IP Library Granted Patent US 11,521,683
Granted Patent B2
US 11,521,683 · App. 17/191,392 · Granted Dec 6, 2022

Programming analog neural memory cells in deep learning artificial neural network

Inventors: Hieu Van Tran (San Jose, CA); Thuan Vu (San Jose, CA); Stanley Hong (San Jose, CA); Anh Ly (San Jose, CA); Vipin Tiwari (Dublin, CA); Nhan Do (Saratoga, CA)
Assignee: SILICON STORAGE TECHNOLOGY, INC.
G11C16/0425G06N3/08H01L27/11521H01L29/7883H01L29/7885G06N3/0454
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Quick Facts
Patent No.
US 11,521,683
App. No.
17/191,392
Granted
Dec 6, 2022
Kind
B2
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. Compensation measures can be utilized that compensate for changes in voltage or current as the number of cells being programmed changes.

Claims (12)

1. A method for programming a plurality of selected memory cells in an array of memory cells, the method comprising:

receiving a program pulse signal; and

programming the plurality of selected memory cells using programming durations, wherein the programming durations comprise a plurality of different durations beginning on different edges of the program pulse signal and ending on a same edge of the program pulse signal.

2. The method of claim 1 , wherein the array is a vector matrix multiplier.

3. The method of claim 2 , where the selected memory cells are split-gate flash memory cells.

4. The method of claim 2 , wherein the selected memory cells are stacked-gate flash memory cells.

5. A method for programming a plurality of non-volatile memory cells in an array of non-volatile memory cells, comprising:

receiving an input signal to program the plurality of non-volatile memory cells; and

applying a plurality of programming signals to the plurality of non-volatile memory cells, wherein each of the plurality of non-volatile memory cells receives one of the plurality of programming signals and a programming voltage when the programming signal is asserted and at least two of the plurality of programming signals are asserted at different start times and all of the plurality of programming signals are deasserted at a same end time.

6. The method of claim 5 , wherein the array is a vector matrix multiplier.

7. The method of claim 6 , where the non-volatile memory cells are split-gate flash memory cells.

8. The method of claim 6 , wherein the non-volatile memory cells are stacked-gate flash memory cells.

Assignments (11)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 24, 2025
From: TRAN, HIEU VAN; VU, THUAN; HONG, STANLEY; LY, ANH; TIWARI, VIPIN; DO, NHAN
To: SILICON STORAGE TECHNOLOGY, INC.
Reel/Frame 070606/0529 →
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 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 059357/0823 →
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 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
Reel/Frame 059358/0398 →
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 059264/0384 →
GRANT OF SECURITY INTEREST IN PATENT RIGHTS Recorded Nov 19, 2021
From: MICROCHIP TECHNOLOGY INCORPORATED; SILICON STORAGE TECHNOLOGY, INC.; ATMEL CORPORATION; MICROSEMI CORPORATION
To: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
Reel/Frame 058213/0959 →
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 058214/0238 →
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: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
Reel/Frame 058214/0380 →
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 →
Continuity (4)
Division 16550253 · Aug 25, 2019
Division 16042972 · Jul 23, 2018
Provisional Application 62665359 · May 1, 2018
Related Publication 20210257026A1 · Aug 19, 2021
Cited By (1)
US 12,658,256