Network-based hyperdimensional system
AssigneeThe Regents of the University of California
InventorMohsen Imani
Life of this patent
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Abstract
Disclosed is a network-based hyperdimensional system having an encoder configured to receive input data and encode the input data using hyperdimensional computing to generate a hypervector having encoded data bits that represent the input data. The network-based hyperdimensional system further includes a decoder configured to receive the encoded data bits, decode the encoded data bits, and reconstruct the input data from the decoded data bits. In some embodiments, the encoder is configured for direct hyperdimensional learning on transmitted data with no need for data decoding by the decoder.
Claims18
A network-based hyperdimensional system comprising:
- an encoder implemented in hardware and configured to:
- receive input data in a bitstream;
- divide the bit stream into chunks;
- generate chunk hypervectors from the chunks;
- generate a position hypervector for each chunk hypervector;
- bind each position hypervector with each associated chunk hypervector to generate bound hypervectors;
- and
- add the bound hypervectors together to generate encoded data bits;
- and
- a decoder implemented in hardware and configured to:
- receive the encoded data bits over a network;
- and
- decode the encoded data bits by comparing predetermined bit sequences with the encoded data bits until a convergence to a maximum match between the predetermined bit sequences and the encoded data bits occurs within a finite number of decoding iterations and thereby reconstruct the input data from the decoded data bits.
Dependencies are inferred from the claim text.