An Intent-Driven Closed-Loop Platform for 5G Network Service Orchestration

被引:2
|
作者
Khan, Talha Ahmed [1 ]
Abbas, Khizar [1 ]
Muhammad, Afaq [1 ]
Song, Wang-Cheol [1 ]
机构
[1] Jeju Natl Univ, Dept Comp Engn, Jeju, South Korea
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2022年 / 70卷 / 03期
基金
新加坡国家研究基金会;
关键词
IBN; ML; 5G; NFV; XOS; OSM; SDN; ONOS; OpenStack; CONTROL PLANE;
D O I
10.32604/cmc.2022.017118
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The scope of the 5G network is not only limited to the enhancements in the form of the quality of service (QoS), but it also includes a wide range of services with various requirements. Besides this, many approaches and platforms are under the umbrella of 5G to achieve the goals of end to-end service provisioning. However, the management of multiple services over heterogeneous platforms is a complex task. Each platform and service have various requirements to be handled by domain experts. Still, if the next-generation network management is dependent on manual updates, it will become impossible to provide seamless service provisioning in runtime. Since the traffic for a particular type of service varies significantly over time, automatic provisioning of resources and orchestration in runtime need to be integrated. Besides, with the increase in the number of devices, amount, and variety of traffic, the management of resources with optimization becomes a challenging task. To this end, this manuscript provides a solution that automates the management and service provisioning through multiple platforms while assuring various aspects, including automation, resource management and service assurance. The solution consists of an intent-based system that automatically manages different orchestrators, and eliminates manual control by abstracting the complex configuration requirements into simple and generic contracts. The proposed system considers handling the scalability of resources in runtime by using Machine Learning (ML) to automate and optimize service resource utilization.
引用
收藏
页码:4323 / 4340
页数:18
相关论文
共 50 条
  • [1] Intent-Driven Closed-Loop Control and Management Framework for 6G Open RAN
    Zhang, Jingwen
    Yang, Chungang
    Dong, Ru
    Wang, Yao
    Anpalagan, Alagan
    Ni, Qiang
    Guizani, Mohsen
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (04): : 6314 - 6327
  • [2] An Intent-Driven Management Automation for 5G Mobile Networks
    Ahn, Yoseop
    Jeong, Jaehoon
    38TH INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING, ICOIN 2024, 2024, : 714 - 719
  • [3] Market Driven Multidomain Network Service Orchestration in 5G Networks
    Dieye, Mouhamad
    Jaafar, Wael
    Elbiaze, Halima
    Glitho, Roch H.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2020, 38 (07) : 1417 - 1431
  • [4] Research on the intent-driven network service resilience mechanism
    Li P.
    Song Y.
    Yang C.
    Li F.
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2024, 51 (01): : 60 - 71
  • [5] Time-based coordination in Intent-driven management for Vehicular Service Orchestration
    Bello, Raul Cuervo
    Krijestorac, Nina Slamnik
    Marquez-Barja, Johann M.
    2024 JOINT EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS & 6G SUMMIT, EUCNC/6G SUMMIT 2024, 2024, : 872 - 876
  • [6] Intent-Driven Orchestration: Enforcing Service Level Objectives for Cloud Native Deployments
    Metsch T.
    Viktorsson M.
    Hoban A.
    Vitali M.
    Iyer R.
    Elmroth E.
    SN Computer Science, 4 (3)
  • [7] Mission-Critical Public Safety Networking: An Intent-Driven Service Orchestration Perspective
    Mehmood, Kashif
    Palma, David
    Kralevska, Katina
    PROCEEDINGS OF THE 2022 IEEE 8TH INTERNATIONAL CONFERENCE ON NETWORK SOFTWARIZATION (NETSOFT 2022): NETWORK SOFTWARIZATION COMING OF AGE: NEW CHALLENGES AND OPPORTUNITIES, 2022, : 37 - 42
  • [8] Towards Closed Loop 5G Service Assurance Architecture for Network Slices as a Service
    Xie, Min
    Poe, Wint Yi
    Wang, Yue
    Gonzalez, Andres J.
    Elmokashfi, Ahmed M.
    Pereira Rodrigues, Joao Antonio
    Michelinakis, Foivos
    2019 EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS (EUCNC), 2019, : 139 - 143
  • [9] AI-driven Closed-loop Automation in 5G and beyond Mobile Networks
    Boutaba, Raouf
    Shahriar, Nashid
    Salahuddin, Mohammad A.
    Chowdhury, Shihabur R.
    Saha, Niloy
    James, Alexander
    PROCEEDINGS OF THE 4TH FLEXNETS WORKSHOP ON FLEXIBLE NETWORKS, ARTIFICIAL INTELLIGENCE SUPPORTED NETWORK FLEXIBILITY AND AGILITY (FLEXNETS'21), 2021, : 1 - 6
  • [10] Automatic failover of 5G container-based User Plane Function by ONAP closed-loop orchestration
    Leiter, Akos
    Hegyi, Attila
    Galambosi, Nandor
    Lami, Edina
    Fazekas, Peter
    PROCEEDINGS OF THE IEEE/IFIP NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM 2022, 2022,