allocating the resource blocks to each one of them, then the secondary user agents will compete among themselves to use the remaining resource blocks. In the Competitive scheduling algorithm, the primary user agents will compete among themselves over the available resources, then the secondary user agents will compete among themselves over the remaining resources. Experimental results show that both scheduling algorithms converged to almost ninety percent utilization of the spectrum, and provided fair shares of the spectrum among users.

cs.NI↗

arXiv2022

LTE Cellular Networks Packet Scheduling Algorithms in Downlink and Uplink Transmission, A Survey

This survey paper provides a detailed explanation of Long Term Evolution cellular network packet scheduling algorithms in both downlink and uplink directions. It starts by explaining the difference between Orthogonal Frequency Division Multiple Access that is used in downlink transmission, and Single Carrier Frequency Division Multiple Access is used in uplink. Then, it explains the difference between the LTE scheduling process in the donwlink and uplink through explaining the interaction between users and the scheduler. Then, it explains the most commonly used downlink and uplink scheduling algorithms through analyzing their formulas, characteristics, most suitable conditions for them to work in, and the main differences among them. This explanation covers the Max Carrier-to-Interference, Round Robin, Proportional Fair, Earliest Deadline First, Modified EDF-PF, Modified-Largest Weighted Delay First, Exponential Proportional Fairness, Token Queues Mechanism, Packet Loss Ratio, Quality Guaranteed, Opportunistic Packet Loss Fair, Low Complexity, LC-Delay, PF-Delay, Maximum Throughput, First Maximum Expansion, and Adaptive Resource Allocation Based Packet Scheduling. Lastly, it provides some concluding remarks.

cs.NI↗