Dynamic network load forecasting

摘要

The present disclosure involves computer-implemented methods, software, and systems for optimizing the utilization of network infrastructure resources through predictive analysis. A computer-implemented method includes calculating, using at least one hardware processor, at least one user network load profile for each user profile of a set of user profiles, calculating a predicted dynamic network load using the at least one user network load profile for each user profile of the set of user profiles, transferring the predicted dynamic network load to an at least one network infrastructure resource, and adjusting the capacity of the at least one available network infrastructure resource.

主权项

1. A computer-implemented dynamic network load forecast method, comprising:
calculating, using at least one hardware processor, at least one user network load profile for each user profile of a set of user profiles, wherein the calculation of the at least one user network load profile includes:
storing at least one resource usage time measurement associated with the user profile for a defined first time unit as defined by at least one resource measurement value;calculating at least one first average resource usage time measurement and at least one first resource usage time standard deviation using the stored at least one resource usage time measurement and the at least one resource measurement value;calculating at least one second average resource usage time measurement utilizing the at least one first average resource usage time measurement in relation to a second defined time unit; andcalculating at least one integrated capacity resource usage measurement for the at least one second defined time unit utilizing the at least one second average resource usage time measurement; andcalculating an overall capacity demand change utilizing the at least one integrated capacity resource usage measurement for at least one identically defined second time unit; calculating a predicted dynamic network load using the at least one user network load profile for each user profile of the set of user profiles; transferring the predicted dynamic network load to an at least one network infrastructure resource; and adjusting a capacity of the least one available network infrastructure resource.