公开(公告)号：US10803943B2

公开(公告)日：2020-10-13

申请号：US16382034

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 ,  G11C11/34 ,  G06N3/063 ,  G06N3/08 ,  H01L29/788 ,  H01L27/11521 ,  G06N3/04 ,  H01L27/11517 ,  H01L29/423 ,  H01L27/11524 ,  H01L27/115 ,  G11C11/54

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, and second and third gates over the floating gate and over 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 third gates in one of the memory cell rows, fourth lines each electrically connect the source regions in one of the memory cell rows, and fifth 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, second or third lines, and provide a first plurality of outputs as electrical currents on the fifth lines.

公开(公告)号：US10790022B2

公开(公告)日：2020-09-29

申请号：US16550254

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 ,  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. The system can modify a high voltage signal applied to an array of cells during a programming operation as the number of cells being programmed changes.

公开(公告)号：US20200234111A1

公开(公告)日：2020-07-23

申请号：US16353830

申请日：2019-03-14

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/08 ,  G06N3/04 ,  G11C16/04

Abstract: Numerous embodiments are disclosed for converting neuron current output by a vector-by-matrix multiplication (VMM) array into neuron current-based time pulses and providing such pulses as an input to another VMM array within an artificial neural network. Numerous embodiments are disclosed for converting the neuron current-based time pulses into analog current or voltage values if an analog input is needed for the VMM array.

公开(公告)号：US20200058357A1

公开(公告)日：2020-02-20

申请号：US16550254

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 ,  H01L29/788 ,  H01L27/11521 ,  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. The system can modify a high voltage signal applied to an array of cells during a programming operation as the number of cells being programmed changes.

公开(公告)号：US20200058356A1

公开(公告)日：2020-02-20

申请号：US16550223

申请日：2019-08-24

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/04 ,  H01L29/788 ,  H01L27/11521 ,  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. Optionally, the duration of a programming voltage can change as the number of cells to be programmed changes.

公开(公告)号：US20190272876A1

公开(公告)日：2019-09-05

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

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：US20190237142A1

公开(公告)日：2019-08-01

申请号：US16382034

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 ,  H01L27/11517 ,  G06N3/04

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, and second and third gates over the floating gate and over 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 third gates in one of the memory cell rows, fourth lines each electrically connect the source regions in one of the memory cell rows, and fifth 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, second or third lines, and provide a first plurality of outputs as electrical currents on the fifth lines.

公开(公告)号：US20190164617A1

公开(公告)日：2019-05-30

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: G11C16/34 ,  G11C16/10

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：US20170337980A1

公开(公告)日：2017-11-23

申请号：US15374588

申请日：2016-12-09

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

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

IPC: G11C16/34 ,  G11C16/26 ,  G11C16/10 ,  G11C16/14 ,  H01L27/11558 ,  H01L27/11521

CPC classification number: G11C16/3431 ,  G11C7/18 ,  G11C8/14 ,  G11C16/0483 ,  G11C16/10 ,  G11C16/14 ,  G11C16/26 ,  G11C16/3427 ,  H01L27/11521 ,  H01L27/11524 ,  H01L27/11558 ,  H01L29/7881

Abstract: A memory device that provides individual memory cell read, write and erase. In an array of memory cells arranged in rows and columns, each column of memory cells includes a column bit line, a first column control gate line for even row cells and a second column control gate line for odd row cells. Each row of memory cells includes a row source line. In another embodiment, each column of memory cells includes a column bit line and a column source line. Each row of memory cells includes a row control gate line. In yet another embodiment, each column of memory cells includes a column bit line and a column erase gate line. Each row of memory cells includes a row source line, a row control gate line, and a row select gate line.

公开(公告)号：US20160254269A1

公开(公告)日：2016-09-01

申请号：US14639063

申请日：2015-03-04

Applicant: Silicon Storage Technology, Inc.

Inventor： Jinho Kim ,  Vipin Tiwari ,  Nhan Do ,  Xian Liu ,  Xiaozhou Qian ,  Ning Bai ,  Kai Man Yue

IPC: H01L27/115 ,  H01L29/788 ,  H01L29/423

CPC classification number: H01L27/11524 ,  H01L23/57 ,  H01L27/11226 ,  H01L27/11233 ,  H01L27/11253 ,  H01L27/11519 ,  H01L29/42328 ,  H01L29/788 ,  H01L29/7881

Abstract: A memory device that includes a plurality of ROM cells each having spaced apart source and drain regions formed in a substrate with a channel region therebetween, a first gate disposed over and insulated from a first portion of the channel region, a second gate disposed over and insulated from a second portion of the channel region, and a conductive line extending over the plurality of ROM cells. The conductive line is electrically coupled to the drain regions of a first subgroup of the ROM cells, and is not electrically coupled to the drain regions of a second subgroup of the ROM cells. Alternately, a first subgroup of the ROM cells each includes a higher voltage threshold implant region in the channel region, whereas a second subgroup of the ROM cells each lack any higher voltage threshold implant region in the channel region.

Abstract translation: 一种存储器件，其包括多个ROM单元，每个ROM单元具有形成在衬底中的间隔开的源极和漏极区域，其间具有沟道区域，设置在沟道区域的第一部分上方并与沟道区域的第一部分绝缘的第一栅极， 与沟道区的第二部分绝缘，以及在多个ROM单元上延伸的导电线。 导电线电耦合到ROM单元的第一子组的漏极区域，并且不电耦合到ROM单元的第二子组的漏极区域。 或者，ROM单元的第一子组各自包括沟道区域中的较高电压阈值注入区域，而ROM单元的第二子组每个在沟道区域中都缺少任何较高电压阈值注入区域。