公开(公告)号：US20220254414A1

公开(公告)日：2022-08-11

申请号：US17734807

申请日：2022-05-02

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. In one example, a method for programming a plurality of non-volatile memory cells in an array of non-volatile memory cells, comprises generating a high voltage, and programming a plurality of non-volatile memory cells in an array using the high voltage when a programming enable signal is asserted and providing a feedback loop to maintain the high voltage while programming the plurality of non-volatile memory cells.

公开(公告)号：US11355184B2

公开(公告)日：2022-06-07

申请号：US16986812

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 certain embodiments, each memory cell in the array has an approximately constant source impedance when that cell is being operated. In certain embodiments, power consumption is substantially constant from bit line to bit line within the array when cells are being read. In certain embodiments, weight mapping is performed adaptively for optimal performance in power and noise.

公开(公告)号：US11289164B2

公开(公告)日：2022-03-29

申请号：US17104385

申请日：2020-11-25

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/08 ,  G06N3/06 ,  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.

公开(公告)号：US11144824B2

公开(公告)日：2021-10-12

申请号：US16360955

申请日：2019-03-21

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/10 ,  G06N3/063 ,  G11C16/04 ,  G06N3/08 ,  G06F12/0811 ,  G11C11/4063 ,  G11C11/54

Abstract: Various algorithms are disclosed for verifying the stored weight in a non-volatile memory cell in a neural network following a multilevel programming operation of the non-volatile memory cell by converting the stored weight into a plurality of digital output bits. Circuity, such as an adjustable reference current source, for implementing the algorithms are disclosed.

公开(公告)号：US11087207B2

公开(公告)日：2021-08-10

申请号：US15991890

申请日：2018-05-29

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Stanley Hong ,  Anh Ly ,  Thuan Vu ,  Hien Pham ,  Kha Nguyen ,  Han Tran

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

Abstract: Numerous embodiments of decoders for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. The decoders include bit line decoders, word line decoders, control gate decoders, source line decoders, and erase gate decoders. In certain embodiments, a high voltage version and a low voltage version of a decoder is used.

公开(公告)号：US20210035643A1

公开(公告)日：2021-02-04

申请号：US17075691

申请日：2020-10-20

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Thuan Vu ,  Kha Nguyen ,  Hien Pham ,  Stanley Hong ,  Stephen T. Trinh

IPC: G11C16/14 ,  H02M3/07 ,  G11C16/30

Abstract: Numerous embodiments of an improved charge pump design are disclosed for generating the high voltages necessary to perform erase and program operations in non-volatile flash memory devices. In these embodiments, each boost stage in the charge pump is modified to overcome a deficiency in prior art charge pumps whereby voltage actually would decrease in the final boost stage. These modifications include the addition of one or more of a clock doubling circuit, a local self-precharge circuit, a feed-forward precharge circuit, a feed-backward precharge circuit, and a hybrid circuit comprising NMOS and PMOS transistors and diodes.

公开(公告)号：US20210020255A1

公开(公告)日：2021-01-21

申请号：US16569611

申请日：2019-09-12

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/34 ,  G11C16/10 ,  G06N3/08 ,  G06F3/06 ,  G06N3/063

Abstract: Testing circuitry and methods are disclosed for use with analog neural memory in deep learning artificial neural networks. The analog neural memory comprises one or more arrays of non-volatile memory cells. The testing circuitry and methods can be utilized during sort tests, qualification tests, and other tests to verify programming operations of one or more cells.

公开(公告)号：US20210019608A1

公开(公告)日：2021-01-21

申请号：US16569647

申请日：2019-09-12

Applicant: Silicon Storage Technology, Inc.

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

IPC: G06N3/063 ,  G06N3/04 ,  G11C16/04 ,  G11C16/10 ,  G11C16/34

Abstract: Testing circuitry and methods are disclosed for use with analog neural memory in deep learning artificial neural networks. The analog neural memory comprises one or more arrays of non-volatile memory cells. The testing circuitry and methods can be utilized during sort tests, qualification tests, and other tests to verify programming operations of one or more cells.

公开(公告)号：US10896368B2

公开(公告)日：2021-01-19

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

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.

公开(公告)号：US10755779B2

公开(公告)日：2020-08-25

申请号：US15701071

申请日：2017-09-11

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C13/00 ,  H01L45/00 ,  H01L27/24 ,  G11C7/06

Abstract: Various architectures and layouts for an array of resistive random access memory (RRAM) cells are disclosed. The RRAM cells are organized into rows and columns, with each cell comprising a top electrode, a bottom electrode, and a switching layer. Circuitry is included for improving the reading and writing of the array, including the addition of a plurality of columns of dummy RRAM cells in the array used as a ground source, connecting source lines to multiple pairs of rows of RRAM cells, and the addition of rows of isolation transistors.