公开(公告)号：US10937794B2

公开(公告)日：2021-03-02

申请号：US16208150

申请日：2018-12-03

Applicant: Silicon Storage Technology, Inc.

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

IPC: H01L27/11521 ,  H01L21/28 ,  H01L27/11526 ,  H01L27/11531 ,  H01L29/10 ,  H01L29/423 ,  H01L29/66 ,  H01L29/78 ,  H01L29/788

Abstract: A memory device having plurality of upwardly extending semiconductor substrate fins, a memory cell formed on a first fin and a logic device formed on a second fin. The memory cell includes source and drain regions in the first fin with a channel region therebetween, a polysilicon floating gate extending along a first portion of the channel region including the side and top surfaces of the first fin, a metal select gate extending along a second portion of the channel region including the side and top surfaces of the first fin, a polysilicon control gate extending along the floating gate, and a polysilicon erase gate extending along the source region. The logic device includes source and drain regions in the second fin with a second channel region therebetween, and a metal logic gate extending along the second channel region including the side and top surfaces of the second fin.

公开(公告)号：US10755783B2

公开(公告)日：2020-08-25

申请号：US16183250

申请日：2018-11-07

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/04 ,  G06F17/16 ,  G06N3/063 ,  G06N3/08 ,  G06N3/04

Abstract: Numerous embodiments are disclosed for providing temperature compensation and leakage compensation for an analog neuromorphic memory system used in a deep learning neural network. The embodiments for providing temperature compensation implement discreet or continuous adaptive slope compensation and renormalization for devices, reference memory cells, or selected memory cells in the memory system. The embodiments for providing leakage compensation within a memory cell in the memory system implement adaptive erase gate coupling or the application of a negative bias on a control gate terminal, a negative bias on a word line terminal, or a bias on a source line terminal.

公开(公告)号：US10727240B2

公开(公告)日：2020-07-28

申请号：US16028244

申请日：2018-07-05

Applicant: Silicon Storage Technology, Inc.

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

IPC: H01L27/1156 ,  H01L27/11524 ,  H01L21/266 ,  H01L21/768 ,  H01L21/8234 ,  H01L21/8238 ,  H01L27/088 ,  H01L29/423 ,  H01L29/66 ,  H01L29/78 ,  H01L29/788

Abstract: A memory device including a plurality of upwardly extending fins in a semiconductor substrate upper surface. A memory cell is formed on a first of the fins, and includes spaced apart source and drain regions in the first fin, with a channel region extending along top and opposing side surfaces of the first fin between the source and drain regions. A floating gate extends along a first portion of the channel region. A select gate extends along a second portion of the channel region. A control gate extends along the floating gate. An erase gate extends along the source region. A second of the fins has a length that extends in a first direction which is perpendicular to a second direction in which a length of the first fin extends. The source region is formed in the first fin at an intersection of the first and second fins.

公开(公告)号：US10699779B2

公开(公告)日：2020-06-30

申请号：US16382013

申请日：2019-04-11

Applicant: Silicon Storage Technology, Inc.

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

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

Abstract: A neural network device having a first plurality of synapses that includes a plurality of memory cells. Each memory cell includes a floating gate over a first portion of a channel region and a first gate over a second portion of the channel region. The memory cells are arranged in rows and columns. A plurality of first lines each electrically connect together the first gates in one of the memory cell rows, a plurality of second lines each electrically connect together the source regions in one of the memory cell rows, and a plurality of third lines each electrically connect together the drain regions in one of the memory cell columns. The first plurality of synapses receives a first plurality of inputs as electrical voltages on the plurality of third lines, and provides a first plurality of outputs as electrical currents on the plurality of second lines.

公开(公告)号：US10650893B2

公开(公告)日：2020-05-12

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：US10607710B2

公开(公告)日：2020-03-31

申请号：US16414714

申请日：2019-05-16

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Vipin Tiwari ,  Nhan Do

IPC: G11C16/34 ,  G11C16/04 ,  G06N3/08 ,  G11C16/30 ,  G11C16/26 ,  G11C11/54

Abstract: Numerous embodiments of a data refresh method and apparatus for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. Various embodiments of a data drift detector suitable for detecting data drift in flash memory cells within the VMM array are disclosed.

公开(公告)号：US10607703B2

公开(公告)日：2020-03-31

申请号：US16042000

申请日：2018-07-23

Applicant: Silicon Storage Technology, Inc.

Inventor： Hsuan Liang ,  Jeng-Wei Yang ,  Man-Tang Wu ,  Nhan Do ,  Hieu Van Tran

IPC: G11C16/16 ,  G11C16/04 ,  H01L27/11521

Abstract: A memory device with memory cells in rows and columns, word lines connecting together the control gates for the memory cell rows, bit lines electrically connecting together the drain regions for the memory cell columns, first sub source lines each electrically connecting together the source regions in one of the memory cell rows and in a first plurality of memory cell columns, second sub source lines each electrically connecting together the source regions in one of the memory cell rows and in a second plurality of memory cell columns, first and second source lines, first select transistors each connected between one of first sub source lines and the first source line, second select transistors each connected between one of second sub source lines and the second source line, and select transistor lines each connected to gates of one of the first select transistors and one of the second select transistors.

公开(公告)号：US20200066345A1

公开(公告)日：2020-02-27

申请号：US16183250

申请日：2018-11-07

Applicant: Silicon Storage Technology, Inc.

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

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

Abstract: Numerous embodiments are disclosed for providing temperature compensation and leakage compensation for an analog neuromorphic memory system used in a deep learning neural network. The embodiments for providing temperature compensation implement discreet or continuous adaptive slope compensation and renormalization for devices, reference memory cells, or selected memory cells in the memory system. The embodiments for providing leakage compensation within a memory cell in the memory system implement adaptive erase gate coupling or the application of a negative bias on a control gate terminal, a negative bias on a word line terminal, or a bias on a source line terminal.

公开(公告)号：US10522226B2

公开(公告)日：2019-12-31

申请号：US16042972

申请日：2018-07-23

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

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：US10515694B2

公开(公告)日：2019-12-24

申请号：US16148304

申请日：2018-10-01

Applicant: Silicon Storage Technology, Inc.

Inventor： Vipin Tiwari ,  Nhan Do ,  Hieu Van Tran

IPC: G11C11/56 ,  G11C16/34 ,  G11C16/26 ,  G11C16/04 ,  G11C16/10

Abstract: A method of reading a memory device having a plurality of memory cells by, and a device configured for, reading a first memory cell of the plurality of memory cells to generate a first read current, reading a second memory cell of the plurality of memory cells to generate a second read current, applying a first offset value to the second read current, and then combining the first and second read currents to form a third read current, and then determining a program state using the third read current. Alternately, a first voltage is generated from the first read current, a second voltage is generated from the second read current, whereby the offset value is applied to the second voltage, wherein the first and second voltages are combined to form a third voltage, and then the program state is determined using the third voltage.