Invention Grant
- Patent Title: Computing system and method
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Application No.: US16887008Application Date: 2020-05-29
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Publication No.: US11423286B2Publication Date: 2022-08-23
- Inventor: Sanato Nagata , Tadashi Okumura , Masahiko Ando
- Applicant: HITACHI, LTD.
- Applicant Address: JP Tokyo
- Assignee: HITACHI, LTD.
- Current Assignee: HITACHI, LTD.
- Current Assignee Address: JP Tokyo
- Agency: Volpe Koenig
- Priority: JPJP2019-106056 20190606
- Main IPC: G06N3/04
- IPC: G06N3/04 ; G06F17/16 ; G06N3/067 ; G06N3/08

Abstract:
A technology that can enhance the computing performance of a computing system using reservoir computing (RC), includes a computing system which performs computation using a recurrent neural network (RNN) including an input unit, a reservoir unit, and an output unit. The reservoir unit includes a plurality of nodes circularly connected to each other. The circular connection has a weight matrix for determining a weight between the nodes of the plurality of nodes, in which a weight between the nodes closely arranged on the circle is larger than a weight between the nodes arranged away from each other on the circle. The plurality of nodes each have a g value that is a parameter for designating nonlinearity of an activation function of each of the nodes, and that is set so as to periodically change in a direction on the circle.
Information query