Spiking neuron device and combinatorial optimization problem calculation device
To provide a spiking neuron apparatus able to efficiently implement a simulation of a spiking neuron. A spiking neuron apparatus using a coherent Ising machine, the coherent Ising machine including: a resonator unit for amplifying a plurality of optical pulses; a measurement unit for measuring phases and amplitudes of the optical pulses to obtain a measurement result; and a feedback configuration for computing and feeding back an interaction related to a certain optical pulse using a coupling coefficient of Ising Model on the basis of the measurement result, the feedback configuration feedback inputting correlation determined by two coupling coefficients with opposite signs to two predetermined optical pulses of the optical pulses, the spiking neuron apparatus simulating a state of a spiking neuron using one of values of two optical pulses finally obtained by the measurement unit.
1. A spiking neuron apparatus using a coherent Ising machine, the coherent Ising machine including:
a resonator unit for amplifying a plurality of optical pulses;
a measurement unit for measuring phases and amplitudes of the optical pulses to obtain a measurement result; and
a feedback configuration for computing and feeding back an interaction related to a certain optical pulse using a coupling coefficient of Ising Model on the basis of the measurement result,
the feedback configuration feeding back correlation determined by two coupling coefficients with opposite signs to two predetermined optical pulses of the plurality of optical pulses,
the spiking neuron apparatus simulating a state of a spiking neuron using values of two optical pulses finally obtained by the measurement unit.
2. The spiking neuron apparatus according to claim 1 ,
wherein the resonator unit includes a ring resonator for circulating and propagating the optical pulses and a phase sensitive amplifier for amplifying the optical pulses with an injected pump pulse, and
wherein an intensity of the pump pulse injected to one of the two predetermined optical pulses is different from an intensity of the pump pulse injected to the other of the two predetermined optical pulses for the phase sensitive amplifier.
3. The spiking neuron apparatus according to claim 1 , wherein one of the two predetermined optical pulses passes through a phase sensitive amplifier provided in the resonator unit and the other of the two predetermined optical pulses does not pass through the phase sensitive amplifier provided in the resonator unit.
4. The spiking neuron apparatus according to claim 3 ,
wherein the resonator unit includes a first ring resonator for circulating and propagating one of the two predetermined optical pulses, a second ring resonator for circulating and propagating the other of the two predetermined optical pulses, and a phase sensitive amplifier for amplifying the optical pulses with an injected pump pulse, and
wherein the phase sensitive amplifier is provided only in the first ring resonator.
5. The spiking neuron apparatus according to claim 3 ,
wherein the resonator unit includes a ring resonator for circulating and propagating optical pulses and a phase sensitive amplifier for amplifying the optical pulses with an injected pump pulse, the phase sensitive amplifier being provided in the ring resonator, and
wherein a different path is provided for propagating optical pulses split from the ring resonator in parallel with a path passing through the phase sensitive amplifier of the ring resonator.
6. A combinatorial optimization problem calculation device that maps a combinatorial optimization problem to a coupling coefficient of the spiking neuron apparatus according to claim 1 .