US5539774A
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US
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Dual decision equalization method and device
Assignee: International Business Machines Corp
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Filing: 1994-06-15
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Granted: 1996-07-23
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Expires: 2014-06-15
Abstract
Abstract An adaptive equalization method and device which provides for the equalization of symbol sequences sent through fading multipath channels with time and frequency dispersion. By using a trainer system to supply an estimate of the received symbol sequence to a trainee system, equalization of the received symbol sequences is accomplished without the need for training sequences and with the ability of compensating for spectral nulls without a substantial increase in the noise in the system. The trainer system is configured as a decision directed equalizer with a feed forward filter having the received symbol sequence as input and connected to a decision element that outputs decided symbols. The trainee system is similar to decision feed back equalization in that it has a feed forward filter, a feedback filter and a decision element but, differs in that the input to the feed back filter is provided by the trainer system. The feed forward filter of the trainee system takes received symbol sequence as input. The output of the feed forward filter and the feedback filter of the trainee system is provided to the decision element which outputs the equalized symbol sequences.
Inventors
- 👤 Ramin Nobakht
- 👤 Jeyhan Karaoguz
Bibliographic Details
Application Number
—
Jurisdiction
US
Data Source
google_patents
Last Synchronized
2026-11-07 20:22
CPC Classifications
H; H04; H04L; H04L1/00; H04L1/004; H04L1/0045; H04L1/0054; H04L25/00; H04L25/02; H04L25/03; H04L25/03006; H04L25/03012; H04L25/03019; H04L25/03057; H04L25/0307; H04L25/03178; H04L25/03248; H04L25/03254; H04L25/03267
Claims Analysis
Total Claims: 19
Claim 1
Independent Claim
384 words
An equalization apparatus for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising: a first feed forward filter with a received symbol sequence as input, the first feed forward filter having a series of delay means for delaying said received symbol sequence to provide one or more delayed symbol sequences, a means for multiplying the received symbol sequence and each of the delayed symbol sequences by an associated one of a first plurality of adjustable coefficients, a summation means for adding the multiplied symbol sequences to obtain signal samples; a first decision means for assigning a decided symbol to each signal sample from the first feed forward filter using a first decision process; a second feed forward filter with the received symbol sequence as input, the second feed forward filter having a series of delay means for delaying the received symbol sequence to provide one or more delayed symbol sequences, a means for multiplying the received symbol sequence and each of the delayed symbol sequences by an associated one of a second plurality of adjustable coefficients; a feedback filter with decided symbols from the first decision means as input, the feedback filter having a series of delay means for delaying the decided symbols to provide one or more delayed symbol sequences, a means for multiplying each of the delayed symbol sequences by an associated one of a third plurality of adjustable coefficients; a combiner for combining the multiplied symbol sequences from the second feed forward filter with the multiplied symbol sequences of the feedback filter to provide combined signal samples; a second decision means having the combined signal samples as input, the second decision means for assigning a decided symbol to each input signal sample using a second decision process, providing the decided symbol as the output of the equalizer apparatus; a first coefficient adjustment means for adjusting the coefficients of the first feed forward filter using a first coefficient adaptation process and a first objective function; a second coefficient adjustment means for adjusting the coefficients of the second feed forward filter using a second coefficient adaptation process and a second objective function; and a third coefficient adjustment means for adjusting the coefficients of the feedback filter using a third coefficient adaptation process and a third objective function.
Claim 2
Dependent Claim
384 words
An equalization apparatus for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising: a first feed forward filter with a received symbol sequence as input, the first feed forward filter having a series of delay means for delaying said received symbol sequence to provide one or more delayed symbol sequences, a means for multiplying the received symbol sequence and each of the delayed symbol sequences by an associated one of a first plurality of adjustable coefficients, a summation means for adding the multiplied symbol sequences to obtain signal samples; a first decision means for assigning a decided symbol to each signal sample from the first feed forward filter using a first decision process; a second feed forward filter with the received symbol sequence as input, the second feed forward filter having a series of delay means for delaying the received symbol sequence to provide one or more delayed symbol sequences, a means for multiplying the received symbol sequence and each of the delayed symbol sequences by an associated one of a second plurality of adjustable coefficients; a feedback filter with decided symbols from the first decision means as input, the feedback filter having a series of delay means for delaying the decided symbols to provide one or more delayed symbol sequences, a means for multiplying each of the delayed symbol sequences by an associated one of a third plurality of adjustable coefficients; a combiner for combining the multiplied symbol sequences from the second feed forward filter with the multiplied symbol sequences of the feedback filter to provide combined signal samples; a second decision means having the combined signal samples as input, the second decision means for assigning a decided symbol to each input signal sample using a second decision process, providing the decided symbol as the output of the equalizer apparatus; a first coefficient adjustment means for adjusting the coefficients of the first feed forward filter using a first coefficient adaptation process and a first objective function; a second coefficient adjustment means for adjusting the coefficients of the second feed forward filter using a second coefficient adaptation process and a second objective function; and a third coefficient adjustment means for adjusting the coefficients of the feedback filter using a third coefficient adaptation process and a third objective function.
