公开(公告)号：US11798619B2

公开(公告)日：2023-10-24

申请号：US17857113

申请日：2022-07-04

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/54 ,  G11C16/04 ,  G11C16/08 ,  G11C16/16 ,  G11C16/34 ,  G11C16/10 ,  G06N3/065

CPC classification number: G11C11/54 ,  G06N3/065 ,  G11C16/0483 ,  G11C16/08 ,  G11C16/10 ,  G11C16/16 ,  G11C16/3418 ,  G11C2216/04

Abstract: Numerous examples for performing tuning of a page or a word of non-volatile memory cells in an analog neural memory are disclosed. In one example, a method comprises programming a word or page of non-volatile memory cells in an analog neural memory system; and identifying any fast bits in the word or page of non-volatile memory cells.

公开(公告)号：US20230325650A1

公开(公告)日：2023-10-12

申请号：US17847491

申请日：2022-06-23

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  THUAN VU ,  STANLEY HONG ,  STEPHEN TRINH ,  MARK REITEN

IPC: G06G7/06 ,  G06G7/16

CPC classification number: G06G7/06 ,  G06G7/16

Abstract: Numerous examples are disclosed of an artificial neural network that comprises vector-by-matrix multiplication arrays utilizing analog outputs. In one example, a system comprises a vector by matrix multiplication array comprising a plurality of non-volatile memory cells arranged in rows and columns; and an output circuit to receive a respective neuron current from respective columns of the vector by matrix multiplication array and to generate a respective output voltage, the output circuit comprising a neuron scalar to generate a scaled current from the received respective neuron current, and a current-to-voltage converter to convert the scaled current into the respective output voltage.

公开(公告)号：US11783904B2

公开(公告)日：2023-10-10

申请号：US17839294

申请日：2022-06-13

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

CPC classification number: G11C16/3459 ,  G06F3/0688 ,  G06N3/063 ,  G06N3/08 ,  G11C16/10 ,  G11C16/26 ,  G11C16/3436 ,  G11C29/10

Abstract: In one example, a method is disclosed of compensating for leakage in an array of analog neural 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 bitline, the method comprising measuring leakage for a column of analog neural non-volatile memory cells coupled to a bitline; storing the measured leakage value; and applying the measured leakage value during a read operation of the column of analog neural non-volatile memory cells to compensate for the leakage.

公开(公告)号：US20230259738A1

公开(公告)日：2023-08-17

申请号：US18141090

申请日：2023-04-28

Applicant: Silicon Storage Technology, Inc. ,  The Regents of the University of California

Inventor： Hieu Van Tran ,  NHAN DO ,  FARNOOD MERRIKH BAYAT ,  XINJIE GUO ,  DMITRI STRUKOV ,  VIPIN TIWARI ,  MARK REITEN

IPC: G06N3/04 ,  G06N3/063 ,  G11C11/54 ,  G11C16/34 ,  G11C29/38 ,  G06N3/045 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G06F3/06

CPC classification number: G06N3/04 ,  G06F3/061 ,  G06F3/0655 ,  G06F3/0688 ,  G06N3/045 ,  G06N3/063 ,  G11C11/54 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G11C16/3436 ,  G11C29/38

Abstract: A memory device includes a non-volatile memory cells, source regions and drain regions arranged in rows and columns. Respective ones of the columns of drain regions include first drain regions and second drain regions that alternate with each other. Respective ones of first lines electrically connect together the source regions in one of the rows of the source regions and are electrically isolated from the source regions in other rows of the source regions. Respective ones of second lines electrically connect together the first drain regions of one of the columns of drain regions and are electrically isolated from the second drain regions of the one column of drain regions. Respective ones of third lines electrically connect together the second drain regions of one of the columns of drain regions and are electrically isolated from the first drain regions of the one column of drain regions.

公开(公告)号：US11683933B2

公开(公告)日：2023-06-20

申请号：US17121555

申请日：2020-12-14

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Steven Lemke ,  Vipin Tiwari ,  Nhan Do ,  Mark Reiten

IPC: H01L27/11531 ,  G06N3/08 ,  G11C16/04 ,  H01L29/788

CPC classification number: H01L27/11531 ,  G06N3/08 ,  G11C16/0425 ,  H01L29/7883

Abstract: Numerous embodiments for reading a value stored in a selected memory cell in a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. In one embodiment, an input comprises a set of input bits that result in a series of input pulses applied to a terminal of the selected memory cell, further resulting in a series of output signals that are summed to determine the value stored in the selected memory cell. In another embodiment, an input comprises a set of input bits, where each input bit results in a single pulse or no pulse being applied to a terminal of the selected memory cell, further resulting in a series of output signals which are then weighted according to the binary bit location of the input bit, and where the weighted signals are then summed to determine the value stored in the selected memory cell.

