IP Library Granted Patent US 8,428,113
Granted Patent B1
US 8,428,113 · App. 12/359,046 · Granted Apr 23, 2013

Equalizer for heavily clipped or compressed communications signals

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Quick Facts
Patent No.
US 8,428,113
App. No.
12/359,046
Granted
Apr 23, 2013
Kind
B1
Abstract

Apparatus and methods mitigate a problem of equalizing communications signals that have been distorted by severe non-linearities such as clipping or harsh compression. For example, severe non-linearity occurs when signal compression or signal clipping occurs at rates above 20% of the data transmission interval. Severe non-linearities may significantly reduce system performance. Disclosed techniques selectively apply DSP equalization based on the detection of non-linearity for a present sample or one or more samples prior to the present sample. These techniques can be implemented in relatively low-cost high-speed SerDes designs to improve eye openings and reduce sensitivity to InterSymbol Interference (ISI) and to improve bit error rate (BER).

Claims (93)

1. A method of equalization in a receiver, the method comprising:

receiving a communications signal having symbols embedded therein;

converting the received communications signal from analog form to digital form to generate a digital received signal comprising soft symbols, wherein the digital received signal is quantized to at least 3 bits; and

selectively equalizing a current soft symbol sample based at least partly on a determination of whether or not at least one of the current soft symbol sample or an immediately prior soft symbol sample to the current soft symbol sample has been non-linearly distorted beyond a threshold, wherein the threshold indicates clipping and/or harsh compression, wherein selectively equalizing further comprises:

applying no equalization to the current soft symbol sample when the current soft symbol sample is above the threshold; and

applying linear equalization to the current soft symbol sample when the current soft symbol sample is below the threshold.

2. The method of claim 1 , wherein selectively equalizing comprises:

selecting a weight w from a plurality of weights, wherein the weight w varies depending upon whether or not non-linear distortion is indicated;

multiplying the selected weight w to an immediately prior soft symbol sample to generate a weighted prior soft symbol sample; and

summing the current soft symbol sample with the weighted prior soft symbol sample to generate an equalized current soft symbol sample.

3. The method of claim 2 , further comprising slicing the equalized current soft symbol sample to generate a hard symbol sample.

4. The method of claim 2 , wherein at least a portion of values for the plurality of weights is determined based on eye diagnostics.

5. The method of claim 1 , wherein the current soft symbol sample is equalized using a plurality of prior soft symbol samples.

6. The method of claim 1 , wherein equalizer coefficients are selected based on a non-linear distortion status of the current soft symbol sample and a plurality of prior soft symbol samples.

7. The method of claim 1 , wherein selectively equalizing is performed by firmware or software instructions executed by a processor, wherein the firmware or software instructions are stored on a non-transitory computer-readable recording medium.

8. A method of equalization in a receiver, the method comprising:

receiving a communications signal having symbols embedded therein;

converting the received communications signal from analog form to digital form to generate a digital received signal comprising soft symbols, wherein the digital received signal is quantized to at least 3 bits;

selectively equalizing a current soft symbol sample based at least partly on a determination of whether or not at least one of the current soft symbol sample or an immediately prior soft symbol sample to the current soft symbol sample has been non-linearly distorted beyond a threshold, wherein the threshold indicates clipping and/or harsh compression, wherein selective equalizing further comprises:

applying no equalization to the current soft symbol sample when the current soft symbol sample is above the threshold;

applying linear equalization to the current soft symbol sample when both the current soft symbol sample and the symbol sample immediately prior to the current soft symbol sample are below the threshold; and

applying modified equalization to the current soft symbol sample when the current soft symbol sample is below the threshold and the symbol sample immediately prior to the current soft symbol sample is above the threshold, wherein the modified equalization comprises modifying an effective value of an equalizer coefficient by a modified weight w mod , wherein w mod is greater than or equal to 1 and less than or equal to w_max, wherein

w_max

=

1

-

2

-

num

_

A

D

C

_

bits

clip_level

wherein num_ADC_bits represents a number of bits quantized by an analog-to-digital converter for the soft symbol samples and wherein clip_level represents a magnitude level wherein a soft symbol is clipped.

9. An apparatus for equalization in a receiver, the apparatus comprising:

a detection circuit configured to receive a digital received signal comprising soft symbols, wherein the digital received signal is quantized to at least 3 bits, wherein the detection circuit is configured to determine whether a sample has been non-linearly distorted beyond a threshold, wherein the threshold indicates clipping and/or harsh compression; and

an equalizer configured to receive the digital received signal, the equalizer configured to selectively equalize a current soft symbol sample based at least partly on a determination of whether or not at least one of the current soft symbol sample or an immediately prior soft symbol sample to the current soft symbol sample has been non-linearly distorted beyond the threshold, wherein the equalizer is further configured to:

bypass equalization to the current soft symbol sample when the current soft symbol sample is above the threshold; and

apply linear equalization to the current soft symbol sample when the current soft symbol sample is below the threshold.

