Edge network monitoring and adaptation systems
Systems and methods for monitoring and adapting an edge network is provided. The system can include a plurality of user devices connected to a communications network and configured to capture input data and/or generate device data which can be transmitted to a data lake for storage and processing. A network monitoring station can leverage the data in the data lake to generate business intelligence to determine whether there is an issue within the system, for instance with respect to a user device or any other component of the network. Subsequently, an adaptive action can be triggered in response to a determination that an issue exists within the system.
1. A system for monitoring and adapting an edge network in event environments, the system comprising:
a plurality of user devices at an event environment to capture input data and/or generate device data, the plurality of user devices connected to an edge network via one or more access points;
a data lake to receive and store the input data and/or device data; and
a network monitoring station to query the data lake and generate business intelligence to determine the presence of an issue associated with one or more of the plurality of users devices and/or the edge network.
2. The system of claim 1 , wherein the network monitoring station triggers an adaptive action in response to determining the presence of an issue associated with one or more of the plurality of users devices and/or the edge network.
3. The system of claim 2 , wherein the adaptive action comprises at least one of pushing power to a user device, reassigning a communication channel of a user device, and/or repairing a communication channel within the network.
4. The system of claim 2 , wherein the adaptive action comprises repairing software and/or firmware running on one or more of the plurality of user devices and/or the edge network.
5. The system of claim 2 , wherein the adaptive action comprises providing an indication to replace at least a portion of hardware of a user device and/or relocate a user device.
6. The system of claim 2 , wherein the adaptive action comprises providing a forecast indication of a network failure.
7. The system of claim 1 , wherein the plurality of user devices push input data and/or device data to the data lake in a continuous stream.
8. The system of claim 1 , wherein the data lake stores the input data and/or device data in raw form in a first bucket.
9. The system of claim 8 , wherein the data lake processes the data in raw form and stores the processed data in a second bucket.
10. The system of claim 1 , wherein the business intelligence is generated in real-time.
11. A computer-implemented method for monitoring and adapting an edge network in event environment, the method comprising:
generating, by a plurality of user devices at an event environment in operable communication with an edge network, a data set corresponding to the plurality of user devices, the data set comprising input data and/or operation information associated with the plurality of user devices;
loading the data set into a data lake;
querying, by a network monitoring station, the data lake;
generating, by the network monitoring system, business intelligence associated with the plurality of user devices; and
determining, based on the business intelligence, the presence of an issue associated with one or more of the plurality of users devices.
12. The method of claim 11 , further comprising: generating, by one or more access points in the edge network, an additional data set comprising operational information associated with the one or more access points; loading the additional data set into the data lake; and generating business intelligence associated with the plurality of user devices and the one or more access points.
13. The method of claim 11 , further comprising triggering an adaptive action in response to determining the presence of an issue associated with one or more of the plurality of user devices.
14. The method of claim 13 , wherein the adaptive action comprises at least one of pushing power to a user device, reassigning a communication channel of a user device, and/or repairing a communication channel within the network.
15. The method of claim 13 , wherein the adaptive action comprises repairing software running on one or more of the plurality of users devices.
16. The method of claim 13 , wherein the adaptive action comprises providing an indication to replace at least a portion of hardware of a user device and/or relocate a user device.
17. The method of claim 13 , wherein the adaptive action comprises providing a forecast indication of a network failure.
18. The method of claim 11 , wherein the loading the data set into the data lake comprises transmitting the data set to the data lake in a continuous stream.
19. The method of claim 11 , wherein the data lake stores the data set in raw form in a first bucket, the method further comprising: processing the data set in raw form to generate a processed data set; and storing the processed data set in a second bucket.
20. The method of claim 11 , wherein the business intelligence is generated in real-time.