US 12,413,483 B2
Systems and methods for using bottleneck structures to improve performance of machine learning-based modeling
Alex Batlle, Arenys de Munt (ES); Jordi Ros Giralt, Vilafranca del Penedes (ES); and Aleix Segui, Tarrega (ES)
Assigned to QUALCOMM Incorporated, San Diego, CA (US)
Filed by QUALCOMM Incorporated, San Diego, CA (US)
Filed on May 5, 2023, as Appl. No. 18/313,103.
Prior Publication US 2024/0372787 A1, Nov. 7, 2024
Int. Cl. H04L 41/147 (2022.01); H04L 41/12 (2022.01); H04L 41/16 (2022.01); H04L 43/0829 (2022.01); H04L 43/0852 (2022.01); H04L 43/0882 (2022.01); H04L 43/0894 (2022.01)
CPC H04L 41/147 (2013.01) [H04L 41/12 (2013.01); H04L 41/16 (2013.01); H04L 43/0829 (2013.01); H04L 43/0852 (2013.01); H04L 43/0882 (2013.01); H04L 43/0894 (2013.01)] 26 Claims
OG exemplary drawing
 
1. A processor-implemented method performed by one or more processors, comprising:
receiving information associated with a communications system including multiple elements, each of the multiple elements being configured to communicate with other elements of the communications system and the information associated with the communications system including topology information and flow information;
determining an information rate estimate based on the topology information and the flow information;
generating a bottleneck structure based on the information associated with the communications system, the bottleneck structure comprising a computational graph characterizing a state of the communications system with flows and links, the links offering communications resources with a limited capacity and the flows making use of the communications resources, the bottleneck structure revealing interactions of bottleneck links and system-wide ripple effects caused by perturbations in the communications system;
generating an embedding based on the information rate estimate and the bottleneck structure; and
processing, by an artificial neural network (ANN), the embedding over one or more convolutional layers to generate a digital model corresponding to the communications system.