Device and Computer Realizing Calculation of Reservoir Layer of Reservoir Computing
AssigneeHitachi, Ltd.
InventorsTadashi OKUMURA, Mitsuharu TAI, Masahiko ANDO, Sanato NAGATA, Norifumi KAMESHIRO
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Abstract
A device includes an input unit, a nonlinear converter, and an output unit. The nonlinear converter and the output unit are connected via a connection path having a delay mechanism that realizes a feedback loop giving a delay to a signal. The delay mechanism includes a conversion mechanism that generates a plurality of signals with different delay times using the signal output from the nonlinear converter, generates a new signal by superimposing the plurality of signals, and outputs the generated signal to the output unit.
Claims7
A device that realizes calculation of a reservoir layer of reservoir computing, and comprises:
- an input unit;
- a nonlinear converter;
- and
- an output unit, wherein
- the nonlinear converter and the output unit are connected via a connection path having a delay mechanism that realizes a feedback loop giving a delay to a signal to be propagated,
- the input unit outputs a first signal generated by superimposing processing results of an input signal and a previous input signal output from the output unit to the nonlinear converter,
- the nonlinear converter outputs a second signal obtained by executing nonlinear conversion on the first signal,
- the output unit generates a third signal based on a signal received via the connection path, outputs the third signal to the input unit as a processing result of the previous input signal, and outputs the third signal to an external device, and
- the delay mechanism includes a conversion mechanism that generates a plurality of fourth signals with different delay times using the second signal, generates a fifth signal by superimposing the plurality of fourth signals, and outputs the fifth signal to the output unit.
A computer that executes calculation of reservoir computing, and comprises:
- an input device configured to realize calculation of an input layer of the reservoir computing;
- a reservoir device configured to realize calculation of a reservoir layer of the reservoir computing;
- and
- an output device configured to realize calculation of an output layer of the reservoir computing,
- wherein the reservoir device includes an input unit, a nonlinear converter, and an output unit, wherein
- the nonlinear converter and the output unit are connected via a connection path having a delay mechanism that gives a time delay to a signal propagating from the nonlinear converter to the output unit,
- the input unit outputs a first signal generated by superimposing processing results of an input signal output from the input device and a previous input signal output from the output unit to the nonlinear converter,
- the nonlinear converter outputs a second signal obtained by executing nonlinear conversion on the first signal,
- the output unit generates a third signal based on a signal received via the connection path, outputs the third signal to the output unit as a processing result of the previous input signal, and outputs the third signal to an external device, and
- the delay mechanism includes a conversion mechanism that generates a plurality of fourth signals with different delay times using the second signal, generates a fifth signal by superimposing the plurality of fourth signals, and outputs the fifth signal to the output unit.
Dependencies are inferred from the claim text.