US 12,425,291 B2
Alert management
Indervir Singh Banipal, San Jose, CA (US); Shikhar Kwatra, San Jose, CA (US); Nadiya Kochura, Bolton, MA (US); and Sourav Mazumder, Contra Costa, CA (US)
Assigned to INTERNATIONAL BUSINESS MACHINES CORPORATION, Armonk, NY (US)
Filed by INTERNATIONAL BUSINESS MACHINES CORPORATION, Armonk, NY (US)
Filed on Feb. 7, 2024, as Appl. No. 18/435,444.
Prior Publication US 2025/0254083 A1, Aug. 7, 2025
Int. Cl. H04L 41/0654 (2022.01); H04L 41/0631 (2022.01); H04L 41/16 (2022.01)
CPC H04L 41/0654 (2013.01) [H04L 41/0636 (2013.01); H04L 41/16 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A computer-implemented method, comprising:
receiving, by a processor set, a data metrics input which corresponds with a microservice issue;
determining, by the processor set, a final outcome by multiplying each metric of the data metrics input by a weight;
determining, by the processor set, a link output based on the final outcome;
determining, by the processor set, a cost function based on the link output;
evaluating, by the processor set, that a cost output of the cost function has a minimized error;
outputting, by the processor set, a data metrics output based on the cost output of the cost function having the minimized error;
training, by the processor set, at least one machine learning (ML) model using the data metrics output;
receiving by the processor set, a new data metrics input which corresponds with another microservice issue; and
providing, by the processor set, a recommendation corresponding to the new data metrics input using the trained at least one ML model.