IP Library Granted Patent US 11,393,546
Granted Patent B2
US 11,393,546 · App. 16/569,611 · Granted Jul 19, 2022

Testing circuitry and methods for analog neural memory in artificial neural network

Inventors: Hieu Van Tran (San Jose, CA); Thuan Vu (San Jose, CA); Stephen Trinh (San Jose, CA); Stanley Hong (San Jose, CA); Anh Ly (San Jose, CA); Steven Lemke (Boulder Creek, CA); Nha Nguyen (San Jose, CA); Vipin Tiwari (Dublin, CA); Nhan Do (Saratoga, CA)
Assignee: SILICON STORAGE TECHNOLOGY, INC.
G11C16/3459G06F3/0688G06N3/063G06N3/08G11C16/10G11C16/26G11C16/3436G11C29/10
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Quick Facts
Patent No.
US 11,393,546
App. No.
16/569,611
Granted
Jul 19, 2022
Kind
B2
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.

Claims (15)

1. A method of verifying values programmed into a plurality of non-volatile memory cells in an array of analog neural 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:

selecting, by the column decoder, a bit line in the array;

selecting, by the row decoder, all word lines coupled to the bit line;

sensing, by a sense amplifier, a current received from the bit line; and

comparing the current to a reference current to determine if the non-volatile memory cells coupled to the bit line contain the desired values.

2. The method of claim 1 wherein each of the non-volatile memory cells is a stacked-gate flash memory cell.

3. The method of claim 1 , wherein each of the non-volatile memory cells is a split-gate flash memory cell.

4. The method of claim 1 , wherein the array is part of a neural network.

5. A method of measuring current drawn by a plurality of non-volatile memory cells in an array of analog neural 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:

selecting, by the column decoder, a bit line in the array;

selecting, by the row decoder, all word lines coupled to the bit line; and

measuring a current received from the bit line.

6. The method of claim 5 , wherein each of the non-volatile memory cells is a stacked-gate flash memory cell.

7. The method of claim 5 , wherein each of the non-volatile memory cells is a split-gate flash memory cell.

8. The method of claim 5 , wherein the array is part of a neural network.

Assignments (13)
RELEASE OF SECURITY INTEREST Recorded Mar 14, 2022
From: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
To: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 060894/0437 →
RELEASE OF SECURITY INTEREST Recorded Mar 11, 2022
From: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
To: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 059363/0001 →
RELEASE OF SECURITY INTEREST Recorded Mar 10, 2022
From: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
To: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 059863/0400 →
RELEASE OF SECURITY INTEREST Recorded Mar 9, 2022
From: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
To: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 059358/0335 →
RELEASE OF SECURITY INTEREST Recorded Feb 28, 2022
From: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
To: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 059263/0001 →
GRANT OF SECURITY INTEREST IN PATENT RIGHTS Recorded Nov 19, 2021
From: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
To: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
Reel/Frame 058214/0625 →
SECURITY INTEREST Recorded Jun 4, 2021
From: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
To: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
Reel/Frame 057935/0474 →
SECURITY INTEREST Recorded Dec 24, 2020
From: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
To: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS COLLATERAL AGENT
Reel/Frame 055671/0612 →
SECURITY INTEREST Recorded Jun 5, 2020
From: MICROCHIP TECHNOLOGY INC.; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
To: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
Reel/Frame 052856/0909 →
SECURITY INTEREST Recorded Jun 5, 2020
From: MICROCHIP TECHNOLOGY INC.; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
To: WELLS FARGO BANK, NATIONAL ASSOCIATION
Reel/Frame 053468/0705 →
RELEASE OF SECURITY INTEREST Recorded May 30, 2020
From: JPMORGAN CHASE BANK, N.A, AS ADMINISTRATIVE AGENT
To: MICROCHIP TECHNOLOGY INC.; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 053466/0011 →
SECURITY INTEREST Recorded Apr 24, 2020
From: MICROCHIP TECHNOLOGY INC.; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION; MICROSEMI STORAGE SOLUTIONS, INC.
To: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
Reel/Frame 053311/0305 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 12, 2019
From: TRAN, HIEU VAN; VU, THUAN; TRINH, STEPHEN; HONG, STANLEY; LY, ANH; LEMKE, STEVEN; NGUYEN, NHA; TIWARI, VIPIN; DO, NHAN
To: SILICON STORAGE TECHNOLOGY, INC.
Reel/Frame 050363/0670 →
Cited By (1)
US 12,342,089