公开(公告)号：US20220067499A1

公开(公告)日：2022-03-03

申请号：US17190376

申请日：2021-03-02

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran

IPC: G06N3/063 ,  G11C11/40 ,  G06F7/523

Abstract: Numerous embodiments of analog neural memory systems that enable concurrent write and verify operations are disclosed. In some embodiments, concurrent operations occur among different banks of memory. In other embodiments, concurrent operations occur among different blocks of memory, where each block comprises two or more banks of memory. The embodiments substantially reduce the timing overhead for weight writing and verifying operations in analog neural memory systems.

公开(公告)号：US11188237B2

公开(公告)日：2021-11-30

申请号：US16228313

申请日：2018-12-20

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Vipin Tiwari ,  Nhan Do

IPC: G06F3/06 ,  G11C16/28 ,  G11C7/06 ,  G11C29/48 ,  G11C29/02 ,  G11C29/18 ,  G06F11/07 ,  G11C16/04 ,  G11C16/08 ,  G11C16/10 ,  G11C16/26 ,  G11C16/34 ,  H01L21/78 ,  H01L27/11521 ,  H01L29/423 ,  G11C29/04 ,  G11C29/12 ,  G11C29/44 ,  H01L23/00

Abstract: Multiple embodiments are disclosed for enhancing security and preventing hacking of a flash memory device. The embodiments prevent malicious actors from hacking a flash memory chip to obtain data that is stored within the chip. The embodiments include the use of fault detection circuits, address scrambling, dummy arrays, password protection, improved manufacturing techniques, and other mechanisms.

公开(公告)号：US20210334639A1

公开(公告)日：2021-10-28

申请号：US17367542

申请日：2021-07-05

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran

IPC: G06N3/063 ,  G06N3/04

Abstract: Numerous embodiments are disclosed for programmable output blocks for use with a VMM array within an artificial neural network. In one embodiment, the gain of an output block can be configured by a configuration signal. In another embodiment, the resolution of an ADC in the output block can be configured by a configuration signal.

公开(公告)号：US20210264983A1

公开(公告)日：2021-08-26

申请号：US16985147

申请日：2020-08-04

Applicant: Silicon Storage Technology, Inc.

Inventor： Steven Lemke ,  Hieu Van Tran ,  Yuri Tkachev ,  Louisa Schneider ,  Henry A. Om'Mani ,  Thuan Vu ,  Nhan Do ,  Vipin Tiwari

IPC: G11C16/10 ,  G11C16/14 ,  G11C16/26 ,  G06N3/063

Abstract: Embodiments for ultra-precise tuning of a selected memory cell are disclosed. The selected memory cell optionally is first programmed using coarse programming and fine programming methods. The selected memory cell then undergoes ultra-precise programming through the programming of an adjacent memory cell. As the adjacent memory cell is programmed, capacitive coupling between the floating gate of the adjacent memory cell and the floating gate of the selected memory cell will cause the voltage of the floating gate of the selected memory cell to increase, but in smaller increments than could be achieved by programming the selected memory cell directly. In this manner, the selected memory cell can be programmed with ultra-precise gradations.

公开(公告)号：US20210241839A1

公开(公告)日：2021-08-05

申请号：US17239397

申请日：2021-04-23

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Thuan Vu

IPC: G11C16/34 ,  G11C16/04 ,  G11C16/10 ,  G11C16/08 ,  G11C16/16 ,  G11C16/28

Abstract: The present invention relates to a flash memory cell with only four terminals and a high voltage row decoder for operating an array of such flash memory cells. The invention allows for fewer terminals for each flash memory cell compared to the prior art, which results in a simplification of the decoder circuitry and overall die space required per flash memory cells. The invention also provides for the use of high voltages on one or more of the four terminals to allow for read, erase, and programming operations despite the lower number of terminals compared to prior art flash memory cells.

公开(公告)号：US20210142156A1

公开(公告)日：2021-05-13

申请号：US16751202

申请日：2020-01-23

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/063 ,  G06N3/04 ,  G06F17/16 ,  G11C16/04 ,  G11C16/10 ,  G11C16/14 ,  G11C16/34 ,  G11C16/26 ,  G11C11/56

Abstract: Numerous embodiments of a precision programming algorithm and 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. Selected cells thereby can be programmed with extreme precision to hold one of N different values.

公开(公告)号：US20210098477A1

公开(公告)日：2021-04-01

申请号：US17121555

申请日：2020-12-14

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  STEVEN LEMKE ,  VIPIN TIWARI ,  NHAN DO ,  MARK REITEN

IPC: H01L27/11531 ,  G06N3/08 ,  G11C16/04 ,  H01L29/788

Abstract: Numerous embodiments for reading a value stored in a selected memory cell in a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. In one embodiment, an input comprises a set of input bits that result in a series of input pulses applied to a terminal of the selected memory cell, further resulting in a series of output signals that are summed to determine the value stored in the selected memory cell. In another embodiment, an input comprises a set of input bits, where each input bit results in a single pulse or no pulse being applied to a terminal of the selected memory cell, further resulting in a series of output signals which are then weighted according to the binary bit location of the input bit, and where the weighted signals are then summed to determine the value stored in the selected memory cell.

公开(公告)号：US20210089875A1

公开(公告)日：2021-03-25

申请号：US16576533

申请日：2019-09-19

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/063 ,  G11C11/56 ,  G06F17/16 ,  G11C11/54

Abstract: Numerous embodiments of a precision tuning algorithm and 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. Selected cells thereby can be programmed with extreme precision to hold one of N different values.

公开(公告)号：US10956814B2

公开(公告)日：2021-03-23

申请号：US16182237

申请日：2018-11-06

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/063 ,  G06N3/08 ,  G06F3/06 ,  G06F17/16

Abstract: Numerous embodiments are disclosed for a configurable hardware system for use in an analog neural memory system for a deep learning neural network. The components within the configurable hardware system that are configurable can include vector-by-matrix multiplication arrays, summer circuits, activation circuits, inputs, reference devices, neurons, and testing circuits. These devices can be configured to provide various layers or vector-by-matrix multiplication arrays of various sizes, such that the same hardware can be used in analog neural memory systems with different requirements.

公开(公告)号：US20200272886A1

公开(公告)日：2020-08-27

申请号：US16746837

申请日：2020-01-18

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/04 ,  G06F17/16 ,  G06N3/063 ,  G11C16/04 ,  G11C16/10 ,  G11C16/34 ,  G11C16/14 ,  G11C16/30 ,  G11C16/08

Abstract: Numerous embodiments are disclosed for an analog neuromorphic memory system for use in a deep learning neural network. In one embodiment, the analog neuromorphic memory system comprises a plurality of vector-by-matrix multiplication systems, each vector-by-matrix multiplication system comprising an array of memory cells, a low voltage row decoder, a high voltage row decoder, and a low voltage column decoder; a plurality of output blocks, each output block providing an output in response to at least one of the plurality of vector-by-matrix multiplication systems; and a shared verify block configured to concurrently perform a verify operation after a program operation on two or more of the plurality of vector-by-matrix systems.