(Com)2Net: A Novel Communication and Computation Integrated Network Architecture

Weiting Zhang, Dong Yang, Chuan Zhang, Qiang Ye, Hongke Zhang, Xuemin Shen

科研成果: 期刊稿件文章同行评审

15 引用 (Scopus)

摘要

With the wide deployment of computing capabilities and artificial intelligence (AI) techniques, Internet of intelligence is envisioned as a natural tendency in future networks. This technological revolution will foster abundant computing services with new requirements, such as distributed large AI model training and on-the-fly image rendering, which require dynamic collaboration of multi-dimensional resources from both the communication and computation perspectives. In this article, we introduce a communication and computation integrated network architecture, named (Com)2Net. Enormous computing traffic can be scheduled across space-air-ground domain, end-edge-cloud domain, and multi-data center domain, which facilitates ubiquitous connectivity and collaborative computation, thus supporting diverse advanced computing services. Furthermore, an intelligent resource adaption scheme is proposed to dynamically orchestrate multi-dimensional resources for massive concurrent computing tasks, in which quantum genetic algorithms are utilized to make the best joint decision for inter-domain traffic scheduling and intra-domain resource allocation. Finally, we present a case study, and discuss open research issues that are fundamental for efficient collaborative computation in (Com)2Net.

源语言英语
页(从-至)1
页数1
期刊IEEE Network
DOI
出版状态已接受/待刊 - 2024

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Zhang, W., Yang, D., Zhang, C., Ye, Q., Zhang, H., & Shen, X. (已接受/印刷中). (Com)2Net: A Novel Communication and Computation Integrated Network Architecture. IEEE Network, 1. https://doi.org/10.1109/MNET.2024.3355922