IP Library Granted Patent US 7,924,910
Granted Patent B2
US 7,924,910 · App. 11/029,297 · Granted Apr 12, 2011

Adaptive equalization with group delay

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Quick Facts
Patent No.
US 7,924,910
App. No.
11/029,297
Granted
Apr 12, 2011
Kind
B2
Abstract

Methods, apparatuses, and systems are presented for performing adaptive equalization involving receiving a signal originating from a channel associated with inter-symbol interference, filtering the signal using a filter having a plurality of adjustable tap weights to produce a filtered signal, and adaptively updating each of the plurality of adjustable tap weights to a new value to reduce effects of inter-symbol interference, wherein each of the plurality of adjustable tap weights is adaptively updated to take into account a constraint relating to a measure of error in the filtered signal and a constraint relating to group delay associated with the filter. Each of the plurality of adjustable tap weights may be adaptively updated to drive group delay associated with the filter toward a target group delay.

Claims (22)

1. A method for performing adaptive equalization comprising:

receiving a signal originating from a channel associated with inter-symbol interference;

filtering the received signal using a filter having a plurality of adjustable tap weights to produce a filtered signal;

recovering a clock signal from the filtered signal; and

adaptively updating each of the plurality of adjustable tap weights to a new value to reduce effects of inter-symbol interference, where each of the plurality of adjustable tap weights is adaptively updated to reduce a measure of error in the filtered signal and to reduce a squared difference between a group delay associated with filtering the received signal and a target group delay thereby reducing undesired interaction between adaptively updating each of the plurality of adjustable tap weights and recovering the clock signal from the filtered signal.

2. The method of claim 1 , wherein adaptively updating each of the plurality of adjustable tap weights comprises scaling the measure of error in the filtered signal by a first scaling factor and scaling the difference between the group delay associated with filtering the received signal and the target group by a second scaling factor.

3. The method of claim 1 , wherein the group delay associated with filtering the received signal is a measure of the group delay of filtering the received signal at zero frequency.

4. The method of claim 1 , wherein the target group delay is dynamically adjusted.

5. The method of claim 1 , wherein adaptively updating each of the plurality of adjustable tap weights comprises utilizing a gradient of the squared difference between the group delay associated with filtering the received signal and the target group delay.

6. An apparatus for performing adaptive equalization comprising:

a receiver for receiving a signal originating from a communication channel;

a filter having adjustable tap weights for filtering the received signal to produce a filtered signal;

a clock recovery circuit configured to produce a clock signal from the filtered signal; and

a coefficient unit for supplying the adjustable tap weights, where the coefficient unit is configured to update the adjustable tap weights to reduce a measure of error in the filtered signal and to reduce a squared difference between a group delay associated with the filter and a target group delay, and wherein adaptation of the adjustable tap weights by the coefficient unit to reduce squared difference between the group delay associated with the filter and the target group delay group delay associated with the filter reduces undesired interaction between the filter and the clock recovery circuit.

7. The apparatus of claim 6 , wherein the group delay associated with the filter is a measure of the group delay of the filter at zero frequency.

8. The apparatus of claim 6 , wherein the coefficient unit is further configured to update the adjustable tap weights utilizing a gradient of the squared difference between the group delay associated with filtering the received signal and the target group delay.

9. A method for performing adaptive equalization, comprising:

receiving a signal from a communication channel;

filtering the received signal utilizing a filter having adjustable tap weights to produce a filtered signal; and

adaptively updating the adjustable tap weights to new values, where updating includes adding a first value based on a measure of error in the filtered signal and adding a second value based on a difference between a group delay of the filter and a target group delay, and wherein the second value is a first quantity multiplied by the difference between an index of each adjustable tap weight and the target group delay, the first quantity being a summation of each of the adjustable tap weights multiplied by the difference between an index of the adjustable tap weight and the target group delay.

10. The method of claim 9 , wherein the group delay associated with filtering the received signal is a measure of the group delay of the filtering at zero frequency.

11. The method of claim 9 , wherein the first value is the measure of error in the filtered signal multiplied by a delayed copy of the received signal and a scale factor.

