公开(公告)号：US20170337971A1

公开(公告)日：2017-11-23

申请号：US15593231

申请日：2017-05-11

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Vipin Tiwari ,  Nhan Do

IPC: G11C16/14

CPC classification number: G11C16/14 ,  G11C16/0425 ,  G11C16/10

Abstract: A memory device and method of erasing same that includes a substrate of semiconductor material and a plurality of memory cells formed on the substrate and arranged in an array of rows and columns. Each of the memory cells includes spaced apart source and drain regions in the substrate, with a channel region in the substrate extending there between, a floating gate disposed over and insulated from a first portion of the channel region which is adjacent the source region, a select gate disposed over and insulated from a second portion of the channel region which is adjacent the drain region, and a program-erase gate disposed over and insulated from the source region. The program-erase gate lines alone or in combination with the select gate lines, or the source lines, are arranged in the column direction so that each memory cell can be individually programmed, read and erased.

公开(公告)号：US20170110194A1

公开(公告)日：2017-04-20

申请号：US15244947

申请日：2016-08-23

Applicant: Silicon Storage Technology, Inc.

Inventor： Vipin Tiwari ,  Nhan Do

IPC: G11C16/12 ,  G11C16/26 ,  G11C16/30 ,  G11C16/14

CPC classification number: G11C16/12 ,  G11C16/14 ,  G11C16/26 ,  G11C16/30 ,  H01L27/11582 ,  H01L28/00

Abstract: A memory device, and method of operation, includes an array of non-volatile memory cells and a controller. The controller is configured to perform an operation (e.g. erase, program, etc.) on a first plurality of the non-volatile memory cells using operational voltages with a first energy margin, and perform the same operation on a second plurality of the non-volatile memory cells using operational voltages with a second energy margin that is greater than the first energy margin. The operations of varying energy margins are based on the required storage longevity of the data being stored (lower energy margins for data being stored for shorter periods of time) to save energy and wear.

公开(公告)号：US12198043B2

公开(公告)日：2025-01-14

申请号：US18522153

申请日：2023-11-28

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/065 ,  G06F3/06 ,  G06F17/16 ,  G06N3/08 ,  G11C27/02

Abstract: In one example, a circuit comprises an input transistor comprising a first terminal, a second terminal coupled to ground, and a gate; a capacitor comprising a first terminal and a second terminal; an output transistor comprising a first terminal providing an output current, a second terminal coupled to ground, and a gate; a first switch; and a second switch; wherein in a first mode, the first switch is closed and couples an input current to the first terminal of the input transistor and the gate of the input transistor and the second switch is closed and couples the first terminal of the input transistor to the first terminal of the capacitor and the gate of the output transistor, and in a second mode, the first switch is open and the second switch is open and the capacitor discharges into the gate of the output transistor.

公开(公告)号：US12112798B2

公开(公告)日：2024-10-08

申请号：US18123918

申请日：2023-03-20

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

Inventor： Farnood Merrikh Bayat ,  Xinjie Guo ,  Dmitri Strukov ,  Nhan Do ,  Hieu Van Tran ,  Vipin Tiwari ,  Mark Reiten

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

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

Abstract: Numerous examples are disclosed for an output block coupled to a non-volatile memory array in a neural network and associated methods. In one example, a circuit for converting a current in a neural network into an output voltage comprises a non-volatile memory cell comprises a word line terminal, a bit line terminal, and a source line terminal, wherein the bit line terminal receives the current; and a switch for selectively coupling the word line terminal to the bit line terminal; wherein when the switch is closed, the current flows into the non-volatile memory cell and the output voltage is provided on the bit line terminal.

公开(公告)号：US20240274186A1

公开(公告)日：2024-08-15

申请号：US18644840

申请日：2024-04-24

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/54 ,  G06N3/045 ,  G11C16/04 ,  G11C16/10 ,  G11C16/14 ,  H01L29/423 ,  H01L29/788 ,  H10B41/30

CPC classification number: G11C11/54 ,  G06N3/045 ,  G11C16/0483 ,  G11C16/10 ,  G11C16/14 ,  H01L29/42324 ,  H01L29/42328 ,  H01L29/7883 ,  H10B41/30

Abstract: A neural network device with synapses having memory cells each having a floating gate and a first gate over first and second portions of a channel region between source and drain regions, and a second gate over the floating gate or the source region. First lines each electrically connect the first gates in one of the memory cell rows, second lines each electrically connect the second gates in one of the memory cell rows, third lines each electrically connect the source regions in one of the memory cell rows, fourth lines each electrically connect the drain regions in one of the memory cell columns, and a plurality of transistors each electrically connected in series with one of the fourth lines. The synapses receive a first plurality of inputs as electrical voltages on gates of the transistors, and provide a first plurality of outputs as electrical currents on the third lines.

