Computing-network intelligence: research progress and prospects

Although the computing power network (CPN) can connect via the Internet and flexibly schedule computing resources, it still lacks intelligence and flexibility in practical applications. To address the need for enhanced intelligence in computing power networks, the background and concept of the compu...

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Main Authors: ZHU Hailong, YANG Fan, JIANG Ruyi, JIA Qingmin, ZHOU Xiaomao, XIE Renchao, HUANG Tao
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2024-10-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024174/
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author ZHU Hailong
YANG Fan
JIANG Ruyi
JIA Qingmin
ZHOU Xiaomao
XIE Renchao
HUANG Tao
author_facet ZHU Hailong
YANG Fan
JIANG Ruyi
JIA Qingmin
ZHOU Xiaomao
XIE Renchao
HUANG Tao
author_sort ZHU Hailong
collection DOAJ
description Although the computing power network (CPN) can connect via the Internet and flexibly schedule computing resources, it still lacks intelligence and flexibility in practical applications. To address the need for enhanced intelligence in computing power networks, the background and concept of the computing-network intelligence (CNI) were first introduced briefly. Then, followed by the proposal of a novel basic architecture and operational mechanism for CNI, intelligent resource allocation and service scheduling of multi-dimensional resources were achieved through key technologies such as computing-network perception, intelligent decision-making, computing power routing, automation, and self-optimization. Finally, future research directions and technical challenges were discussed. CNI is recognized as an inevitable trend for the future, effectively addressing issues such as complex operational processes, excessive reliance on human experience, and difficulties in adapting to dynamically changing environments.
format Article
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institution Kabale University
issn 1000-436X
language zho
publishDate 2024-10-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-a2bb9e0af6b54feeb53c1fba0e22c2b12025-01-14T08:46:07ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2024-10-014519120677077732Computing-network intelligence: research progress and prospectsZHU HailongYANG FanJIANG RuyiJIA QingminZHOU XiaomaoXIE RenchaoHUANG TaoAlthough the computing power network (CPN) can connect via the Internet and flexibly schedule computing resources, it still lacks intelligence and flexibility in practical applications. To address the need for enhanced intelligence in computing power networks, the background and concept of the computing-network intelligence (CNI) were first introduced briefly. Then, followed by the proposal of a novel basic architecture and operational mechanism for CNI, intelligent resource allocation and service scheduling of multi-dimensional resources were achieved through key technologies such as computing-network perception, intelligent decision-making, computing power routing, automation, and self-optimization. Finally, future research directions and technical challenges were discussed. CNI is recognized as an inevitable trend for the future, effectively addressing issues such as complex operational processes, excessive reliance on human experience, and difficulties in adapting to dynamically changing environments.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024174/computing-network convergencecomputing-network intelligencecomputing power networkautonomous network
spellingShingle ZHU Hailong
YANG Fan
JIANG Ruyi
JIA Qingmin
ZHOU Xiaomao
XIE Renchao
HUANG Tao
Computing-network intelligence: research progress and prospects
Tongxin xuebao
computing-network convergence
computing-network intelligence
computing power network
autonomous network
title Computing-network intelligence: research progress and prospects
title_full Computing-network intelligence: research progress and prospects
title_fullStr Computing-network intelligence: research progress and prospects
title_full_unstemmed Computing-network intelligence: research progress and prospects
title_short Computing-network intelligence: research progress and prospects
title_sort computing network intelligence research progress and prospects
topic computing-network convergence
computing-network intelligence
computing power network
autonomous network
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024174/
work_keys_str_mv AT zhuhailong computingnetworkintelligenceresearchprogressandprospects
AT yangfan computingnetworkintelligenceresearchprogressandprospects
AT jiangruyi computingnetworkintelligenceresearchprogressandprospects
AT jiaqingmin computingnetworkintelligenceresearchprogressandprospects
AT zhouxiaomao computingnetworkintelligenceresearchprogressandprospects
AT xierenchao computingnetworkintelligenceresearchprogressandprospects
AT huangtao computingnetworkintelligenceresearchprogressandprospects