Systems and methods for adaptively decoding transmitted frames
View Patent ↗The present invention provides systems and methods for adaptively decoding transmitted frames efficiently in non-Gaussian, non-stationary environments. One such system comprises a decoder adapted to decode a received transmission frame using a decoding scheme, a channel assessment unit for sensing channel characteristics, and a tuning unit for adjusting the decoding scheme based, at least in part, on channel characteristics sensed by the channel assessment unit.
1. An adaptive decoding system comprising:
a decoder adapted to decode a received transmission sequence using a decoding scheme;
a channel assessment unit for sensing channel characteristics, and estimating a value for an indicator of the impulsiveness of the channel; and
a tuning unit for adjusting the decoding scheme of the decoder based at least in part on the channel characteristics and estimated value.
2. The system of claim 1 , wherein the channel assessment unit is further adapted to estimate α, an indicator of the impulsiveness of the channel.
3. The system of claim 1 , wherein the tuning unit is further adapted to adjust the decoding scheme of the decoder based at least in part on a value k that is calculated from the estimated value of the indicator of the impulsiveness of the channel.
4. The system of claim 3 , wherein the tuning unit is adapted to adjust the decoding scheme using k, calculated from an α-k plot, wherein α is an indicator of the impulsiveness of the transmission channel.
5. The system of claim 3 , wherein the tuning unit is adapted to adjust the decoding scheme using k, calculated in accordance with the following equation:
k
(
α
)
=
α
2
-
α
,
where α is an indicator of the impulsiveness of the channel estimated using an estimator of the characteristic exponent of an alpha-stable distribution.
6. The system of claim 1 , wherein the decoding scheme comprises a decoding metric calculated in accordance with the following equation:
ρ k ( x )=log ( k 2 +x 2 ),
where k is calculated from α, an indicator of the impulsiveness of the channel.
7. The system of claim 1 , wherein the decoding scheme uses a first metric, the system further comprising:
a metric generator adapted to calculate a second metric for use with the decoding scheme, the second metric being selected based on the sensed channel characteristics of the predetermined transmission channel, the metric generator being further adapted to scale the second metric to increase compatibility between the first metric and the second metric, and the metric generator being further adapted to apply the scaled second metric to the decoding scheme.
8. The system of claim 7 , wherein the metric generator is further adapted to use a transition constant to scale the second metric.
9. The system of claim 7 , wherein the metric generator and the tuning unit are a single unit.
10. A method for adapting a decoding scheme of a decoding system, the method comprising:
sensing the channel characteristics of a predetermined transmission channel;
estimating a value for an indicator of the impulsiveness of the channel; and
shaping the decoding scheme based at least in part on the channel characteristics and estimated value.
11. The method of claim 10 , further comprising the step of computing a value k based on the estimated value of the impulsiveness of the predetermined transmission channel.
12. The method of claim 11 , wherein the step of computing the value k comprises selecting the value from an α-k plot.
13. The method of claim 11 , wherein the step of computing the value k is performed in accordance with the following equation:
k
(
α
)
=
α
2
-
α
,
where α is an indicator of the impulsiveness of the channel estimated using an estimator of the characteristic exponent of an alpha-stable distribution.
14. The method of claim 11 , wherein the step of shaping the decoding scheme is performed using a cost function calculated in accordance with the following equation:
ρ k ( x )=log ( k 2 +x 2 ),
where k is calculated from α, an indicator of the impulsiveness of the channel.
15. The method of claim 11 , wherein the step of computing the value k is performed in accordance with the following equation:
k
(
α
)
=
tan
(
π
α
4
)
.
16. The method of claim 11 , wherein the step of computing the value k is performed in accordance with the following equation:
k (α)=(α/α−2) P , where P is a positive constant.
17. The method of claim 10 , wherein the steps are performed repeatedly throughout the reception of a transmitted sequence.
18. The method of claim 10 , wherein the decoding scheme has a first metric, and wherein the step of shaping the decoding scheme comprises:
calculating a second metric for use with the decoding scheme, the second metric being selected based on the sensed channel characteristics of the predetermined transmission channel;
scaling the second metric to increase compatibility between the first metric and the second metric; and
applying the scaled second metric to the decoding scheme.
19. The method of claim 18 , wherein the step of scaling the second metric comprises using a transition constant to scale the second metric.
20. A method for adapting a decoding scheme of a decoding system, the method comprising:
sensing the channel characteristics of a predetermined transmission channel;
determining a transmission channel statistic representative of the statistical properties of the transmission channel; and
selecting a cost function for a decoding scheme based, at least in part, on the transmission channel statistic.
21. The method of claim 20 , wherein the steps of the method are performed repeatedly throughout the reception of a transmitted sequence.
22. The method of claim 20 , wherein the step of sensing the transmission channel characteristics comprises sensing the impulsiveness of the transmission channel.
23. The method of claim 22 , wherein the step of determining a transmission channel statistic representative of the statistical properties of the transmission channel comprises estimating α value a representative of the impulsiveness of the transmission channel.
24. The method of claim 23 , wherein the step of selecting a cost function comprises calculating a cost function from the estimated value α.
25. The method of claim 24 , wherein the cost function is calculated in accordance with the following equation:
ρ k ( x )=log ( k 2 +x 2 ), where k is calculated from the value of α.
26. An adaptive decoding system comprising:
a decoder adapted to decode a received transmission sequence using a first decoding scheme;
a channel assessment unit for sensing channel characteristics; and
a metric generator for selecting a cost function for a second decoding scheme based on the sensed channel characteristics.
27. The system of claim 26 , wherein the channel assessment unit and the metric generator are adapted to repeatedly sense channel characteristics and calculate cost functions.
28. The system of claim 26 , wherein the channel assessment unit is adapted to sense the impulsiveness of a transmission channel.
29. The system of claim 28 , wherein the channel assessment unit is further adapted to estimate α, a value representative of the impulsiveness of the transmission channel.
30. The system of claim 29 , wherein the metric generator is adapted to calculate a cost function from the estimated value α.
31. The system of claim 30 , wherein the metric generator is further adapted to calculate a cost function in accordance with the following equation:
ρ k ( x )=log ( k 2 +x 2 ),
where k is calculated from α.