公开(公告)号：US11521683B2

公开(公告)日：2022-12-06

申请号：US17191392

申请日：2021-03-03

Applicant: Silicon Storage Technology, Inc.

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

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

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. 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：US11423979B2

公开(公告)日：2022-08-23

申请号：US16503355

申请日：2019-07-03

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/56 ,  G11C11/16 ,  G06N3/06 ,  G11C11/4074 ,  G06F17/16

Abstract: Various embodiments of word line decoders, control gate decoders, bit line decoders, low voltage row decoders, and high voltage row decoders and various types of physical layout designs for non-volatile flash memory arrays in an analog neural system are disclosed. Shared and segmented embodiments of high voltage row decoders are disclosed.

公开(公告)号：US20220215239A1

公开(公告)日：2022-07-07

申请号：US17219352

申请日：2021-03-31

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stephen Trinh ,  Stanley Hong ,  Nghia Le ,  Toan Le ,  Hien Pham

IPC: G06N3/063 ,  G11C16/10 ,  G11C16/34 ,  G06F7/523 ,  H03M1/38

Abstract: Numerous embodiments for reading or verifying a value stored in a selected non-volatile memory cell in a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. The embodiments comprise various designs of input blocks for applying inputs to the VMM array during a read or verify operation and various designs of output blocks for receiving outputs from the VMM array during the read or verify operation.

公开(公告)号：US20200272886A1

公开(公告)日：2020-08-27

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

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：US10748630B2

公开(公告)日：2020-08-18

申请号：US15826345

申请日：2017-11-29

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Vipin Tiwari ,  Nhan Do ,  Steven Lemke ,  Santosh Hariharan ,  Stanley Hong

IPC: G11C16/10 ,  G11C16/34

Abstract: An artificial neural network device that utilizes analog neuromorphic memory that comprises one or more non-volatile memory arrays. The embodiments comprise improved mechanisms and algorithms for tuning the non-volatile memory arrays such that the floating gates of the memory cells can be quickly and accurately injected with the desired amount of charge to signify an analog value utilized as a weight by the artificial neural network.

公开(公告)号：US20200051635A1

公开(公告)日：2020-02-13

申请号：US16550248

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. Compensation measures are utilized to compensate for changes in voltage or current as the number of cells being programmed changes.

公开(公告)号：US20190286976A1

公开(公告)日：2019-09-19

申请号：US15991890

申请日：2018-05-29

Applicant: Silicon Storage Technology, Inc.

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

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

Abstract: Numerous embodiments of decoders for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. The decoders include bit line decoders, word line decoders, control gate decoders, source line decoders, and erase gate decoders. In certain embodiments, a high voltage version and a low voltage version of a decoder is used.

公开(公告)号：US20190080754A1

公开(公告)日：2019-03-14

申请号：US16119416

申请日：2018-08-31

Applicant: Silicon Storage Technology, Inc.

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

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

Abstract: Numerous embodiments of methods for writing to a resistive random access memory (RRAM) cell are disclosed. In one embodiment, the system verifies if a current through the RRAM cell exceeds a threshold value, and if it does not, the system executes a concurrent write-while-verify operation. In another embodiment, the system verifies if current through the RRAM cell has reached a target value, and if it has not, the system executes a write operation and then verifies the write operation using a current comparison.

公开(公告)号：US20190066805A1

公开(公告)日：2019-02-28

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: G11C16/28 ,  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.

公开(公告)号：US12205655B2

公开(公告)日：2025-01-21

申请号：US17841411

申请日：2022-06-15

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: G11C16/34 ,  G06F3/06 ,  G06N3/063 ,  G06N3/08 ,  G11C16/10 ,  G11C16/26 ,  G11C29/10

Abstract: In one example, a method of testing a plurality of non-volatile memory cells in an array of non-volatile memory cells, wherein the array is arranged in rows and columns, wherein each row is coupled to a word line and each column is coupled to a bit line, and wherein each word line is selectively coupled to a row decoder and each bit line is selectively coupled to a column decoder, comprises asserting, by the row decoder, all word lines in the array; asserting, by the column decoder, all bit lines in the array; performing a deep programming operation on the array of non-volatile memory cells; and measuring a total current received from the bit lines.