Claim 3
Dependent Claim
34 words
The equalization apparatus of claim 1 wherein the first objective function uses an error signal determined from the output of the first feed forward filter and the assigned symbols from the first decision means.
Claim 4
Dependent Claim
30 words
The equalization apparatus of claim 2 wherein the second objective function uses an error signal determined from the assigned symbols from the second decision means and the combined signal samples.
Claim 5
Dependent Claim
27 words
The equalization apparatus of claim 1 wherein the coefficient adaptation processes used by the second coefficient adjustment means and the third coefficient adjustment means are the same.
Claim 6
Dependent Claim
35 words
The equalization apparatus of claim 1 wherein the second objective function and the third objective function use an error signal determined from the assigned symbols from the second decision means and the combined signal samples.
Claim 7
Dependent Claim
32 words
The equalization apparatus of claim 1 wherein the coefficient adaptation processes used by the first coefficient adjustment means, the second coefficient adjustment means, and the third coefficient adjustment means are the same.
Claim 8
Dependent Claim
30 words
The equalization apparatus of claim 3 wherein the first coefficient adjustment means, the second coefficient adjustment means, and the third coefficient adjustment means each use the same coefficient adaptation process.
Claim 9
Dependent Claim
32 words
The equalization apparatus of claim 1 wherein the first coefficient adjustment means, the second coefficient adjustment means, and the third coefficient adjustment means each use a least mean square coefficient adaptation process.
Claim 10
Dependent Claim
31 words
The equalization apparatus of claim 1 wherein the first coefficient adjustment means, the second coefficient adjustment means, and the third coefficient adjustment means each use a means square error objective function.
Claim 11
Dependent Claim
33 words
The equalization apparatus of claim 1 wherein the first coefficient adjustment means, the second coefficient adjustment means, and the third coefficient adjustment means each use a recursive least square error coefficient adaptation process.
Claim 12
Dependent Claim
21 words
The equalization apparatus of claim 1 wherein the first decision means and the second decision means use the same decision process.
Claim 13
Dependent Claim
18 words
The equalization apparatus of claim 11 wherein the first decision means and the second decision means are slicers.
Claim 14
Dependent Claim
276 words
An equalization apparatus for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising: a first feed forward filter with a received symbol sequence as input, having a first plurality of adjustable coefficients, the first feed forward filter for filtering the received symbol sequence; a first decision means for assigning one or more decided symbols to the filtered symbol sequence from the first feed forward filter using a first decision process; a second feed forward filter with the received symbol sequence as input, having a second plurality of adjustable coefficients, the second feed forward filter for filtering the received symbol sequence; a feedback filter with decided symbols from the first decision means as input, having a third plurality of adjustable coefficients, the feedback filter for filtering the decided symbols; a combiner for combining the filtered received symbols from the second feed forward filter with the filtered decided symbols from the feedback filter; a second decision means having the combined symbols as input, the second decision means for assigning one or more decided symbols to the combined symbols using a second decision process, and providing the decided symbols as the output of the equalizer apparatus; a first coefficient adjustment means for adjusting the coefficients of the first feed forward filter using a first coefficient adaptation process and a first objective function; a second coefficient adjustment means for adjusting the coefficients of the second feed forward filter using a second coefficient adaptation process and a second objective function; and a third coefficient adjustment means for adjusting the coefficients of the feedback filter using a third coefficient adaptation process and a third objective function.
Claim 15
Dependent Claim
276 words
An equalization apparatus for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising: a first feed forward filter with a received symbol sequence as input, having a first plurality of adjustable coefficients, the first feed forward filter for filtering the received symbol sequence; a first decision means for assigning one or more decided symbols to the filtered symbol sequence from the first feed forward filter using a first decision process; a second feed forward filter with the received symbol sequence as input, having a second plurality of adjustable coefficients, the second feed forward filter for filtering the received symbol sequence; a feedback filter with decided symbols from the first decision means as input, having a third plurality of adjustable coefficients, the feedback filter for filtering the decided symbols; a combiner for combining the filtered received symbols from the second feed forward filter with the filtered decided symbols from the feedback filter; a second decision means having the combined symbols as input, the second decision means for assigning one or more decided symbols to the combined symbols using a second decision process, and providing the decided symbols as the output of the equalizer apparatus; a first coefficient adjustment means for adjusting the coefficients of the first feed forward filter using a first coefficient adaptation process and a first objective function; a second coefficient adjustment means for adjusting the coefficients of the second feed forward filter using a second coefficient adaptation process and a second objective function; and a third coefficient adjustment means for adjusting the coefficients of the feedback filter using a third coefficient adaptation process and a third objective function.
