US 12,294,392 B1
System and method for compressing and restoring data using hierarchical autoencoders and correlation networks
Brian Galvin, Silverdale, WA (US)
Assigned to ATOMBEAM TECHNOLOGIES INC, Moraga, CA (US)
Filed by AtomBeam Technologies Inc., Moraga, CA (US)
Filed on Dec. 6, 2024, as Appl. No. 18/972,797.
Application 18/972,797 is a continuation in part of application No. 18/648,340, filed on Apr. 27, 2024, granted, now 12,166,507.
Application 18/648,340 is a continuation in part of application No. 18/427,716, filed on Jan. 30, 2024, granted, now 12,093,972, issued on Sep. 17, 2024.
Application 18/427,716 is a continuation in part of application No. 18/410,980, filed on Jan. 11, 2024, granted, now 12,068,761, issued on Aug. 20, 2024.
Application 18/410,980 is a continuation in part of application No. 18/537,728, filed on Dec. 12, 2023, granted, now 12,058,333, issued on Aug. 6, 2024.
This patent is subject to a terminal disclaimer.
Int. Cl. H03M 7/00 (2006.01); H03M 7/30 (2006.01)
CPC H03M 7/6011 (2013.01) [H03M 7/6005 (2013.01); H03M 7/70 (2013.01)] 6 Claims
OG exemplary drawing
 
1. A system for compressing and restoring data, comprising:
a computing device comprising at least a memory and a processor;
a plurality of programming instructions stored in the memory and operable on the processor that cause the computing device to:
train a correlation network using sets of cross-correlated training data sets;
obtain a plurality of input data sets;
compress the input data sets into compressed data sets using a plurality of encoders within a plurality of hierarchical autoencoders;
decompress the compressed data sets using a plurality of decoders within the plurality of hierarchical autoencoders to obtain decompressed data sets; and
restore data lost in compression to the decompressed data sets using the correlation network, thereby generating restored data sets.