公开(公告)号：US20230170035A1

公开(公告)日：2023-06-01

申请号：US17669793

申请日：2022-02-11

Applicant: Silicon Storage Technology, Inc.

Inventor： Xiaozhou Qian ,  YAOHUA ZHU

IPC: G11C29/04 ,  G11C8/10

CPC classification number: G11C29/04 ,  G11C8/10

Abstract: Various embodiments are disclosed for performing address fault detection in a memory system using a hierarchical ROM encoding system. In one embodiment, a hierarchical ROM encoding system comprises two levels of ROM encoders that are used to detect an address fault. In another embodiment, a hierarchical ROM encoding system comprises three levels of ROM encoders that are used to detect an address fault.

公开(公告)号：US20230119017A1

公开(公告)日：2023-04-20

申请号：US18081124

申请日：2022-12-14

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/065 ,  G11C16/10 ,  G11C16/04 ,  G06N3/08 ,  G06F12/0811 ,  G11C11/4063 ,  G11C11/54

Abstract: Examples of programming circuits and methods are provided. In one example, an adjustable programming circuit comprises a first adjustable voltage divider; a second adjustable voltage divider; a first operational amplifier, wherein an output terminal of the first operational amplifier provides a first programming voltage; and a second operational amplifier, wherein the first input terminal of the second operational amplifier is coupled to the output terminal of the second operational amplifier and the first input terminal of the second operational amplifier is coupled to the second output terminal of the first adjustable voltage divider.

公开(公告)号：US20230101585A1

公开(公告)日：2023-03-30

申请号：US17576754

申请日：2022-01-14

Applicant: Silicon Storage Technology, Inc.

Inventor： Yuri Tkachev ,  JINHO KIM ,  CYNTHIA FUNG ,  GILLES FESTES ,  BERNARD BERTELLO ,  PARVIZ GHAZAVI ,  BRUNO VILLARD ,  JEAN FRANCOIS THIERY ,  CATHERINE DECOBERT ,  SERGUEI JOURBA ,  FAN LUO ,  LATT TEE ,  NHAN DO

IPC: G11C29/50

Abstract: A method of testing non-volatile memory cells formed on a die includes erasing the memory cells and performing a first read operation to determine a lowest read current RC1 for the memory cells and a first number N1 of the memory cells having the lowest read current RC1. A second read operation is performed to determine a second number N2 of the memory cells having a read current not exceeding a target read current RC2. The target read current RC2 is equal to the lowest read current RC1 plus a predetermined current value. The die is determined to be acceptable if the second number N2 is determined to exceed the first number N1 plus a predetermined number. The die is determined to be defective if the second number N2 is determined not to exceed the first number N1 plus the predetermined number.

公开(公告)号：US11594453B2

公开(公告)日：2023-02-28

申请号：US17716950

申请日：2022-04-08

Applicant: Silicon Storage Technology, Inc.

Inventor： Serguei Jourba ,  Catherine Decobert ,  Feng Zhou ,  Jinho Kim ,  Xian Liu ,  Nhan Do

IPC: H01L21/77 ,  H01L27/11517 ,  H01L29/423 ,  H01L29/66 ,  H01L29/78 ,  H01L29/788

Abstract: A method of forming a device on a substrate with recessed first/third areas relative to a second area by forming a fin in the second area, forming first source/drain regions (with first channel region therebetween) by first/second implantations, forming second source/drain regions in the third area (defining second channel region therebetween) by the second implantation, forming third source/drain regions in the fin (defining third channel region therebetween) by third implantation, forming a floating gate over a first portion of the first channel region by first polysilicon deposition, forming a control gate over the floating gate by second polysilicon deposition, forming an erase gate over the first source region and a device gate over the second channel region by third polysilicon deposition, and forming a word line gate over a second portion of the first channel region and a logic gate over the third channel region by metal deposition.

公开(公告)号：US20230049032A1

公开(公告)日：2023-02-16

申请号：US17521772

申请日：2021-11-08

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu

IPC: G06N3/063 ,  G11C16/26

Abstract: Numerous embodiments of output circuitry for an analog neural memory in a deep learning artificial neural network are disclosed. In some embodiments, a common mode circuit is used with differential cells, W+ and W−, that together store a weight, W. The common mode circuit can utilize current sources, variable resistors, or transistors as part of the structure for introducing a common mode voltage bias.