公开(公告)号：US20220336020A1

公开(公告)日：2022-10-20

申请号：US17850447

申请日：2022-06-27

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 ,  G06N3/063 ,  G11C16/26 ,  G11C16/14

Abstract: Examples for ultra-precise tuning of a selected memory cell are disclosed. In one example, a method of programming a first memory cell in a neural memory to a target value is disclosed, the method comprising programming a second memory cell by applying programming voltages to terminals of the second memory cell; and determining if an output of the first memory cell has reached the target value.

公开(公告)号：US11270771B2

公开(公告)日：2022-03-08

申请号：US16382051

申请日：2019-04-11

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C11/54 ,  G11C16/10 ,  G11C16/04 ,  G11C16/26 ,  G06N3/04 ,  G11C14/00 ,  G06N3/063 ,  H01L27/115 ,  H01L27/11521

Abstract: A neural network device with synapses having memory cells each having source and drain regions in a semiconductor substrate with a channel region extending there between, a floating gate over an entirety of the channel region, and a first gate over the floating gate. First lines each electrically connect together the first gates in one of the memory cell rows, second lines each electrically connect together the source regions in one of the memory cell rows, and third lines each electrically connect together the drain regions in one of the memory cell columns. The synapses are configured to receive a first plurality of inputs as electrical voltages on the first lines or on the second lines, and to provide a first plurality of outputs as electrical currents on the third lines.

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：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：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：US10748630B2

公开(公告)日：2020-08-18

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: G11C16/10 ,  G11C16/34

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：US20200243139A1

公开(公告)日：2020-07-30

申请号：US16382060

申请日：2019-04-11

Applicant: Silicon Storage Technology, Inc.

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

IPC: G11C16/10 ,  G11C16/04 ,  G11C16/26 ,  G11C14/00 ,  G11C11/54 ,  G06N3/04

Abstract: A memory device includes a plurality of memory cells and a controller. The controller is configured to program each of the memory cells to one of a plurality of program states, and to read the memory cells using a read operation of applied voltages to the memory cells. During the read operation, separations between adjacent ones of the program states vary based on frequencies of use of the program states in the plurality of memory cells.

公开(公告)号：US10720217B1

公开(公告)日：2020-07-21

申请号：US16382060

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 ,  G11C16/26 ,  G11C16/10 ,  G11C11/54 ,  G06N3/04 ,  G11C14/00 ,  H01L27/11521

Abstract: A memory device includes a plurality of memory cells and a controller. The controller is configured to program each of the memory cells to one of a plurality of program states, and to read the memory cells using a read operation of applied voltages to the memory cells. During the read operation, separations between adjacent ones of the program states vary based on frequencies of use of the program states in the plurality of memory cells.