公开(公告)号：US20230244903A1

公开(公告)日：2023-08-03

申请号：US17721254

申请日：2022-04-14

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/04 ,  G11C11/54

CPC classification number: G06N3/04 ,  G11C11/54

Abstract: Numerous examples are described for providing an artificial neural network system comprising an analog array and a digital array. In certain examples, an analog array and a digital array are coupled to shared bit lines. In other examples, an analog array and a digital array are coupled to separate bit lines.

公开(公告)号：US11682459B2

公开(公告)日：2023-06-20

申请号：US17082956

申请日：2020-10-28

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/10 ,  G11C16/04 ,  G11C16/34 ,  G11C11/56 ,  G11C16/14 ,  G06N3/065

CPC classification number: G11C16/10 ,  G06N3/065 ,  G11C11/5628 ,  G11C16/0425 ,  G11C16/0433 ,  G11C16/14 ,  G11C16/3459

Abstract: Two or more physical memory cells are grouped together to form a logical cell that stores one of N possible levels. Within each logical cell, the memory cells can be programmed using different mechanisms. For example, one or more of the memory cells in a logical cell can be programmed using a coarse programming mechanism, one or more of the memory cells can be programmed using a fine mechanism, and one or more of the memory cells can be programmed using a tuning mechanism. This achieves extreme programming accuracy and programming speed.

公开(公告)号：US11600321B2

公开(公告)日：2023-03-07

申请号：US16987101

申请日：2020-08-06

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 ,  H03M1/38

Abstract: Numerous embodiments of analog neural memory arrays are disclosed. In one embodiment, an analog neural memory system comprises an array of non-volatile memory cells, wherein the cells are arranged in rows and columns, the columns arranged in physically adjacent pairs of columns, wherein within each adjacent pair one column in the adjacent pair comprises cells storing W+ values and one column in the adjacent pair comprises cells storing W− values, wherein adjacent cells in the adjacent pair store a differential weight, W, according to the formula W=(W+)−(W−). In another embodiment, an analog neural memory system comprises a first array of non-volatile memory cells storing W+ values and a second array storing W− values.

公开(公告)号：US20220374696A1

公开(公告)日：2022-11-24

申请号：US17461901

申请日：2021-08-30

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/063 ,  G11C7/10 ,  G11C7/12 ,  G11C8/10 ,  G11C11/54

Abstract: Numerous embodiments are disclosed for splitting an array of non-volatile memory cells in an analog neural memory in a deep learning artificial neural network into multiple parts. Each part of the array interacts with certain circuitry dedicated to that part and with other circuitry that is shared with one or more other parts of the array.

公开(公告)号：US11507642B2

公开(公告)日：2022-11-22

申请号：US16449201

申请日：2019-06-21

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Stephen Trinh ,  Thuan Vu ,  Stanley Hong ,  Vipin Tiwari ,  Mark Reiten ,  Nhan Do

IPC: G06F17/16 ,  G11C16/08 ,  G06N3/063 ,  G11C11/54 ,  G11C16/04

Abstract: Configurable input blocks and output blocks and physical layouts are disclosed for analog neural memory systems that utilize non-volatile memory cells. An input block can be configured to support different numbers of arrays arranged in a horizontal direction, and an output block can be configured to support different numbers of arrays arranged in a vertical direction. Adjustable components are disclosed for use in the configurable input blocks and output blocks.

公开(公告)号：US11500442B2

公开(公告)日：2022-11-15

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: G06F1/3234 ,  G11C16/04 ,  G06N3/08 ,  G06F17/16 ,  G11C11/54 ,  G06N3/04

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：US20220336011A1

公开(公告)日：2022-10-20

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 ,  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, 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：US11380698B2

公开(公告)日：2022-07-05

申请号：US17178520

申请日：2021-02-18

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Hung Quoc Nguyen ,  Nhan Do

IPC: G11C16/04 ,  H01L27/11526 ,  H01L27/11519 ,  H01L27/11521 ,  G11C16/14 ,  G11C16/26 ,  H01L29/423 ,  H01L29/788

Abstract: A memory device with memory cell pairs each having a single continuous channel region, first and second floating gates over first and second portions of the channel region, an erase gate over a third portion of the channel region between the first and second channel region portions, and first and second control gates over the first and second floating gates. For each of the pairs of memory cells, the first region is electrically connected to the second region of an adjacent pair of memory cells in the same active region, and the second region is electrically connected to the first region of an adjacent pair of the memory cells in the same active region.

公开(公告)号：US20220208277A1

公开(公告)日：2022-06-30

申请号：US17199383

申请日：2021-03-11

Applicant: Silicon Storage Technology, Inc.

Inventor： Xian Liu ,  Chunming Wang ,  Nhan Do ,  Hieu Van Tran

IPC: G11C16/26 ,  H03K19/20 ,  G06F11/10

Abstract: Numerous embodiments are disclosed of improved architectures for storing and retrieving system data in a non-volatile memory system. Using these embodiments, system data is much less likely to become corrupted due to charge loss, charge redistribution, disturb effects, and other phenomena that have caused corruption in prior art non-volatile memory systems.

公开(公告)号：US20220172781A1

公开(公告)日：2022-06-02

申请号：US17672617

申请日：2022-02-15

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/08 ,  G06N3/063 ,  G11C11/54

Abstract: Various embodiments of tandem row decoders are disclosed. Each embodiment of a tandem row decoder comprises a word line decoder and a control gate decoder. The tandem row decoder exhibits reduced leakage current on the word line and the control gate line when the tandem row decoder is not enabled.