The Study of Communication Networks Using Vectors of an Interconnection Network: A Review

Surya Prakash Pandey, Rakesh Kumar Katare, Charvi K.

2025

Abstract

In this paper, we review the recent advances of the communication networks represented by the vector networks and adaptive routing algorithms in relation to high performance computing (HPC) and edge computing. You will look to see how these technologies improve computational efficiency, energy optimization, and data transfer speeds; as well as challenges like scalability, congestion, and power consumption. The interconnection nodes and edges of a vector operation and software-defined execution models have become a significant solution to the rapid advances of a parallel cognitive computing and AI workload. You will be looking at interconnection networks, one of the technologies What started ever since mesh and torus topologies which had a huge effect on reliable and fast transfer of data, have evolved over the time providing state of the art hierarchical and de Bruijn based networks which serve mainly with respect to bandwidth efficiency and low latency. While all these improvements are very helpful, congestion, engineering complexity and wiring limit scalability. Q-learning-based optimizations for routing algorithms, adaptive routing, and hybrid adaptive routing have shown promise in improving some aspects of network performance, such as reducing congestion and optimizing path selection. Here, we present a review of these innovations, how they compare in effectiveness, and potential research avenues to optimize computing architectures for next-generation HPC and edge applications. The adoption of these approaches is likely to not only overcome existing performance and power limitations but also drive towards an ultimate transformation in the high-speed computing system.

Paper Citation

in Harvard Style

Pandey S., Katare R. and K. C. (2025). The Study of Communication Networks Using Vectors of an Interconnection Network: A Review. In Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25; ISBN 978-989-758-777-1, SciTePress, pages 530-537. DOI: 10.5220/0013886000004919

in Bibtex Style

@conference{icrdicct`2525,
author={Surya Pandey and Rakesh Katare and Charvi K.},
title={The Study of Communication Networks Using Vectors of an Interconnection Network: A Review},
booktitle={Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25},
year={2025},
pages={530-537},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013886000004919},
isbn={978-989-758-777-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25
TI - The Study of Communication Networks Using Vectors of an Interconnection Network: A Review
SN - 978-989-758-777-1
AU - Pandey S.
AU - Katare R.
AU - K. C.
PY - 2025
SP - 530
EP - 537
DO - 10.5220/0013886000004919
PB - SciTePress