公开(公告)号：US20220319620A1

公开(公告)日：2022-10-06

申请号：US17841411

申请日：2022-06-15

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 ,  G06N3/063 ,  G06F3/06 ,  G06N3/08 ,  G11C16/26 ,  G11C29/10

Abstract: Testing circuitry and methods are disclosed for use with analog neural memory in deep learning artificial neural networks. In one example, a method is disclosed of testing a plurality of non-volatile memory cells in an array of non-volatile memory cells, wherein the array is arranged in rows and columns, wherein each row is coupled to a word line and each column is coupled to a bit line, and wherein each word line is selectively coupled to a row decoder and each bit line is selectively coupled to a column decoder, the method comprising asserting, by the row decoder, all word lines in the array; asserting, by the column decoder, all bit lines in the array; performing a deep programming operation on the array of non-volatile memory cells; and measuring a total current received from the bit lines.

公开(公告)号：US20250104783A1

公开(公告)日：2025-03-27

申请号：US18974776

申请日：2024-12-09

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 ,  G06F3/06 ,  G06N3/063 ,  G06N3/08 ,  G11C16/10 ,  G11C16/26 ,  G11C29/10

Abstract: In one example, a method comprises determining a logarithmic slope factor for a selected analog non-volatile memory cell in an array of analog non-volatile memory cells while the selected analog non-volatile memory cell is operating in a sub-threshold region; storing the logarithmic slope factor; determining a linear slope factor for the selected analog non-volatile memory cell while the selected analog non-volatile memory cell is operating in a linear region; storing the linear slope factor; and utilizing one or more of the logarithmic slope factor and the linear slope factor when programming the selected analog non-volatile memory cell to a target current.

公开(公告)号：US20220398444A1

公开(公告)日：2022-12-15

申请号：US17893071

申请日：2022-08-22

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. In one example, a method comprises programming an analog neural non-volatile memory cell in an array to a target value representing one of N different values, where N is an integer; verifying that a value stored in the analog neural non-volatile memory cell is within an acceptable window of values around the target value; repeating the programming and verifying for each of the N values; and identifying the analog neural non-volatile memory cell as bad if any of the verifying indicates a value stored in the cell outside of the acceptable window of values around the target value.