IP Library Granted Patent US 10,805,117
Granted Patent B2
US 10,805,117 · App. 15/642,348 · Granted Oct 13, 2020

Channel estimation in OFDM communication systems

Inventors: Hamid Shafiee (Irvine, CA); Mohsen Pourkhaatoun (Laguna Niguel, CA); Kiran Gowda (Irvine, CA); Siddharth Shetty (Irvine, CA); Esmael Heidari (Mission Viejo, CA); Ali Fard (Irvine, CA); Rahim Bagheri (Poway, CA); Masoud Djafari (Laguna Hills, CA)
Assignee: MICROCHIP TECHNOLOGY INCORPORATED
H04L25/0204H04L25/022H04L25/0212H04L25/0216H04L25/03019H04L27/265H04L27/2647H04L2025/03414
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Quick Facts
Patent No.
US 10,805,117
App. No.
15/642,348
Granted
Oct 13, 2020
Kind
B2
Abstract

Embodiments of the present disclosure include an OFDM receiver circuit, which includes an FFT circuit configured to calculate an FFT of a plurality of sample values received by the receiver circuit, and a smoothing circuit configured to identify equalizer coefficients for the sample values by truncating portions of an impulse response of the FFT.

Claims (54)

1. An OFDM receiver circuit, comprising:

a Fast Fourier Transform (FFT) circuit configured to calculate an FFT of a plurality of sample values received by the receiver circuit;

a channel estimator circuit configured to receive the FFT and generate an estimated value of subcarriers including null-subcarriers; and

a smoothing circuit configured to:

use the estimated value; and

identify equalizer coefficients for the plurality of sample values by truncating portions of an impulse response of the FFT;

perform an inverse FFT on channel frequency response of the plurality of sample values with the estimated value of the null-subcarrier;

truncate portions of the impulse response in the results of the inverse FFT;

perform an FFT on results of the truncation;

evaluate whether results of the truncation have converged;

based on whether the results of the truncation have converged, determine whether to repeat performance of the inverse FFT, the truncation, and performance of the FFT on the results of the truncation;

wherein evaluation of whether the results of the truncation have converged includes summing power of all coefficients at the null-subcarriers and comparing a resulting sum of only the coefficients at the null-subcarriers to a threshold.

2. The OFDM receiver circuit of claim 1 , wherein the smoothing circuit is further configured to:

estimate a value of a null sub-carrier in a channel frequency response of the plurality of sample values by selectively applying a least-square estimation matrix operation only to subchannels corresponding to null-subcarriers of the impulse response of the FFT; and

combine the estimated value of the null sub-carrier with the plurality of sample values to yield a combination matrix; and

perform another inverse FFT on the combination matrix to yield an inverted FFT matrix;

apply a mask to the inverted FFT matrix to channels beyond a threshold to yield a masked matrix to truncate portions of the impulse response of the FFT; and

apply the FFT to the masked matrix.

3. The OFDM receiver circuit of claim 1 , wherein the smoothing circuit is further configured to identify the equalizer coefficients by truncating portions of the impulse response of the FFT beyond a defined length of the impulse response.

4. The OFDM receiver circuit of claim 1 , wherein the smoothing circuit is further configured to identify the equalizer coefficients by performing the inverse FFT on channel frequency response of the plurality of sample values, truncating portions of the impulse response in results of the inverse FFT, and performing the FFT on results of the truncation.

5. The OFDM receiver circuit of claim 1 , wherein the smoothing circuit is further configured to truncate portions of the impulse response by applying a least-square estimation matrix operation to the impulse response of the FFT.

6. The OFDM receiver circuit of claim 1 , wherein the smoothing circuit is further configured to truncate portions of the impulse response by finding a channel impulse response as the least-square solution to an over-determined set of linear equations.

7. The OFDM receiver circuit of claim 1 , wherein the smoothing circuit is further configured to perform an inverse FFT and truncate portions of the impulse response by applying the impulse response of the plurality of samples to a matrix operation dimensionally dependent upon expected channel response without null-subcarriers and including an inverse Fourier transform matrix.

