Nothing Special   »   [go: up one dir, main page]

Ramachandran et al., 2022 - Google Patents

5G network management system with machine learning based analytics

Ramachandran et al., 2022

View PDF
Document ID
2663860500420569166
Author
Ramachandran M
Archana T
Deepika V
Kumar A
Sivalingam K
Publication year
Publication venue
IEEE Access

External Links

Snippet

Application of intelligent data analytics using machine learning in management of 5G networks can enable autonomous networking capabilities in 5G networks. This paper describes the design and implementation of CygNet MaSoN, a management system …
Continue reading at ieeexplore.ieee.org (PDF) (other versions)

Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/08—Configuration management of network or network elements
    • H04L41/0803—Configuration setting of network or network elements
    • H04L41/0813—Changing of configuration
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/50—Network service management, i.e. ensuring proper service fulfillment according to an agreement or contract between two parties, e.g. between an IT-provider and a customer
    • H04L41/5041—Service implementation
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/50—Network service management, i.e. ensuring proper service fulfillment according to an agreement or contract between two parties, e.g. between an IT-provider and a customer
    • H04L41/5003—Managing service level agreement [SLA] or interaction between SLA and quality of service [QoS]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/14—Arrangements for maintenance or administration or management of packet switching networks involving network analysis or design, e.g. simulation, network model or planning
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/08—Configuration management of network or network elements
    • H04L41/0893—Assignment of logical groupings to network elements; Policy based network management or configuration
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L12/00—Data switching networks
    • H04L12/02—Details
    • H04L12/26—Monitoring arrangements; Testing arrangements
    • H04L12/2602—Monitoring arrangements
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for programme control, e.g. control unit
    • G06F9/06—Arrangements for programme control, e.g. control unit using stored programme, i.e. using internal store of processing equipment to receive and retain programme
    • G06F9/46—Multiprogramming arrangements
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/02—Arrangements for maintenance or administration or management of packet switching networks involving integration or standardization
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/04—Architectural aspects of network management arrangements
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/22—Arrangements for maintenance or administration or management of packet switching networks using GUI [Graphical User Interface]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network-specific arrangements or communication protocols supporting networked applications
    • H04L67/10—Network-specific arrangements or communication protocols supporting networked applications in which an application is distributed across nodes in the network
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance or administration or management of packet switching networks
    • H04L41/06—Arrangements for maintenance or administration or management of packet switching networks involving management of faults or events or alarms
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing packet switching networks
    • H04L43/08—Monitoring based on specific metrics
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06N—COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N99/00—Subject matter not provided for in other groups of this subclass
    • G06N99/005—Learning machines, i.e. computer in which a programme is changed according to experience gained by the machine itself during a complete run
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06N—COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computer systems utilising knowledge based models

Similar Documents

Publication Publication Date Title
Abbas et al. Network slice lifecycle management for 5g mobile networks: An intent-based networking approach
D’Oro et al. OrchestRAN: Network automation through orchestrated intelligence in the open RAN
Subramanya et al. Centralized and federated learning for predictive VNF autoscaling in multi-domain 5G networks and beyond
US10467040B2 (en) Intelligent self-configuring decision method for the cloud resources management and orchestration
Coronado et al. Zero touch management: A survey of network automation solutions for 5G and 6G networks
US10530740B2 (en) Systems and methods for facilitating closed loop processing using machine learning
Arzo et al. Multi-agent based autonomic network management architecture
US11106560B2 (en) Adaptive thresholds for containers
Mijumbi et al. A connectionist approach to dynamic resource management for virtualised network functions
Chergui et al. Big data for 5G intelligent network slicing management
US20230216737A1 (en) Network performance assessment
JP2020043565A (en) System and method enabling intelligent network services through cognitive detection, analysis, determination, and response framework
Ramachandran et al. 5G network management system with machine learning based analytics
CN113543160B (en) 5G slice resource allocation method, device, computing equipment and computer storage medium
CN118509336B (en) Communication network optimization method, device and equipment considering power consumption
Santos et al. Availability-aware and energy-aware dynamic SFC placement using reinforcement learning
Jahromi et al. An application awareness framework based on SDN and machine learning: Defining the roadmap and challenges
de Sousa et al. Machine learning-assisted closed-control loops for beyond 5g multi-domain zero-touch networks
Sham et al. Intelligent admission control manager for fog‐integrated cloud: A hybrid machine learning approach
D'Oro et al. OrchestRAN: Orchestrating network intelligence in the open RAN
Abbas et al. AI-driven data analytics and intent-based networking for orchestration and control of B5G consumer electronics services
Batista et al. Characterization and modeling of IoT data traffic in the fog of things paradigm
Addis et al. Function placement and acceleration for in-network federated learning services
Villota et al. On the feasibility of using hierarchical task networks and network functions virtualization for managing software-defined networks
Ferdosian et al. Autonomous intelligent VNF profiling for future intelligent network orchestration