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Algorithms

   
Inicio  /  Algorithms  /  Vol: 17 Par: 4 (2024)  /  Artículo
ARTÍCULO
TITULO

PDASTSGAT: An STSGAT-Based Multipath Data Scheduling Algorithm

Sen Xue    
Chengyu Wu    
Jing Han and Ao Zhan    

Resumen

How to select the transmitting path in MPTCP scheduling is an important but open problem. This paper proposes an intelligent data scheduling algorithm using spatiotemporal synchronous graph attention neural networks to improve MPTCP scheduling. By exploiting the spatiotemporal correlations in the data transmission process and incorporating graph self-attention mechanisms, the algorithm can quickly select the optimal transmission path and ensure fairness among similar links. Through simulations in NS3, the algorithm achieves a throughput gain of 7.9% compared to the PDAA3C algorithm and demonstrates improved packet transmission performance.

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