公开(公告)号：US20230252276A1

公开(公告)日：2023-08-10

申请号：US17727650

申请日：2022-04-22

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran

IPC: G06N3/063 ,  G06F17/12 ,  H03M1/14

CPC classification number: G06N3/0635 ,  G06F17/12 ,  H03M1/142

Abstract: Numerous examples are disclosed for performing calibration of various electrical parameters in a deep learning artificial neural network. In one example, a system comprises a digital-to-analog converter for receiving an input of k bits and generating a first analog output, a mapping scalar for converting the first analog output into a second analog output, and an analog-to-digital converter for generating an output of n bits from the second analog output, where n is a different value than k.

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：US20230154528A1

公开(公告)日：2023-05-18

申请号：US17585452

申请日：2022-01-26

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran

IPC: G11C11/54 ,  G06N3/063 ,  G11C16/26 ,  G11C16/10 ,  G11C16/24 ,  G11C16/04

CPC classification number: G11C11/54 ,  G06N3/063 ,  G11C16/10 ,  G11C16/24 ,  G11C16/26 ,  G11C16/0425 ,  H01L27/11521

Abstract: Numerous embodiments for improving an analog neural memory in a deep learning artificial neural network as to accuracy or power consumption as temperature changes are disclosed. In some embodiments, a method is performed to determine in real-time a bias value to apply to one or more memory cells in a neural network. In other embodiments, a bias voltage is determined from a lookup table and is applied to a terminal of a memory cell during a read operation.

公开(公告)号：US20230141943A1

公开(公告)日：2023-05-11

申请号：US17585261

申请日：2022-01-26

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Kha Nguyen ,  Hien Pham ,  Duc Nguyen

IPC: G11C16/16 ,  G11C16/10 ,  G11C16/30 ,  G11C16/26

CPC classification number: G11C16/16 ,  G11C16/102 ,  G11C16/30 ,  G11C16/26

Abstract: Numerous embodiments of a transceiver for providing high voltages for use during erase or program operations in a non-volatile memory system are disclosed. In one embodiment, a transceiver comprises a PMOS transistor and a native NMOS transistor. In another embodiment, a transceiver comprises a PMOS transistor, an NMOS transistor, and a native NMOS transistor.

公开(公告)号：US11646078B2

公开(公告)日：2023-05-09

申请号：US17199243

申请日：2021-03-11

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C7/22 ,  G11C13/00

CPC classification number: G11C13/004 ,  G11C13/003 ,  G11C13/0007 ,  G11C13/0023 ,  G11C13/0026 ,  G11C13/0028 ,  G11C13/0061 ,  G11C13/0064 ,  G11C13/0069 ,  G11C2013/009 ,  G11C2013/0042 ,  G11C2013/0054 ,  G11C2013/0066 ,  G11C2013/0078 ,  G11C2013/0083 ,  G11C2213/32 ,  G11C2213/52 ,  G11C2213/56 ,  G11C2213/79 ,  G11C2213/82 ,  H10B63/30 ,  H10N70/821 ,  H10N70/8418 ,  H10N70/8833

Abstract: Numerous embodiments of circuitry for a set-while-verify operation and a reset-while verify operation for resistive random access memory cells are disclosed. In one embodiment, a set-while-verify circuit for performing a set operation on a selected RRAM cell in the array applies a combination of voltages or current to a bit line, word line, and source line associated with the selected RRAM cell and stops said applying when the set operation is complete. In another embodiment, a reset-while-verify circuit for performing a reset operation on a selected RRAM cell in the array applies a combination of voltages or current to a bit line, word line, and source line associated with the selected RRAM cell and stops said applying when the reset operation is complete.

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.

公开(公告)号：US20220336010A1

公开(公告)日：2022-10-20

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 ,  G06N3/063 ,  G11C16/10

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：US11373707B2

公开(公告)日：2022-06-28

申请号：US16417518

申请日：2019-05-20

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/10 ,  G11C16/08 ,  G11C16/14 ,  G11C16/24 ,  G11C16/34 ,  G11C16/26 ,  G11C16/04 ,  G11C16/28 ,  G11C16/32

Abstract: A non-volatile memory device is disclosed. The non-volatile memory device comprises an array of flash memory cells comprising a plurality of flash memory cells organized into rows and columns, wherein the array is further organized into a plurality of sectors, each sector comprising a plurality of rows of flash memory cells, and a row driver selectively coupled to a first row and a second row.

公开(公告)号：US11270763B2

公开(公告)日：2022-03-08

申请号：US16382045

申请日：2019-04-11

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/54 ,  H01L27/11521 ,  H01L29/423 ,  G11C16/04 ,  G06N3/04 ,  G11C16/10 ,  G11C16/14 ,  H01L29/788

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 disposed 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 columns, and fourth lines each electrically connect the drain regions in one of the memory cell columns. The synapses receive a first plurality of inputs as electrical voltages on the first or second lines, and provide a first plurality of outputs as electrical currents on the third or fourth lines.