Evolving from Traditional Systems to AIOps: Design, Implementation and Measurements

Shen, Shijun; Zhang, Jiuling; Huang, Daochao; Xiao, Jun

doi:10.1109/aeeca49918.2020.9213650

Cited by 8 publications

(2 citation statements)

References 13 publications

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“…Relying on cloud platforms and agile Scrum modeling, software quality is quantitatively controlled, and software development and iteration processes are agile and efficient. It enhances the readability and maintainability of code for the telecom's own employees and ensures security and stability from the design of the architecture and source code [12].  Centralized architecture and microservices design refer to the construction of the system according to business functions, achieving architectural decoupling, adopting microservices architecture within the center, separating modules with different business iteration cycles, and further maintaining the lightness of services [13].…”

Section: Eeice-2023mentioning

confidence: 99%

Operation and Maintenance System Architecture Design and Practice for Cloud-network Integration

Zhang,

Cheng,

Wang

et al. 2023

J. Phys.: Conf. Ser.

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As cloud-network integration, 5G and 6G, all-optical network, and IP-based services evolve, operational systems of operators face new challenges. The current operational systems suffer from inconsistent technical architecture, insufficient data sharing, lack of decoupling capability, and inadequate intelligence, leading to a high maintenance workload and poor customer experience. This paper analyzes the requirements of intelligent operation systems for operators and innovatively proposes an architecture and design scheme for intelligent operational systems based on cloud-network integration. The paper summarizes the practical experience of the new generation of cloud-network operation and maintenance systems and proposes improvements and outlooks for the development of the next generation of operational management systems.

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Section: Eeice-2023mentioning

confidence: 99%

Operation and Maintenance System Architecture Design and Practice for Cloud-network Integration

Zhang,

Cheng,

Wang

et al. 2023

J. Phys.: Conf. Ser.

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“…Beginning from a continuous monitoring perspective, the M&O Framework should be able to automatically identify and predict errors, failures, or misconfigurations and trigger the appropriate dynamic reactions. 4) AI/ML and data-driven techniques adoption: The M&O Framework should support AI/ML collaborative platforms that allow the use of AI/ML [8] and the sharing of scalable data and trained models across the Device-Edge-Cloud continuum in multi-domain and multi-stakeholder scenarios. 5) Intent-based service planning and definition: Future 6G M&O systems should be able to support service definitions and specifications based on natural language or intents.…”

Section: Service Management and Orchestration Framework For 6g Mobile...mentioning

confidence: 99%

Enabling Network and Service Programmability in 6G Mobile Communication Systems

Habibi¹,

Sánchez²,

Pavón³

et al. 2022

Preprint

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<p>Network programmability is crucial for addressing the multiplicity and heterogeneity of Network Services, the diversity of the underlying infrastructure of Sixth Generation (6G) communication systems, and the requirements for maximum efficiency. The programmability of a service platform enables algorithmic network management by leveraging contemporary software virtualization technologies. Moreover, network programmability will abstract the essential network/service and resource configuration, as well as the production and administration of policy lifecycles, as the number of local breakouts (both public and private) is anticipated to grow exponentially. Network programmability is the central point of interest for Hexa-X, the European 6G flagship project, which aims to facilitate the dynamic adaptation to changing network situations and requirements for the most efficient use of available resources. To explore such a critical enabler of futuristic mobile networks, this article addresses the role of network and service programmability and its impact on various aspects of 6G within the context of Hexa-X. In order to accomplish this, the article begins by discussing Hexa-X’s proposed service Management and Orchestration (M&O) framework for 6G. Based on this framework, it identifies and explores in greater detail the programmability of four primary processes in 6G: expressing application and service requirements; service description models and profiling; monitoring and diagnostics; and reasoning. Beyond the scope of the Hexa-X, this article aims to serve as a foundation for future research into network and service programmability in 6G.</p>

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Comprehensive Review of Intelligent Operation and Maintenance of Power System in China

Zhang

et al. 2021

Advances in Artificial Intelligence and Security

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Evolving from Traditional Systems to AIOps: Design, Implementation and Measurements

Cited by 8 publications

References 13 publications

Operation and Maintenance System Architecture Design and Practice for Cloud-network Integration

Operation and Maintenance System Architecture Design and Practice for Cloud-network Integration

Enabling Network and Service Programmability in 6G Mobile Communication Systems

Comprehensive Review of Intelligent Operation and Maintenance of Power System in China

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