8. A system, comprising:

a receiver circuit; and

a smoothing circuit configured to:

receive a plurality of sample values from the receiver circuit;

identify equalizer coefficients for the plurality of sample values by truncating portions of an impulse response of an FFT;

estimate a value of each null sub-carriers in a channel frequency response of the plurality of sample values;

perform an inverse FFT on channel frequency response of the plurality of sample values with the estimated value of each of the null-subcarriers;

truncate portions of the impulse response in results of the inverse FFT;

perform another FFT on the results of the truncation;

evaluate whether the results of the truncation have converged, including summing power of all coefficients at the null-subcarriers and comparing a resulting sum of only the coefficients at the null-subcarriers to a threshold; and

based on whether the results of the truncation have converged, determine whether to to repeat performance of the inverse FFT, truncation, and performance of the another FFT on the results of the truncation.

9. The system of claim 8 , wherein the smoothing circuit is further configured to:

estimate a value of a null sub-carrier in a channel frequency response of the plurality of sample values by selectively applying a least-square estimation matrix operation only to subchannels corresponding to null-subcarriers of the impulse response of the FFT;

combine the estimated value of the null sub-carrier with the plurality of sample values to yield a combination matrix;

perform another inverse FFT on the combination matrix to yield an inverted FFT matrix;

apply a mask to the inverted FFT matrix to channels beyond a threshold to yield a masked matrix to truncate portions of the impulse response of the FFT; and

apply the FFT to the masked matrix.

10. The system of claim 8 , wherein the smoothing circuit is further configured to identify the equalizer coefficients by truncating portions of the impulse response of the FFT beyond a defined length of the impulse response.

11. The system of claim 8 , wherein the smoothing circuit is further configured to identify the equalizer coefficients by performing the inverse FFT on channel frequency response of the plurality of sample values, truncating portions of the impulse response in results of the inverse FFT, and performing the another FFT on results of the truncation.

12. The system of claim 8 , wherein the smoothing circuit is further configured to truncate portions of the impulse response by applying a least-square estimation matrix operation to the impulse response of the FFT.

13. The system of claim 8 , wherein the smoothing circuit is further configured to truncate portions of the impulse response by finding a channel impulse response as a least-square solution to an over-determined set of linear equations.

14. The system of claim 8 , wherein the smoothing circuit is further configured to perform the inverse FFT and truncate portions of the impulse response by applying the impulse response of the plurality of samples to a matrix operation dimensionally dependent upon expected channel response without the null-subcarriers and including an inverse Fourier transform matrix.

15. A method, comprising:

receiving a plurality of sample values from a receiver circuit;

identifying equalizer coefficients for the plurality of sample values by truncating portions of an impulse response of an FFT;

estimating a value of each null sub-carriers in a channel frequency response of the plurality of sample values;

performing an inverse FFT on channel frequency response of the plurality of sample values with the estimated value each of the null-subcarriers;

truncating portions of the impulse response in results of the inverse FFT;

performing another FFT on the results of the truncation;

evaluating whether the results of the truncation have converged, including summing power of all coefficients at the null-subcarriers and comparing a resulting sum of only the coefficients at the null-subcarriers to a threshold; and

based on whether the results of the truncation have converged, determining whether to repeat performance of the inverse FFT, truncation, and performance of the another FFT.

Assignments (19)
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 059358/0001 →
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 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 →
RELEASE OF SECURITY INTEREST Recorded Feb 25, 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 059333/0222 →
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 →
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 058214/0238 →
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: 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 Oct 25, 2018
From: SHAFIEE, HAMID; POURKHAATOUN, MOHSEN; GOWDA, KIRAN T.; SHETTY, SIDDHARTH; HEIDARI, ESMAEL; FARD, ALI; BAGHERI, RAHIM; DJAFARI, MASOUD
To: MICROCHIP TECHNOLOGY INCORPORATED
Reel/Frame 047306/0250 →
SECURITY INTEREST Recorded Sep 18, 2018
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 047103/0206 →
SECURITY INTEREST Recorded Jun 25, 2018
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 046426/0001 →
Continuity (2)
Provisional Application 62359352 · Jul 7, 2016
Related Publication 20180013591A1 · Jan 11, 2018