10. The apparatus of claim 9 , wherein the equalizer comprises:

a multiplexer circuit coupled to a plurality of weights w, wherein the plurality of weights w vary depending upon whether or not non-linear distortion is indicated;

a pattern analyzer configured to recognize whether or not non-linear distortion is indicated in the current soft symbol sample and one or more prior soft symbol samples prior to the current soft symbol sample, wherein the pattern analyzer is coupled to the multiplexer circuit to select a weight w based on a recognized pattern;

a multiplier circuit configured to apply the selected weight w to a prior soft symbol sample of the one or more prior soft symbol samples to generate a weighted prior soft symbol sample; and

a summing circuit configured to sum the current soft symbol sample with at least the weighted prior soft symbol sample to generate an equalized current soft symbol sample.

11. The apparatus of claim 10 , further comprising a slicer configured to slice the equalized current soft symbol sample to generate a hard symbol sample.

12. The apparatus of claim 10 , wherein at least a portion of values for the plurality of weights is determined based on eye diagnostics.

13. The apparatus of claim 9 , wherein the equalizer is configured to equalize the current soft symbol sample with a plurality of prior soft symbol samples.

14. The apparatus of claim 9 , wherein the equalizer is configured to apply equalizer coefficients based on a non-linear distortion status of the current soft symbol sample and a plurality of prior soft symbol samples.

15. An apparatus for equalization in a receiver, the apparatus comprising:

a detection circuit configured to receive a digital received signal comprising soft symbols, wherein the digital received signal is quantized to at least 3 bits, wherein the detection circuit is configured to determine whether a sample has been non-linearly distorted beyond a threshold, wherein the threshold indicates clipping and/or harsh compression; and

an equalizer configured to receive the digital received signal, the equalizer configured to selectively equalize a current soft symbol sample based at least partly on a determination of whether or not at least one of the current soft symbol sample or an immediately prior soft symbol sample to the current soft symbol sample has been non-linearly distorted beyond the threshold, wherein the equalizer is further configured to:

bypass equalization to the current soft symbol sample when the current soft symbol sample is above the threshold;

apply linear equalization to the current soft symbol sample when both the current soft symbol sample and the soft symbol sample immediately prior to the current soft symbol sample are below the threshold; and

apply modified equalization to the current soft symbol sample when the current soft symbol sample is below the threshold and the soft symbol sample immediately prior to the current soft symbol sample is above the threshold, wherein the modified equalization comprises modifying an effective value of an equalizer coefficient by a modified weight w mod , wherein w mod is greater than or equal to 1 and less than or equal to w_max, wherein

w_max

=

1

-

2

-

num

_

A

D

C_

bits

clip_level

wherein num_ADC_bits represents a number of bits quantized by an analog-to-digital converter for the soft symbol samples and wherein clip_level represents a magnitude level wherein a soft symbol is clipped.

Assignments (18)
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 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 →
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 →
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 →
RELEASE OF SECURITY INTEREST Recorded May 29, 2018
From: MORGAN STANLEY SENIOR FUNDING, INC.
To: MICROSEMI STORAGE SOLUTIONS, INC.; MICROSEMI STORAGE SOLUTIONS (U.S.), INC.
Reel/Frame 046251/0271 →
CHANGE OF NAME Recorded Apr 7, 2016
From: PMC-SIERRA, INC.
To: MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 038381/0753 →
PATENT SECURITY AGREEMENT Recorded Feb 3, 2016
From: MICROSEMI STORAGE SOLUTIONS, INC. (F/K/A PMC-SIERRA, INC.); MICROSEMI STORAGE SOLUTIONS (U.S.), INC. (F/K/A PMC-SIERRA US, INC.)
To: MORGAN STANLEY SENIOR FUNDING, INC.
Reel/Frame 037689/0719 →
RELEASE OF SECURITY INTEREST Recorded Feb 1, 2016
From: BANK OF AMERICA, N.A.
To: PMC-SIERRA, INC.; PMC-SIERRA US, INC.; WINTEGRA, INC.
Reel/Frame 037675/0129 →
SECURITY INTEREST IN PATENTS Recorded Aug 6, 2013
From: PMC-SIERRA, INC.; PMC-SIERRA US, INC.; WINTEGRA, INC.
To: BANK OF AMERICA, N.A.
Reel/Frame 030947/0710 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 20, 2009
From: KATIC, OGNJEN; YEE, PAUL V.; WARNER, WILLIAM D.
To: PMC-SIERRA, INC.
Reel/Frame 022292/0264 →