Random early detection gateways for congestion avoidance
IEEE/ACM Transactions on Networking (TON)
Dynamics of random early detection
SIGCOMM '97 Proceedings of the ACM SIGCOMM '97 conference on Applications, technologies, architectures, and protocols for computer communication
Dynamic-CBT and ChIPS—router support for improved multimedia performance on the Internet
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
A control theoretic approach to active queue management
Computer Networks: The International Journal of Computer and Telecommunications Networking
Aggregate traffic performance with active queue management and drop from tail
ACM SIGCOMM Computer Communication Review
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
The BLUE active queue management algorithms
IEEE/ACM Transactions on Networking (TON)
MRED: A New Approach to Random Early Detection
ICOIN '01 Proceedings of the The 15th International Conference on Information Networking
AFRED: An Adaptive Fuzzy-based Control Algorithm for Active Queue Management
LCN '03 Proceedings of the 28th Annual IEEE International Conference on Local Computer Networks
Fair adaptive bandwidth allocation: a rate control based active queue management discipline
Computer Networks: The International Journal of Computer and Telecommunications Networking
An adaptive virtual queue (AVQ) algorithm for active queue management
IEEE/ACM Transactions on Networking (TON)
Exponential-RED: a stabilizing AQM scheme for low- and high-speed TCP protocols
IEEE/ACM Transactions on Networking (TON)
Nonlinear RED: a simple yet efficient active queue management scheme
Computer Networks: The International Journal of Computer and Telecommunications Networking
RaQ: A robust active queue management scheme based on rate and queue length
Computer Communications
A queue management algorithm for fair bandwidth allocation
Computer Communications
A fuzzy logic-based AQM for real-time traffic over internet
Computer Networks: The International Journal of Computer and Telecommunications Networking
GA-based PID active queue management control design for a class of TCP communication networks
Expert Systems with Applications: An International Journal
A stable rate-based algorithm for active queue management
Computer Communications
The Yellow active queue management algorithm
Computer Networks: The International Journal of Computer and Telecommunications Networking
Improving RED by a neuron controller
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
A genetic algorithm for the design of a fuzzy controller for active queue management
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
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In a potentially congested network, random early detection (RED) active queue management (AQM) proved effective in improving throughput and average queuing delay. The main disadvantage of RED is its sensitive parameters that are impossible to estimate perfectly and adjust manually because of the dynamic nature of the network. For this reason, RED performs differently during different phases of a scenario and there is no guarantee that it will have optimal performance. Giving adaptability to RED has been the subject of broad research studies ever since RED was proposed. After a substantial study of AQM schemes and presenting a novel categorization for so-called modern approaches utilizing artificial intelligence tools to improve AQM, this paper proposes an algorithm enhancing RED as an add-on patch that makes minimal changes to the original RED. Being built on the basis of AQM schemes like ARED and Fuzzy-RED, this algorithm inherits adaptability and is able to adjust RED inaccurate parameters regarding network traffic status, trying to optimize throughput and average queuing delay in a scenario. This algorithm is a Q-learning method enhanced with a fuzzy inference system to provide RED with self-adaptation and improved performance as a result. Given the name of FQL-RED, this algorithm outperformed RED, ARED, and Fuzzy-RED, as the OPNET simulations show.