Congestion Avoidance in 6G Networks with V Gradient Geocast Routing Protocol
Author Information
Author(s): Arundhati Sahoo, Asis Kumar Tripathy
Primary Institution: Vellore Institute of Technology, Vellore, India
Hypothesis
Can the V Gradient Geocast Routing Protocol improve network performance in 6G networks under adverse weather conditions?
Conclusion
The proposed V Gradient Geocast Routing Protocol significantly enhances network performance during heavy rainfall, achieving high throughput and low packet loss.
Supporting Evidence
- The VGGRP model achieves a throughput of 218.96 Mbps with 40 nodes and 200.73 Mbps with 200 nodes.
- VGGRP shows superior Packet Delivery Ratios (93.80% at 40 nodes and 83.39% at 200 nodes).
- VGGRP minimizes End-to-End Delay, achieving 5728 ms at 40 nodes and 6111 ms at 200 nodes.
- The protocol's congestion prediction accuracy is 98.85%, surpassing existing models.
Takeaway
This study shows how a new routing method can help keep the internet running smoothly even when it's raining hard.
Methodology
The study integrates the V Gradient Geocast protocol with mini-batch gradient descent optimization to enhance network performance.
Limitations
The study does not address the impact of other environmental factors beyond heavy rainfall.
Digital Object Identifier (DOI)
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