公开(公告)号：US11915747B2

公开(公告)日：2024-02-27

申请号：US17856839

申请日：2022-07-01

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, an analog neural memory system comprises an array of non-volatile memory cells arranged into rows and columns, each non-volatile memory cell comprising a word line terminal, a bit line terminal, and an erase gate terminal; a plurality of word lines, each word line coupled to word line terminals of a row of non-volatile memory cells; a plurality of bit lines, each bit line coupled to bit line terminals of a column of non-volatile memory cells; and a plurality of erase gate enable transistors, each erase gate enable transistor coupled to erase gate terminals of a word of non-volatile memory cells.

公开(公告)号：US11727989B2

公开(公告)日：2023-08-15

申请号：US17734807

申请日：2022-05-02

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/04 ,  G06N3/08 ,  H01L29/788 ,  H10B41/30 ,  G06N3/045

CPC classification number: G11C16/0425 ,  G06N3/08 ,  H01L29/7883 ,  H01L29/7885 ,  H10B41/30 ,  G06N3/045

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. In one example, a method for programming a plurality of non-volatile memory cells in an array of non-volatile memory cells, comprises generating a high voltage, and programming a plurality of non-volatile memory cells in an array using the high voltage when a programming enable signal is asserted and providing a feedback loop to maintain the high voltage while programming the plurality of non-volatile memory cells.

公开(公告)号：US20230178147A1

公开(公告)日：2023-06-08

申请号：US18103383

申请日：2023-01-30

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/54 ,  G11C16/04 ,  G06N3/063 ,  G11C16/26 ,  G11C16/28 ,  H03F3/00 ,  H03M1/16 ,  G06N3/065

CPC classification number: G11C11/54 ,  G11C16/0425 ,  G06N3/063 ,  G11C16/26 ,  G11C16/0416 ,  G11C16/28 ,  H03F3/005 ,  H03M1/164 ,  G06N3/065 ,  H03M1/38

Abstract: Numerous embodiments of analog neural memory arrays are disclosed. In one embodiment, a system comprises a first array of non-volatile memory cells, wherein the cells are arranged in rows and columns and the non-volatile memory cells in one or more of the columns stores W+ values, and wherein one of the columns in the first array is a dummy column; and a second array of non-volatile memory cells, wherein the cells are arranged in rows and columns and the non-volatile memory cells in one or more of the columns stores W− values, and wherein one of the columns in the second array is a dummy column; wherein pairs of cells from the first array and the second array store a differential weight, W, according to the formula W=(W+)−(W−).

公开(公告)号：US11532354B2

公开(公告)日：2022-12-20

申请号：US17024410

申请日：2020-09-17

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 ,  G06N3/063 ,  G11C16/10

Abstract: Numerous embodiments for performing tuning of a page or a word of non-volatile memory cells in an analog neural memory are disclosed. High voltage circuits used to generate high voltages applied to terminals of the non-volatile memory cells during the precision tuning process are also disclosed. Programming sequences for the application of the voltages to the terminals to minimize the occurrence of disturbances during tuning are also disclosed.

公开(公告)号：US20220374699A1

公开(公告)日：2022-11-24

申请号：US17875281

申请日：2022-07-27

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/063 ,  G11C11/54 ,  G06F1/03 ,  G06F17/16 ,  G11C11/56 ,  G06F11/16 ,  G11C13/00 ,  G11C29/44 ,  G06F7/78

Abstract: Numerous examples of a precision programming apparatus are disclosed for precisely and quickly depositing the correct amount of charge on the floating gate of a non-volatile memory cell within a vector-by-matrix multiplication (VMM) array in an artificial neural network. In one example, a neuron output circuit for providing a current to program as a weight value in a selected memory cell in a vector-by-matrix multiplication array is disclosed, the neuron output circuit comprising a first adjustable current source to generate a scaled current in response to a neuron current to implement a positive weight, and a second adjustable current source to generate a scaled current in response to a neuron current to implement a negative weight.