IP Library Granted Patent US 11,087,207
Granted Patent B2
US 11,087,207 · App. 15/991,890 · Granted Aug 10, 2021

Decoders for analog neural memory in deep learning artificial neural network

Inventors: Hieu Van Tran (San Jose, CA); Stanley Hong (San Jose, CA); Anh Ly (San Jose, CA); Thuan Vu (San Jose, CA); Hien Pham (Ho Chi Minh, VN); Kha Nguyen (Ho Chi Minh, VN); Han Tran (Ho Chi Minh, VN)
Assignee: SILICON STORAGE TECHNOLOGY, INC.
G06N3/0635G06F17/16G06N3/04
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Quick Facts
Patent No.
US 11,087,207
App. No.
15/991,890
Granted
Aug 10, 2021
Kind
B2
Abstract

Numerous embodiments of decoders for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. The decoders include bit line decoders, word line decoders, control gate decoders, source line decoders, and erase gate decoders. In certain embodiments, a high voltage version and a low voltage version of a decoder is used.

Claims (57)

1. An analog neuromorphic memory system comprising:

a vector-by-matrix multiplication array comprising an array of non-volatile memory cells organized into rows and columns, wherein each column is connected to a bit line and each memory cell comprises a word line terminal and a source line terminal;

a word line decoder circuit coupled to the word line terminals of the non-volatile memory cells through word lines, wherein the word line decoder circuit is capable of applying a low voltage or a high voltage to coupled word line terminals, and wherein the word lines are parallel to the bit lines; and

a source line decoder circuit coupled to the source line terminals of the non-volatile memory cells through source lines, wherein the source line decoder circuit is capable of applying a low voltage or a high voltage to coupled source line terminals, and wherein the source lines are perpendicular to the bit lines and the word lines.

2. The system of claim 1 , wherein each memory cell further comprises an erase gate terminal, the system further comprising:

an erase gate decoder circuit coupled to the erase gate terminals of the non-volatile memory cells, wherein the erase gate decoder circuit is capable of applying a low voltage or a high voltage to coupled erase gate terminals.

3. An analog neuromorphic memory system comprising:

a vector-by-matrix multiplication array comprising an array of non-volatile memory cells organized into rows and columns, wherein each column is connected to a bit line and each memory cell comprises a word line terminal and a source line terminal;

a word line decoder circuit coupled to the word line terminals of the non-volatile memory cells through word lines, wherein the word lines are parallel to the bit lines, and wherein the word line decoder circuit is capable of applying a low voltage through a low voltage transistor or a high voltage through a high voltage transistor to coupled word line terminals, the word line decoder circuit comprising an isolation transistor coupled to each word line to isolate the high voltage transistor from the low voltage transistor.

4. The system of claim 3 , wherein a negative bias is applied to the word lines of each unselected memory cell during a program-and-verify operation or a read operation.

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

6. The system of claim 3 , wherein each of the non-volatile memory cells is a stacked-gate flash memory cell.

7. The system of claim 3 , wherein each of the non-volatile memory cells are configured to operate in a sub-threshold region.

8. The system of claim 3 , wherein each of the non-volatile memory cells are configured to operate in a linear region.

9. An analog neuromorphic memory system comprising:

a vector-by-matrix multiplication array comprising an array of non-volatile memory cells organized into rows and columns, wherein each column is connected to a bit line and each memory cell comprises a word line terminal and a source line terminal;

a word line decoder circuit coupled to the word line terminals of the non-volatile memory cells through word lines, wherein the word lines are parallel to the bit lines, and wherein the word line decoder circuit is capable of applying a low voltage or a high voltage to coupled word line terminals; and

a sample and hold capacitor coupled to each word line.

10. The system of claim 9 , wherein a negative bias is applied to the word lines of each unselected memory cell during a program-and-verify operation or a read operation.

11. The system of claim 9 , wherein the capacitor in the sample and hold capacitor is provided by an inherent capacitance of a word line.

12. The system of claim 9 , wherein each of the non-volatile memory cells is a split-gate flash memory cell.

13. The system of claim 9 , wherein each of the non-volatile memory cells is a stacked-gate flash memory cell.

14. The system of claim 9 , wherein each of the non-volatile memory cells are configured to operate in a sub-threshold region.

