公开(公告)号：US20240430702A1

公开(公告)日：2024-12-26

申请号：US18213207

申请日：2023-06-22

Applicant: DISH WIRELESS L.L.C.

Inventor： Premchand Chandran ,  Gurpreet Sohi ,  Julio Armenta

IPC: H04W24/02 ,  H04L41/0631 ,  H04L41/0823 ,  H04L41/16 ,  H04W24/04 ,  H04W24/08

Abstract: A disclosed method may include (i) building, based on telemetry data from an open radio access network, a machine learning model that predicts when a candidate distributed unit within the open radio access network will experience a failure, (ii) detect, by applying the machine learning model that predicts when the candidate distributed unit will shut down, that a specific distributed unit will experience a specific failure, and (iii) perform, in response to detecting that the specific distributed unit will experience the specific failure, a remedial action that addresses the specific failure. Related systems and computer-readable mediums are further disclosed.

公开(公告)号：US20250008427A1

公开(公告)日：2025-01-02

申请号：US18371345

申请日：2023-09-21

Applicant: DISH Wireless L.L.C.

Inventor： Julio Armenta ,  Mehdi Alasti ,  Kazi Bashir ,  Siddhartha Chenumolu

IPC: H04W52/02 ,  H04W24/08 ,  H04W28/02

Abstract: Methods and systems for scaling energy consumption in wireless network infrastructure, while retaining the ability to quickly scale when load changes. This end is accomplished by using containerized (or virtualized) applications to implement 5G core Network Functions, and utilizing network redundancy/geo-redundancy or a multihoming transport protocol for communication between these containerized (or virtualized) applications and other 5G system elements such as the network functions of the Radio Access Nodes (RANs) or the network functions of 5G Core. In particular, one or more core Network Functions (NFs) are instantiated as containerized applications executing on one or more virtualized hosts in a cloud-native orchestration environment. The containers are selectively activated or deactivated based on a demand for utilization of the associated NF. Because elements of the 5G RAN, 5G Core and one or more NFs are connected to one another via a protocol that supports network redundancy and/or geo-redundancy and/or multihoming, endpoint addressing need not be reconfigured when demand on the NFs changes.

公开(公告)号：US20240430711A1

公开(公告)日：2024-12-26

申请号：US18213187

申请日：2023-06-22

Applicant: DISH WIRELESS L.L.C.

Inventor： Premchand Chandran ,  Gurpreet Sohi ,  Julio Armenta

IPC: H04W24/04 ,  H04L41/0631 ,  H04L41/0654 ,  H04L41/16 ,  H04W24/08

Abstract: A disclosed method may include (i) building, based on telemetry data from an open radio access network, a machine learning model that predicts when a candidate distributed unit within the open radio access network will experience a failure, (ii) detect, by applying the machine learning model that predicts when the candidate distributed unit will shut down, that a specific distributed unit will experience a specific failure, and (iii) perform, in response to detecting that the specific distributed unit will experience the specific failure, a remedial action that addresses the specific failure. Related systems and computer-readable mediums are further disclosed.

公开(公告)号：US20240430712A1

公开(公告)日：2024-12-26

申请号：US18213195

申请日：2023-06-22

Applicant: DISH WIRELESS L.L.C.

Inventor： Premchand Chandran ,  Gurpreet Sohi ,  Julio Armenta

IPC: H04W24/04 ,  H04L41/0654 ,  H04L41/082 ,  H04L41/16 ,  H04W24/08

Abstract: A disclosed method may include (i) building, based on telemetry data from an open radio access network, a machine learning model that predicts when a candidate distributed unit within the open radio access network will experience a failure, (ii) detect, by applying the machine learning model that predicts when the candidate distributed unit will shut down, that a specific distributed unit will experience a specific failure, and (iii) perform, in response to detecting that the specific distributed unit will experience the specific failure, a remedial action that addresses the specific failure. Related systems and computer-readable mediums are further disclosed.

公开(公告)号：US20240291844A1

公开(公告)日：2024-08-29

申请号：US18654804

申请日：2024-05-03

Applicant: DISH Wireless L.L.C.

Inventor： Nathan Sones ,  Christopher Scherrer ,  Kevin Plunkett ,  Prakash Srinivasan ,  Julio Armenta

IPC: H04L9/40 ,  H04L41/0686 ,  H04W12/12

CPC classification number: H04L63/1425 ,  H04L41/0686 ,  H04W12/12

Abstract: A data pipeline architecture provides for efficient and scalable data collection within a 5G, 6G or other radio access network (RAN)-based wireless network. The data pipeline includes a data collection engine that receives streaming data in real time, as well as query-based data. The data collection engine collects the data, amalgamates the streaming and the query-based data into a common format, and provides the amalgamated data for delivery to a data reporting engine. The data reporting engine provides dashboards, reports, alerts or other information about the collected data. The data reporting engine may also interface with a database system for longer-term storage of collected data, report generation and/or the like.