Invention Grant
- Patent Title: Spiking neural net work device and learning method of spiking neural network device
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Application No.: US16803641Application Date: 2020-02-27
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Publication No.: US11625579B2Publication Date: 2023-04-11
- Inventor: Yoshifumi Nishi , Kumiko Nomura , Radu Berdan , Takao Marukame
- Applicant: KABUSHIKI KAISHA TOSHIBA
- Applicant Address: JP Minato-ku
- Assignee: KABUSHIKI KAISHA TOSHIBA
- Current Assignee: KABUSHIKI KAISHA TOSHIBA
- Current Assignee Address: JP Minato-ku
- Agency: Oblon, McClelland, Maier & Neustadt, L.L.P.
- Priority: JPJP2019-149790 20190819
- Main IPC: G06N3/04
- IPC: G06N3/04 ; G06N3/049 ; G06N3/08 ; G06N3/063

Abstract:
A spiking neural network device according to an embodiment includes a synaptic element, a neuron circuit, a synaptic potentiator, and a synaptic depressor. The synaptic element has a variable weight. The neuron circuit inputs a spike voltage having a magnitude adjusted in accordance with the weight of the synaptic element via the synaptic element, and fires when a predetermined condition is satisfied. The synaptic potentiator performs a potentiating operation for potentiating the weight of the synaptic element depending on input timing of the spike voltage and firing timing of the neuron circuit. The synaptic depressor performs a depression operation for depressing the weight of the synaptic element in accordance with a schedule independent from the input timing of the spike voltage and the firing timing of the neuron circuit.
Public/Granted literature
- US20210056383A1 SPIKING NEURAL NETWORK DEVICE AND LEARNING METHOD OF SPIKING NEURAL NETWORK DEVICE Public/Granted day:2021-02-25
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