SYSTEM FOR A FLEXIBLE CONDUCTANCE CROSSBAR

Patent №

US 11,200,948

Granted

2021-12-14

Filed 2020

Owner

HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

Lab

AI components

2

ml · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17005219

Systems are provided for implementing a hybrid resistor-memristor crossbar array, which allows for flexible conductance to be used in implementing the weight matrix of a neural network. The hybrid resistor-memristor crossbar array may include resistor crossbars, each resistor having a static conductance value. The hybrid resistor-memristor crossbar array may also have a memristor coupled to an output line associated with the resistor crossbar array, wherein the memristor has a variable conductance value, and further wherein the static conductance values and the variable conductance value are set to calculate a matrix-vector multiplication associated with a weight matrix of a neural network. An expected range of coefficients for a weight matrix of a neural network can be given by the Discrete Transform Cosine (DCT). Accordingly, the static conductance values of the resistors in the resistors crossbar array are set to values equal to known coefficients of the DCT.

Machine learningAI hardwareG11C 11/54G11C 13/0007G06N 3/02G06N 3/065G11C 5/025G11C 13/004H10B 63/00H10N 70/883

AI classification

Machine learning1.00
AI hardware1.00
Natural language0.00
Vision0.00
Speech0.00
Knowledge representation0.00
Planning0.00
Evolutionary computation0.00

Ownership

HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

assignment · 536250825

Assignors

AMBROSI, JOAO CLAUDIO, DA CUNHA, ARTHUR CARVALHO WALRAVEN, CAVALCANTE, JEFFERSON RODRIGO ALVES

On an employer assignment, the assignors are typically the inventors.

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