Duyệt theo Tác giả "Duong, Minh Tuan"
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Tài liệu Proposing an AI-based model to manage and control congestion at routers on the internet(Nguyen Tat Thanh University, 2025) Vuong, Xuan Chi; Duong, Minh TuanThe paper addresses the limitations of traditional queue management methods in handling the growing demand for multimedia communication. It introduces an enhanced model, DAIM-RED, which combines adaptive techniques and Deep Q-Networks to dynamically adjust queue thresholds, reduce packet loss, and improve efficiency in network routers. By integrating AIM-RED and deep learning, the model predicts overflow conditions and optimizes throughput. DAIM-RED outperforms previous models, ensuring better queue stability, congestion control, and Quality of Service in complex network environments.