US 12,346,233 B2
Predicting usage of system state information to determine compression levels
Parminder Singh Sethi, Ludhiana (IN); Lakshmi Saroja Nalam, Bangalore (IN); and Atishay Jain, Meerut (IN)
Assigned to Dell Products L.P., Round Rock, TX (US)
Filed by Dell Products L.P., Round Rock, TX (US)
Filed on Jan. 5, 2022, as Appl. No. 17/569,266.
Prior Publication US 2023/0214309 A1, Jul. 6, 2023
Int. Cl. G06F 9/44 (2018.01); G06F 11/30 (2006.01); G06F 11/34 (2006.01); G06N 20/20 (2019.01); H03M 7/30 (2006.01)
CPC G06F 11/3442 (2013.01) [G06F 11/3034 (2013.01); G06N 20/20 (2019.01); H03M 7/60 (2013.01)] 20 Claims
OG exemplary drawing
 
1. An apparatus comprising:
at least one processing device comprising a processor coupled to a memory;
the at least one processing device being configured to:
receive system state information corresponding to one or more devices, wherein the system state information comprises data identifying a plurality of factors including at least technical support case data, wherein the technical support case data comprises at least data identifying a number of times the technical support case data was accessed;
predict a usage frequency of the system state information for an upcoming time period using one or more machine learning models;
determine, based at least in part on the usage frequency, a compression level for storage of the system state information; and
apply the compression level to the system state information to generate at least one compressed file for transmission to a database.