Abstract
The surge in Internet of Things (IoT) usage has precipitated the need to replace classical internet network prediction and congestion control methods with a more efficient and reliable learning-based approach. Many machine-learning based approaches have been offered by different studies to solve this problem but not without limitations. In this study, we propose a new feed forward neural network with a multi-channel routing congestion control system (FFNN-MCRCCS) to optimize network prediction and congestion control problem. The nodes in the proposed network are mutually connected to enable the firing of neurons in a more decentralized manner to update their weights in order to call the recursive square function to predict the traffic. The exponent value of the recursive function serves as a parameter to determine the channel with the minimum congestion threshold for packet transmission. The results of the experiment show that the proposed model has the capability to optimize network traffic for effective utilization of network resources more than the baseline and the counterpart methods. The performance evaluation metrics used for the experiment include mean square error throughput, link utilization, average jitter, settling time, queue length and network and network convergence.
Original language | English |
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Title of host publication | Proceedings of 2024 IEEE 12th International Conference on Intelligent Systems (IS) |
Publisher | IEEE |
Pages | 1-7 |
Number of pages | 7 |
ISBN (Electronic) | 9798350350982 |
ISBN (Print) | 9798350350999 (PoD) |
DOIs | |
Publication status | Published - 9 Oct 2024 |
Event | 2024 IEEE 12th International Conference on Intelligent Systems - Hotel Cherno More, Varna, Bulgaria Duration: 29 Aug 2024 → 31 Aug 2024 Conference number: 12th https://www.ieee-is.org/ |
Publication series
Name | 2024 IEEE 12th International Conference on Intelligent Systems (IS) |
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Publisher | IEEE |
ISSN (Print) | 2832-4145 |
ISSN (Electronic) | 2767-9802 |
Conference
Conference | 2024 IEEE 12th International Conference on Intelligent Systems |
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Abbreviated title | IEEE IS’24 |
Country/Territory | Bulgaria |
City | Varna |
Period | 29/08/24 → 31/08/24 |
Internet address |
Keywords
- Network simulator
- machine learning
- congestion
- Traffic Prediction
- Congestion Window
- Congestion Channel
- Resource Optimization
- Neural Networks
- Queue Length
- Throughput
- Internet of Things
ASJC Scopus subject areas
- Artificial Intelligence
- Information Systems