The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jun. 25, 2019

Filed:

Jul. 13, 2015
Applicants:

Denso Corporation, Kariya, Aichi-pref., JP;

The Regents of the University of California, Oakland, CA (US);

Inventors:

Irina Kataeva, Nagoya, JP;

Dmitri B. Strukov, Goleta, CA (US);

Farnood Merrikh-Bayat, Goleta, CA (US);

Assignees:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06E 1/00 (2006.01); G06N 3/08 (2006.01); G06F 11/07 (2006.01); G06N 3/063 (2006.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 11/079 (2013.01); G06F 11/0721 (2013.01); G06N 3/063 (2013.01);
Abstract

A neural network is implemented as a memristive neuromorphic circuit that includes a neuron circuit and a memristive device connected to the neuron circuit. An input voltage is sensed at a first terminal of a memristive device during a feedforward operation of the neural network. An error voltage is sensed at a second terminal of the memristive device during an error backpropagation operation of the neural network. In accordance with a training rule, a desired conductance change for the memristive device is computed based on the sensed input voltage and the sensed error voltage. Then a training voltage is applied to the memristive device. Here, the training voltage is proportional to a logarithmic value of the desired conductance change.


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