Congestion avoidance in 6G networks with V Gradient Geocast Routing Protocol

This is a moment of heavy necessity for a dependable internet connection in the modern world, which is used to engage in business dealings, communicate with other people, entertain oneself, and lead a daily life. Therefore, a Wi-Fi 6 router must have an internal wire-free connection within a house o...

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Vydáno v:Scientific reports Ročník 15; číslo 1; s. 595 - 16
Hlavní autoři: Sahoo, Arundhati, Tripathy, Asis Kumar
Médium: Journal Article
Jazyk:angličtina
Vydáno: London Nature Publishing Group UK 02.01.2025
Nature Publishing Group
Nature Portfolio
Témata:
639/166/987
704/844/685
Adverse weather condition
Congestion avoidance
Geocast routing
Humanities and Social Sciences
Latency
multidisciplinary
Network management systems
Optimization
Science
Science (multidisciplinary)
Weather
Adverse weather condition
Congestion avoidance
Geocast routing
Optimization
ISSN:2045-2322, 2045-2322
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Popis
Shrnutí:This is a moment of heavy necessity for a dependable internet connection in the modern world, which is used to engage in business dealings, communicate with other people, entertain oneself, and lead a daily life. Therefore, a Wi-Fi 6 router must have an internal wire-free connection within a house or business. However, as they depend on the weather and are installed in ways that expose them to infiltration, they are vulnerable. The increased demand for Internet services for business, communication, and leisure activities due to poor weather puts added stress on the network, slowing down the speeds and increasing congestion. The bottom line is to prioritize traffic and lower latency and convergence time to improve network performance under less-than-ideal weather conditions. This will be realized using highly technical approaches such as the mini-batch gradient descent optimization algorithm for network optimization and the V Gradient Geocast Routing Protocol for effective routing. The proposed enhanced congestion avoidance model with V Gradient Geocast Routing Protocol in 6G networks under unfavorable weather conditions attains an accuracy of 98.85%.
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ISSN:2045-2322
2045-2322
DOI:10.1038/s41598-024-84269-4