Claim 16
Dependent Claim
202 words
An equalization method for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising the steps: delaying a received symbol sequence with a first series of delay elements; multiplying the received symbol sequence and the delayed symbol sequences from the first series of delay elements with a first plurality of adaptable coefficients; adding the multiplied symbols to obtain signal samples; assigning a decided symbol to each signal sample using a first decision element; delaying the received symbol sequence with a second series of delay elements; multiplying the received symbol sequence and the delayed symbol sequences from the second series of delay elements with a second plurality of adaptable coefficients; delaying the decided symbol sequence from the first decision element with a third series of delay elements; multiplying the delayed symbol sequence from the third series of delay elements with a third plurality of adaptable coefficients; combining the symbol sequences multiplied with the third plurality of coefficients with the sequences multiplied by the second plurality of coefficients to obtain a combined signal sample; assigning one or more decided symbols to each combined signal sample using a second decision element, and updating each of the plurality of adjustable coefficients.
Claim 17
Dependent Claim
202 words
An equalization method for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising the steps: delaying a received symbol sequence with a first series of delay elements; multiplying the received symbol sequence and the delayed symbol sequences from the first series of delay elements with a first plurality of adaptable coefficients; adding the multiplied symbols to obtain signal samples; assigning a decided symbol to each signal sample using a first decision element; delaying the received symbol sequence with a second series of delay elements; multiplying the received symbol sequence and the delayed symbol sequences from the second series of delay elements with a second plurality of adaptable coefficients; delaying the decided symbol sequence from the first decision element with a third series of delay elements; multiplying the delayed symbol sequence from the third series of delay elements with a third plurality of adaptable coefficients; combining the symbol sequences multiplied with the third plurality of coefficients with the sequences multiplied by the second plurality of coefficients to obtain a combined signal sample; assigning one or more decided symbols to each combined signal sample using a second decision element, and updating each of the plurality of adjustable coefficients.
Claim 18
Dependent Claim
162 words
An equalization method for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising the steps: filtering a received symbol sequence with a first feed forward filter having a first plurality of adjustable coefficients; assigning one or more symbols to the filtered symbol sequence by a first decision element; filtering the received symbol sequence with a second feed forward filter having a second plurality of adjustable coefficients; filtering the assigned symbols from the first decision element by a feedback filter having a third plurality adjustable coefficients; combining the filtered symbol sequence from the second feed forward filter with the filtered symbol sequence from the feedback filter; assigning one or more symbols to the combined symbol sequence by a second decision element and outputting the assigned symbols from the second decision element as an equalized symbol sequence; and updating the adjustable coefficients associated with the first feed forward filter, the second feed forward filter and the feedback filter.
Claim 19
Dependent Claim
162 words
An equalization method for the equalization of electrical signals codified into symbols and transmitted on a transmission channel comprising the steps: filtering a received symbol sequence with a first feed forward filter having a first plurality of adjustable coefficients; assigning one or more symbols to the filtered symbol sequence by a first decision element; filtering the received symbol sequence with a second feed forward filter having a second plurality of adjustable coefficients; filtering the assigned symbols from the first decision element by a feedback filter having a third plurality adjustable coefficients; combining the filtered symbol sequence from the second feed forward filter with the filtered symbol sequence from the feedback filter; assigning one or more symbols to the combined symbol sequence by a second decision element and outputting the assigned symbols from the second decision element as an equalized symbol sequence; and updating the adjustable coefficients associated with the first feed forward filter, the second feed forward filter and the feedback filter.
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USPTO Annuity & Maintenance Windows
| Annuity Stage | Window Opens | Payment Deadline | Surcharge Period Until | Estimated Fee | Status |
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| 3.5 Years (Year 4) | 1999-07-23 | 2000-01-22 | 2000-07-23 | $2000.00 | Window Closed / Lapsed |
| 7.5 Years (Year 8) | 2003-07-23 | 2004-01-22 | 2004-07-23 | $3760.00 | Window Closed / Lapsed |
| 11.5 Years (Year 12) | 2007-07-23 | 2008-01-22 | 2008-07-23 | $7700.00 | Window Closed / Lapsed |