US 11,954,177 B2
System and method for online constraint optimization in telecommunications networks
Kushal Singla, Bangalore (IN); Sidakpreet Singh Chawla, Jalandhar (IN); Ebenezer Bardhan, Chennai (IN); and Pooja Khivesara, Chennai (IN)
Assigned to Verizon Patent and Licensing Inc., Basking Ridge, NJ (US)
Filed by Verizon Patent and Licensing Inc., Basking Ridge, NJ (US)
Filed on Nov. 23, 2020, as Appl. No. 17/101,258.
Prior Publication US 2022/0164593 A1, May 26, 2022
Int. Cl. H04L 12/725 (2013.01); G06F 18/20 (2023.01); G06F 18/2431 (2023.01)
CPC G06F 18/2431 (2023.01) [G06F 18/285 (2023.01)] 20 Claims
OG exemplary drawing
 
1. A method comprising:
receiving, by one or more network devices, a function for an analytic event and a constraint, wherein the function applies different user attributes for a telecommunications network;
generating, by the one or more network devices, a training data set, wherein the training data set is generated using offline constrained optimization of the function;
developing, by the one or more network devices, a predictive model for utilization of network resources in the telecommunications network using the training data set;
receiving, by the one or more network devices, a query for a user that corresponds to the analytic event;
conducting, by the one or more network devices, a real-time prescriptive analysis for the query using the predictive model; and
optimizing by one or more network devices, allocation of the network resources to the user based on the prescriptive analysis.