公开(公告)号：US20210019608A1

公开(公告)日：2021-01-21

申请号：US16569647

申请日：2019-09-12

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stephen Trinh ,  Stanley Hong ,  Anh Ly ,  Steven Lemke ,  Nha Nguyen ,  Vipin Tiwari ,  Nhan Do

IPC: G06N3/063 ,  G06N3/04 ,  G11C16/04 ,  G11C16/10 ,  G11C16/34

Abstract: Testing circuitry and methods are disclosed for use with analog neural memory in deep learning artificial neural networks. The analog neural memory comprises one or more arrays of non-volatile memory cells. The testing circuitry and methods can be utilized during sort tests, qualification tests, and other tests to verify programming operations of one or more cells.

公开(公告)号：US10896368B2

公开(公告)日：2021-01-19

申请号：US16746837

申请日：2020-01-18

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stanley Hong ,  Anh Ly

IPC: G06F17/16 ,  G06N3/04 ,  G06N3/063 ,  G11C16/04 ,  G11C16/10 ,  G11C16/34 ,  G11C16/14 ,  G11C16/30 ,  G11C16/08 ,  G06N3/08

Abstract: Numerous embodiments are disclosed for an analog neuromorphic memory system for use in a deep learning neural network. In one embodiment, the analog neuromorphic memory system comprises a plurality of vector-by-matrix multiplication systems, each vector-by-matrix multiplication system comprising an array of memory cells, a low voltage row decoder, a high voltage row decoder, and a low voltage column decoder; a plurality of output blocks, each output block providing an output in response to at least one of the plurality of vector-by-matrix multiplication systems; and a shared verify block configured to concurrently perform a verify operation after a program operation on two or more of the plurality of vector-by-matrix systems.

公开(公告)号：US10755779B2

公开(公告)日：2020-08-25

申请号：US15701071

申请日：2017-09-11

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Thuan Vu ,  Stanley Hong ,  Feng Zhou ,  Xian Liu ,  Nhan Do

IPC: G11C13/00 ,  H01L45/00 ,  H01L27/24 ,  G11C7/06

Abstract: Various architectures and layouts for an array of resistive random access memory (RRAM) cells are disclosed. The RRAM cells are organized into rows and columns, with each cell comprising a top electrode, a bottom electrode, and a switching layer. Circuitry is included for improving the reading and writing of the array, including the addition of a plurality of columns of dummy RRAM cells in the array used as a ground source, connecting source lines to multiple pairs of rows of RRAM cells, and the addition of rows of isolation transistors.

公开(公告)号：US20200242461A1

公开(公告)日：2020-07-30

申请号：US16360955

申请日：2019-03-21

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stephen Trinh ,  Stanley Hong ,  Anh Ly

IPC: G06N3/063 ,  G11C11/54 ,  G11C11/4063 ,  G06F12/0811

Abstract: Various algorithms are disclosed for verifying the stored weight in a non-volatile memory cell in a neural network following a multilevel programming operation of the non-volatile memory cell by converting the stored weight into a plurality of digital output bits. Circuity, such as an adjustable reference current source, for implementing the algorithms are disclosed.

公开(公告)号：US20200051636A1

公开(公告)日：2020-02-13

申请号：US16550253

申请日：2019-08-25

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stanley Hong ,  Anh Ly ,  Vipin Tiwari ,  Nhan Do

IPC: G11C16/04 ,  H01L27/11521 ,  H01L29/788 ,  G06N3/08

Abstract: Numerous embodiments are disclosed for a high voltage generation algorithm and system for generating high voltages necessary for a particular programming operation in analog neural memory used in a deep learning artificial neural network. Different calibration algorithms and systems are also disclosed. Optionally, compensation measures can be utilized that compensate for changes in voltage or current as the number of cells being programmed changes.

公开(公告)号：US20190205729A1

公开(公告)日：2019-07-04

申请号：US15936983

申请日：2018-03-27

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Stanley Hong ,  Anh Ly ,  Thuan Vu ,  Hien Pham ,  Kha Nguyen ,  Han Tran

IPC: G06N3/04 ,  G11C16/04 ,  G06F17/16 ,  G06N3/063

CPC classification number: G06N3/04 ,  G06F17/16 ,  G06N3/063 ,  G06N3/0635 ,  G06N3/08 ,  G11C16/0425 ,  H03F3/45269

Abstract: Numerous embodiments for processing the current output of a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. The embodiments comprise a summer circuit and an activation function circuit. The summer circuit and/or the activation function circuit comprise circuit elements that can be adjusted in response to the total possible current received from the VMM to optimize power consumption.

公开(公告)号：US10199112B1

公开(公告)日：2019-02-05

申请号：US15687092

申请日：2017-08-25

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Thuan Vu ,  Stanley Hong

IPC: G11C16/06 ,  G11C16/28 ,  G11C16/34

Abstract: Numerous embodiments for an improved sense amplifier circuit for reading data in a flash memory cell are disclosed. The embodiments each compare current or voltage measurements from a data block with a reference block to determine the value stored in the selected memory cell in the data block. The use of one or more localized boost circuits allow the embodiments to utilize lower operating voltages than prior art sense amplifier circuits, resulting in reduced power consumption.