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      IBN-based: AI-driven Multi-Domain e2e Network Orchestration Approach

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      https://www.riss.kr/link?id=A107224130

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      다국어 초록 (Multilingual Abstract)

      Networks are growing faster than ever before causing a multi-domain complexity. The diversity, variety and dynamic nature of network traffic and services require enhanced orchestration and management approaches. While many standard orchestrators and n...

      Networks are growing faster than ever before causing a multi-domain complexity. The diversity, variety and dynamic nature of network traffic and services require enhanced orchestration and management approaches. While many standard orchestrators and network operators are resulting in an increase of complexity for handling E2E slice orchestration. Besides, there are multiple domains involved in E2E slice orchestration including access, edge, transport and core network each having their specific challenges. Hence, handling of multi-domain, multi-platform and multi-operator based networking environments manually requires specified experts and using this approach it is impossible to handle the dynamic changes in the network at runtime. Also, the manual approaches towards handling such complexity is always error-prone and tedious. Hence, this work proposes an automated and abstracted solution for handling E2E slice orchestration using an intent-based approach. It abstracts the domains from the operators and enable them to provide their orchestration intention in the form of high-level intents. Besides, it actively monitors the orchestrated resources and based on current monitoring stats using the machine learning it predicts future utilization of resources for updating the system states. Resulting in a closed-loop automated E2E network orchestration and management system.

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      참고문헌 (Reference)

      1 Abbas, K, "Slicing the Core Network and Radio Access Network Domains through Intent-Based Networking for 5G Networks" 9 : 1710-, 2020

      2 Affirmed, "Slice Selection Function"

      3 Malla Reddy Sama, "Service-Based Slice Selection Function for 5G" 2016

      4 Kentis Angelos Mimidis, "Policy Framework for the Next Generation Platform as a Service" 2018

      5 "Open Network Foundation, TR-521: SDN Architecture 1.1"

      6 Eurecom, "Open Air Interface Alliance. Open-Air Interface Project"

      7 Tarik Talib, "On Multi-domain Network Slicing Orchestration Architecture & Federated Resource Control"

      8 Talha Ahmed Khan, "Network Slicing Using Enhanced OpenAirInterface eNodeB and EPC under M-CORD Platform" 182-183, 2018

      9 Khizar Abbas, "Multi-Domain Network Slicing using Intent-Based Networking" 222-223, 2020

      10 Open Network Foundation, "Mobile-Central Office Rearchitected as a Datacenter (M-CORD) v4.1"

      1 Abbas, K, "Slicing the Core Network and Radio Access Network Domains through Intent-Based Networking for 5G Networks" 9 : 1710-, 2020

      2 Affirmed, "Slice Selection Function"

      3 Malla Reddy Sama, "Service-Based Slice Selection Function for 5G" 2016

      4 Kentis Angelos Mimidis, "Policy Framework for the Next Generation Platform as a Service" 2018

      5 "Open Network Foundation, TR-521: SDN Architecture 1.1"

      6 Eurecom, "Open Air Interface Alliance. Open-Air Interface Project"

      7 Tarik Talib, "On Multi-domain Network Slicing Orchestration Architecture & Federated Resource Control"

      8 Talha Ahmed Khan, "Network Slicing Using Enhanced OpenAirInterface eNodeB and EPC under M-CORD Platform" 182-183, 2018

      9 Khizar Abbas, "Multi-Domain Network Slicing using Intent-Based Networking" 222-223, 2020

      10 Open Network Foundation, "Mobile-Central Office Rearchitected as a Datacenter (M-CORD) v4.1"

      11 T. A. Khan, "Machine Learning Approach for Automatic Configuration and Management of 5G Platforms" 1-6, 2019

      12 Rafiq, A, "Intent-Based End-to-End Network Service Orchestration System for Multi-Platforms" 12 : 2782-, 2020

      13 T. A. Khan, "Generic Intent-based Networking Platform for E2E Network Slice Orchestration & Lifecycle Management" 49-54, 2020

      14 Talha Ahmed Khan, "Generic Intent-Based Networking approach for end-to-end Slice Orchestration and Lifecycle Management" 468-469, 2020

      15 "GSA, Ericsson, Huawei, Nokia. 5G Network Slicing for Vertical Industries White Paper"

      16 Wang, Rui, "End-to-End Quantum Secured Inter-Domain 5G Service Orchestration Over Dynamically Switched Flex-Grid Optical Networks Enabled by a q-ROADM" 38 (38): 139-149, 2019

      17 Wireless World Research Forum, "End to End Network Slicing, White Paper 3"

      18 "ETSI, ETSI GS. NFV-MAN 001: Network Function Virtualisation (NFV): Management and Orchestration"

      19 Peter Hedman and NGMN P1 WS1 E2E Architecture team, "Description of Network Slicing Concept"

      20 Godfrey Anuga Akpakwu, "A Survey on 5G Networks for the Internet of Things: Communication Technologies and Challenges" 6 : 3619-3647, 2018

      21 WANG Shihao, "A Network Traffic Prediction Method Based on LSTM" (2) : 2019

      22 "3GPP, TS 23.501 V15.0.0, Technical Specification Group Services and System Aspects; System Architecture for the 5G System"

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2028 평가예정 재인증평가 신청대상 (재인증)
      2022-01-01 평가 등재학술지 유지 (재인증) KCI등재
      2019-01-01 평가 등재학술지 선정 (계속평가) KCI등재
      2017-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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