Assignments (20)
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 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 CORPORATION; MICROSEMI SEMICONDUCTOR (U.S.), INC.; MICROSEMI FREQUENCY AND TIME CORPORATION; MICROSEMI COMMUNICATIONS, INC.; MICROSEMI SOC CORP.; MICROSEMI CORP. - POWER PRODUCTS GROUP; MICROSEMI CORP. - RF INTEGRATED SOLUTIONS
Reel/Frame 046251/0391 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded May 22, 2017
From: MICROSEMI COMMUNICATIONS, INC.
To: MICROSEMI STORAGE SOLUTIONS, INC.
Reel/Frame 042523/0577 →
PATENT SECURITY AGREEMENT Recorded Feb 3, 2016
From: MICROSEMI CORPORATION; MICROSEMI SEMICONDUCTOR (U.S.) INC. (F/K/A LEGERITY, INC., ZARLINK SEMICONDUCTOR (V.N.) INC., CENTELLAX, INC., AND ZARLINK SEMICONDUCTOR (U.S.) INC.); MICROSEMI FREQUENCY AND TIME CORPORATION (F/K/A SYMMETRICON, INC.); MICROSEMI COMMUNICATIONS, INC. (F/K/A VITESSE SEMICONDUCTOR CORPORATION); MICROSEMI SOC CORP. (F/K/A ACTEL CORPORATION); MICROSEMI CORP. - POWER PRODUCTS GROUP (F/K/A ADVANCED POWER TECHNOLOGY INC.); MICROSEMI CORP. - RF INTEGRATED SOLUTIONS (F/K/A AML COMMUNICATIONS, INC.)
To: MORGAN STANLEY SENIOR FUNDING, INC.
Reel/Frame 037691/0697 →
RELEASE OF SECURITY INTEREST Recorded Jan 19, 2016
From: BANK OF AMERICA, N.A.
To: MICROSEMI CORPORATION; MICROSEMI CORP.-ANALOG MIXED SIGNAL GROUP, A DELAWARE CORPORATION; MICROSEMI SOC CORP., A CALIFORNIA CORPORATION; MICROSEMI SEMICONDUCTOR (U.S.) INC., A DELAWARE CORPORATION; MICROSEMI FREQUENCY AND TIME CORPORATION, A DELAWARE CORPORATION; MICROSEMI COMMUNICATIONS, INC. (F/K/A VITESSE SEMICONDUCTOR CORPORATION), A DELAWARE CORPORATION; MICROSEMI CORP.-MEMORY AND STORAGE SOLUTIONS (F/K/A WHITE ELECTRONIC DESIGNS CORPORATION), AN INDIANA CORPORATION
Reel/Frame 037558/0711 →
MERGER AND CHANGE OF NAME Recorded May 13, 2015
From: VITESSE SEMICONDUCTOR CORPORATION; LLIU100 ACQUISITION CORP.
To: MICROSEMI COMMUNICATIONS, INC.
Reel/Frame 035651/0708 →
SUPPLEMENTAL SECURITY AGREEMENT Recorded Apr 29, 2015
From: MICROSEMI COMMUNICATIONS, INC.
To: BANK OF AMERICA, N.A., AS COLLATERAL AGENT
Reel/Frame 035532/0925 →
RELEASE OF SECURITY INTEREST Recorded Apr 28, 2015
From: WHITEBOX VSC, LTD.
To: VITESSE SEMICONDUCTOR CORPORATION
Reel/Frame 035526/0090 →
RELEASE OF SECURITY INTEREST Recorded Nov 5, 2014
From: US BANK NATIONAL ASSOCIATION, AS COLLATERAL AGENT
To: VITESSE SEMICONDUCTOR CORPORATION
Reel/Frame 034176/0162 →
SECURITY AGREEMENT Recorded Dec 9, 2009
From: VITESSE SEMICONDUCTOR CORPORATION
To: WHITEBOX VSC, LTD.
Reel/Frame 023627/0079 →
COLLATERAL ASSIGNMENT (INTELLECTUAL PROPERTY) Recorded Nov 5, 2009
From: VITESSE SEMICONDUCTOR CORPORATION
To: U.S. BANK NATIONAL ASSOCIATION
Reel/Frame 023471/0267 →
RELEASE OF SECURITY INTEREST Recorded Oct 29, 2009
From: OBSIDIAN, LLC
To: VITESSE SEMICONDUCTOR CORPORATION; VLTESSE INTERNATIONAL, INC.; VITESSE MANUFACTURING & DEVELOPMENT CORPORATION; VITESSE SEMICONDUCTOR SALES CORPORATION
Reel/Frame 023438/0587 →
RELEASE OF SECURITY INTEREST Recorded Oct 14, 2009
From: OBSIDIAN, LLC
To: VITESSE SEMICONDUCTOR CORPORATION
Reel/Frame 023373/0053 →
SECURITY AGREEMENT Recorded Jun 29, 2006
From: VITESSE SEMICONDUCTOR CORPORATION
To: OBSIDIAN, LLC, AS COLLATERAL AGENT
Reel/Frame 017846/0847 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 6, 2005
From: INFINERA ACQUISITION CORPORATION
To: VITESSE SEMICONDUCTOR CORPORATION
Reel/Frame 016851/0823 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Nov 16, 2005
From: BIG BEAR NETWORKS, INC.
To: INFINERA ACQUISITION CORPORATION
Reel/Frame 016789/0960 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 4, 2005
From: BHOJA, SUDEEP; WANG, JOHN S.; TAO, HAI
To: BIG BEAR NETWORKS
Reel/Frame 016158/0623 →