Efficient partial response equalization
View Patent ↗A reduced state maximum likelihood sequence estimator allows the use of improved equalization techniques that provides greatly improved performance for channels with severe attenuation and spectral nulls. The reduced state maximum likelihood sequence estimator retains k n states of a total number of K states, k n <K, with each retained state having an associated state metric. (J)(k n ) new states are determined based on k n previous states and a most recently received sample, using J transitions, J being a less than L, where L is a size of a symbol alphabet. (J)(k n ) new state metrics are determined which are respectively associated with each new state. The new state metrics are compared to a threshold and those states whose metric does not exceed the threshold are retained. The reduced complexity of the MLSE allows for the use of partial response equalizers, e.g., a partial response class V (PRV) equalizer. The number of retained states k n varies according to an adaptive threshold which limits the number of retained states between a lower bound and an upper bound. The threshold may be determined according to the metric of the most likely state of the retained states and a selected one of a plurality of transition metrics associated with the most likely state metric.
1. A communications system, comprising:
a partial-response linear equalizer responsive to at least a first and a second difference of symbols, the partial-response linear equalizer being a class V partial-response linear equalizer coupled in a receive path of the communications system; and
a reduced state maximum likelihood sequence estimator (MLSE) coupled to the partial-response linear equalizer.
2. The communications system of claim 1 , wherein the partial-response equalizer has double nulls at half a symbol rate of the communications system.
3. The communications system of claim 1 , wherein the partial-response equalizer has double nulls at DC.
4. The communications system of claim 1 , wherein the partial-response equalizer has a transfer function
y n =x n −2 x n−2 +x n−4 ,
wherein x n , k n−2 and x n−4 are first, second and third symbols, respectively.
5. The communications system of claim 1 , wherein the MLSE further comprises:
a plurality k n of retained states, each of the retained states having an associated state metric, k n being less than a total number of possible states;
a set of (J)(k n ) new states, determined according to J transitions, J being less than a size of a symbol alphabet, and an associated set of new state metrics; and
a threshold for comparison to the new state metrics.
6. The communications system of claim 5 , wherein the threshold is adaptive.
7. The communications system of claim 5 , wherein k n is variable.
8. The communications system of claim 5 , wherein the MLSE, receiving an output, z n , of the partial-response linear equalizer, calculates a noisy estimate, X jn , of a sent symbol, for each of the retained states.
9. The communications system of claim 5 , wherein the noisy estimate x jn of the sent signal is determined according to:
x
jn
=
z
n
-
∑
i
=
1
M
-
1
x
n
-
i
h
i
wherein M−1 is the number of stored history terms; h=−2 for i=2; h=1 for i=4; z n is a received noisy signal; and x n−i is a symbol.
10. A method of operating a communications system, the method comprising generating, using an equalizer on a received signal, a class V partial response having at least double nulls approximately where a channel response has spectral nulls or severe attenuation.
11. The method, as recited in claim 10 , further comprising:
providing the output of the equalizer to a reduced state maximum likelihood sequence estimator.
12. The method, as recited in claim 11 , further comprising:
generating an estimate of the transmitted symbol using a variable number of reduced states and the received signal.
13. A communications system comprising:
a partial-response linear equalizer coupled in a receive path of the communications system, the partial-response linear equalizer having a transfer function including at least double nulls approximately where a channel response has spectral nulls or severe attenuation,
wherein the partial-response equalizer has a transfer function:
y n =x n −2 x n−2 +x n−4 ,
wherein x n , x n−2 and x n−4 are first, second and third symbols, respectively.
14. The communications system of claim 13 , wherein the partial-response equalizer has double nulls at half a symbol rate of the communications system.
15. The communications system of claim 13 , wherein the partial-response equalizer has double nulls at DC.
16. The communications system of claim 13 , wherein the partial-response linear equalizer is a class V equalizer.
17. The communications system of claim 13 , wherein the communications system further comprises a reduced state maximum likelihood sequence estimator (MLSE) coupled to the partial-response linear equalizer, the MLSE including:
a plurality k n of retained states, each of the retained states having an associated state metric, k n being less than a total number of possible states;
a set of (J)(k n ) new states, determined according to J transitions, J being less than a size of a symbol alphabet, and an associated set of new state metrics; and
a threshold for comparison to the new state metrics.
18. The communications system of claim 17 , wherein the threshold is adaptive.
19. The communications system of claim 17 , wherein k n is variable.
20. The communications system of claim 17 , wherein the MLSE, receiving the output z n , of the partial-response linear equalizer, calculates a noisy estimate, x jn , of a sent symbol, for each of the retained states.
21. The communications system of claim 20 , wherein the noisy estimate x jn of the sent signal is determined according to:
x
jn
=
z
n
-
∑
i
=
1
M
-
1
x
n
-
i
h
i
wherein M−1 is the number of stored history terms; h=−2 for i=2; h=1 for i=4; z n is a received noisy signal; and x n−i is a symbol.
22. An apparatus, comprising:
means for generating a class V partial response having at least double nulls approximately where a channel response has spectral nulls or severe attenuation; and
means for generating an estimate of a symbol transmitted over the channel using a variable number of reduced states and a received signal.
23. The apparatus, as recited in claim 22 wherein the channel response has nulls at DC and half a symbol rate of the apparatus.
24. A computer program executable encoded in one or more computer readable media selected from the set of disk, tape, or other magnetic, optical, or electronic storage medium, the computer program executable including instructions for generating a class V partial-response linear equalizer responsive to at least a first and a second difference of symbols and a reduced state maximum likelihood sequence estimator (MLSE), the MLSE receiving the output of the partial-response linear equalizer.