15. The system of claim 9 , wherein each of the non-volatile memory cells are configured to operate in a linear region.

16. The system of claim 9 , wherein a S/H capacitor serves a voltage source for the wordline.

17. An analog neuromorphic memory system comprising:

a vector-by-matrix multiplication array comprising an array of non-volatile memory cells organized into rows and columns, wherein each column is connected to a bit line and each memory cell comprises a word line terminal, a control gate terminal, and a source line terminal;

a control gate decoder circuit coupled to the control gate line terminals of the non-volatile memory cells through control gate lines, wherein the control gate lines are parallel to the bit lines, and wherein the control gate decoder circuit is capable of applying a low voltage or a high voltage to coupled control gate terminals; and

a sample and hold capacitor coupled to each word line.

18. The system of claim 17 , wherein a negative bias is applied to the word lines of each unselected memory cell during a program-and-verify operation or a read operation.

19. The system of claim 17 , wherein the sample and hold capacitor comprises control gate capacitance.

20. The system of claim 17 , wherein each of the non-volatile memory cells is a split-gate flash memory cell.

21. The system of claim 17 , wherein each of the non-volatile memory cells is a stacked-gate flash memory cell.

22. The system of claim 17 , wherein each of the non-volatile memory cells are configured to operate in a sub-threshold region.

23. The system of claim 17 , wherein each of the non-volatile memory cells are configured to operate in a linear region.

24. The system of claim 17 , wherein the S/H capacitor serves a voltage source for the control gate lines.

25. A current-to-voltage circuit comprising:

a reference circuit for receiving an input current and outputting a first voltage in response to the input current, the reference circuit comprising an input current source, an NMOS transistor, a cascoding bias transistor, and a reference memory cell;

a sample and hold circuit for receiving the first voltage and outputting a second voltage, the second voltage constituting a sampled value of the first voltage, the sample and hold circuit comprising a switch and capacitor.

26. The current to-voltage circuit of claim 25 , further comprising an amplifier for receiving the second voltage and outputting a third voltage.

27. The current-to-voltage circuit of claim 25 , wherein the second voltage is provided to a word line in a flash memory system.

28. The current-to-voltage circuit of claim 26 , wherein the second voltage is provided to a word line in a flash memory system.

29. The current-to-voltage circuit of claim 25 , wherein the second voltage is provided to a control gate line in a flash memory system.

30. The current-to-voltage circuit of claim 26 , wherein the second voltage is provided to a control gate line in a flash memory system.

31. A current-to-voltage circuit comprising:

a reference circuit for receiving an input current and outputting a first voltage in response to the input current, the reference circuit comprising an input current source, an NMOS transistor, a cascoding bias transistor, and a reference memory cell;

an amplifier for receiving the first voltage and outputting a second voltage;

a sample and hold circuit for receiving the second voltage and outputting a third voltage, the third voltage constituting a sampled value of the second voltage, the sample and hold circuit.

32. The current-to-voltage circuit of claim 31 , wherein the third voltage is provided to a word line in a flash memory system.

33. The current-to-voltage circuit of claim 31 , wherein the third voltage is provided to a control gate line in a flash memory system.

34. An analog neuromorphic memory system comprising:

a vector-by-matrix multiplication array comprising an array of non-volatile memory cells organized into rows and columns; and

a redundancy sector.

35. The system of claim 34 , further comprising a non-volatile register for storing system information.

36. An analog neuromorphic memory system comprising:

a vector-by-matrix multiplication array comprising an array of non-volatile memory cells organized into rows and columns; and

a non-volatile register for storing system information.

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 Aug 14, 2018
From: TRAN, HIEU VAN; HONG, STANLEY; LY, ANH; VU, THUAN; PHAM, HIEN; NGUYEN, KHA; TRAN, HAN
To: SILICON STORAGE TECHNOLOGY, INC.
Reel/Frame 046834/0088 →
Continuity (2)
Provisional Application 62642884 · Mar 14, 2018
Related Publication 20190286976A1 · Sep 19, 2019
Cited By (6)
US 12,237,011 US 12,249,368 US 12,254,945 US 12,283,314 US 12,354,651 US 12,499,943