Systems and methods for orchestration and optimization of wireless networks
AssigneeVerizon Patent and Licensing Inc.
InventorsKrishna K. Bellamkonda, Nischal Patel, Jin Yang
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Abstract
A system described herein may provide for the use of artificial intelligence/machine learning (“AI/ML”) techniques to generate models for various locations or regions (e.g., sectors) associated with one or more radio access networks (“RANs”) of a wireless network. The system may determine Key Performance Indicators (“KPIs”) or other attributes that are of particular relevance or importance for a given sector model, and may determine actions to perform with respect to particular sectors in order to enhance performance according to the KPIs that are of particular relevance to a sector model determined with respect to the particular sectors.
Claims20
A device, comprising:
- one or more processors configured to:
- maintain a plurality of sector models, wherein each sector model is associated with a respective set of radio access network (“RAN”) attributes;
- maintain a plurality of optimization goals, wherein each sector model is associated with one or more optimization goal of the plurality of optimization goals;
- select, based on a particular set of RAN attributes of a particular RAN, a particular sector model of the plurality of sector models;
- select a particular optimization goal, of the plurality of optimization goals, with which the selected particular sector model is associated;
- identify a set of actions to perform based on the particular optimization goal;
- and
- implement the set of actions, associated with the particular optimization goal, at the particular RAN.
A non-transitory computer-readable medium, storing a plurality of processor-executable instructions to:
- maintain a plurality of sector models, wherein each sector model is associated with a respective set of radio access network (“RAN”) attributes;
- maintain a plurality of optimization goals, wherein each sector model is associated with one or more optimization goal of the plurality of optimization goals;
- select, based on a particular set of RAN attributes of a particular RAN, a particular sector model of the plurality of sector models;
- select a particular optimization goal, of the plurality of optimization goals, with which the selected particular sector model is associated;
- identify a set of actions to perform based on the particular optimization goal;
- and
- implement the set of actions, associated with the particular optimization goal, at the particular RAN.
A method, comprising:
- maintaining a plurality of sector models, wherein each sector model is associated with a respective set of radio access network (“RANs”) attributes;
- maintaining a plurality of optimization goals, wherein each sector model is associated with one or more optimization goal of the plurality of optimization goals;
- selecting, based on a particular set of RAN attributes of a particular RAN, a particular sector model of the plurality of sector models;
- selecting a particular optimization goal, of the plurality of optimization goals, with which the selected particular sector model is associated;
- identifying a set of actions to perform based on the particular optimization goal;
- and
- implementing the set of actions, associated with the particular optimization goal, at the particular RAN.
Dependencies are inferred from the claim text.