公开(公告)号：US12248870B2

公开(公告)日：2025-03-11

申请号：US18520500

申请日：2023-11-27

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/04 ,  G06F17/16 ,  G06N3/04 ,  G06N3/065 ,  G11C11/54

Abstract: In one example, a neural network device comprises a first plurality of synapses configured to receive a first plurality of inputs and to generate therefrom a first plurality of outputs, wherein the first plurality of synapses comprises a plurality of memory cells, each of the plurality of memory cells configured to store a weight value corresponding to a number of electrons on its floating gate and the plurality of memory cells are configured to generate the first plurality of outputs based upon the first plurality of inputs and the stored weight values.

公开(公告)号：US12243587B2

公开(公告)日：2025-03-04

申请号：US18076129

申请日：2022-12-06

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/56 ,  G06N3/04 ,  G11C16/10

Abstract: Numerous examples are disclosed of programming multiple rows in an array in an artificial neural network as part of a single programming operation. In one example, a method comprises ramping up an output of a high voltage generator to a first voltage level; while maintaining the output of the high voltage generator at the first voltage level, programming a plurality of words of K rows of memory cells in an array of memory cells using the output of the high voltage generator, where K>1; and after the programming, ramping down the output of the high voltage generator to a second voltage level.

公开(公告)号：US12229004B2

公开(公告)日：2025-02-18

申请号：US18106421

申请日：2023-02-06

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran

IPC: G06F11/10

Abstract: Numerous examples are disclosed of an improved grouping and error correction system for non-volatile memory cells. In one example, a system comprises a memory array comprising non-volatile memory cells arranged into rows and columns, wherein a non-volatile memory cell of the memory array stores a first bit of a first data grouping and a second bit of a second data grouping, and wherein the first grouping is backed by a first ECC block and the second grouping is backed by a second ECC block.

公开(公告)号：US12062397B2

公开(公告)日：2024-08-13

申请号：US17585261

申请日：2022-01-26

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Kha Nguyen ,  Hien Pham ,  Duc Nguyen

IPC: G11C16/16 ,  G11C16/10 ,  G11C16/26 ,  G11C16/30

CPC classification number: G11C16/16 ,  G11C16/102 ,  G11C16/26 ,  G11C16/30

Abstract: Numerous embodiments of a transceiver for providing high voltages for use during erase or program operations in a non-volatile memory system are disclosed. In one embodiment, a transceiver comprises a PMOS transistor and a native NMOS transistor. In another embodiment, a transceiver comprises a PMOS transistor, an NMOS transistor, and a native NMOS transistor.

公开(公告)号：US12057160B2

公开(公告)日：2024-08-06

申请号：US18123921

申请日：2023-03-20

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

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

IPC: G11C11/00 ,  G06F3/06 ,  G06N3/04 ,  G06N3/045 ,  G06N3/063 ,  G11C11/54 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G11C16/34 ,  G11C29/38

CPC classification number: G11C11/54 ,  G06F3/061 ,  G06F3/0655 ,  G06F3/0688 ,  G06N3/04 ,  G06N3/045 ,  G06N3/063 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G11C16/3436 ,  G11C29/38

Abstract: Numerous examples of summing circuits for a neural network are disclosed. In one example, a circuit for summing current received from a plurality of synapses in a neural network comprises a voltage source; a load coupled between the voltage source and an output node; a voltage clamp coupled to the output node for maintaining a voltage at the output node; and a plurality of synapses coupled between the output node and ground; wherein an output current flows through the output node, the output current equal to a sum of currents drawn by the plurality of synapses.

公开(公告)号：US12046290B2

公开(公告)日：2024-07-23

申请号：US17125459

申请日：2020-12-17

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/10 ,  G06N3/065 ,  G11C16/16

CPC classification number: G11C16/107 ,  G06N3/065 ,  G11C16/16

Abstract: Numerous embodiments of programming, verifying, and reading systems and methods for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. Selected cells can be programmed and verified with extreme precision to hold one of N different values. During a read operation, the system determines which of the N different values is stored in a selected cell.

公开(公告)号：US20240168844A1

公开(公告)日：2024-05-23

申请号：US18106421

申请日：2023-02-06

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran

IPC: G06F11/10

CPC classification number: G06F11/1044 ,  G06F11/1072

Abstract: Numerous examples are disclosed of an improved grouping and error correction system for non-volatile memory cells. In one example, a system comprises a memory array comprising non-volatile memory cells arranged into rows and columns, wherein a non-volatile memory cell of the memory array stores a first bit of a first data grouping and a second bit of a second data grouping, and wherein the first grouping is backed by a first ECC block and the second grouping is backed by a second ECC block.

公开(公告)号：US11972795B2

公开(公告)日：2024-04-30

申请号：US18120360

申请日：2023-03-10

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

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

IPC: G11C11/54 ,  G06F3/06 ,  G06N3/04 ,  G06N3/045 ,  G06N3/063 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G11C16/34 ,  G11C29/38

CPC classification number: G11C11/54 ,  G06F3/061 ,  G06F3/0655 ,  G06F3/0688 ,  G06N3/04 ,  G06N3/045 ,  G06N3/063 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G11C16/3436 ,  G11C29/38

Abstract: Numerous examples are disclosed for verifying a weight programmed into a selected non-volatile memory cell in a neural memory. In one example, a circuit comprises a digital-to-analog converter to convert a target weight comprising digital bits into a target voltage, a current-to-voltage converter to convert an output current from the selected non-volatile memory cell during a verify operation into an output voltage, and a comparator to compare the output voltage to the target voltage during a verify operation.

公开(公告)号：US11790208B2

公开(公告)日：2023-10-17

申请号：US17238077

申请日：2021-04-22

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

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

IPC: G06N3/04 ,  G11C11/54 ,  G06N3/063 ,  G11C16/34 ,  G11C29/38 ,  G06N3/045 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G06F3/06

CPC classification number: G06N3/04 ,  G06F3/061 ,  G06F3/0655 ,  G06F3/0688 ,  G06N3/045 ,  G06N3/063 ,  G11C11/54 ,  G11C16/08 ,  G11C16/12 ,  G11C16/16 ,  G11C16/3436 ,  G11C29/38

Abstract: A number of circuits for use in an output block coupled to a non-volatile memory array in a neural network are disclosed. The embodiments include a circuit for converting an output current from a neuron in a neural network into an output voltage, a circuit for converting a voltage received on an input node into an output current, a circuit for summing current received from a plurality of neurons in a neural network, and a circuit for summing current received from a plurality of neurons in a neural network.

公开(公告)号：US11755899B2

公开(公告)日：2023-09-12

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: G11C16/04 ,  G06N3/065 ,  G06F17/16 ,  G11C16/10 ,  G11C16/34 ,  G11C16/26 ,  G11C11/56 ,  G11C16/14 ,  G06N3/044

CPC classification number: G06N3/065 ,  G06F17/16 ,  G06N3/044 ,  G11C11/5628 ,  G11C11/5635 ,  G11C16/0425 ,  G11C16/10 ,  G11C16/14 ,  G11C16/26 ,  G11C16/3459 ,  G11C2216/04

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.