Method, apparatus and computer program product providing soft iterative recursive least squares (RLS) channel estimator
View Patent ↗Disclosed is an apparatus having a detector for an iterative LDPC-coded MIMO-OFDM system, where the detector is configured to use a structured irregular LDPC code in conjunction with a belief propagation algorithm. Also disclosed is an apparatus having a detector for a structured irregular LDPC-coded MIMO-OFDM system, where the detector is configured to use an iterative Recursive Least Squares-based data detection and channel estimation technique. Corresponding methods and computer program products are also disclosed.
1. A method, comprising:
generating, at a detector, a current APP (a posteriori probability) for a received signal based at least in part on a prior APP and a soft channel estimate, the soft channel estimate calculated based on an iterative RLS (recursive least squares) algorithm that approximates an unknown covariance by incorporating a previous channel estimate and the prior APP; and
determining an extrinsic output for the received signal at a channel decoder based on the current APP to generate soft bit information.
2. The method of claim 1 , wherein determining the extrinsic output comprises:
decoding the current APP using a belief propagation algorithm.
3. The method of claim 2 , wherein the belief propagation system is a layered belief propagation system.
4. The method of claim 1 , wherein the iterative RLS algorithm is suitable for use over a quasi-static channel.
5. The method of claim 1 , further comprising detecting the received signal for one of a structured irregular low-density parity-check (LDPC) code multiple-input-multiple-output (MIMO) orthogonal frequency division multiplex (OFDM) system and an iterative LDPC-coded MIMO-OFDM system.
6. An apparatus, comprising:
a detector configured to generate a current APP (a posteriori probability) for a received signal based at least in part on a prior APP and a soft channel estimate;
a channel estimator configured to calculate the soft channel estimate based on an iterative RLS (recursive least squares) algorithm that approximates an unknown covariance by incorporating a previous channel estimate and the prior APP; and
a channel decoder configured to determine an extrinsic output for the received signal based on the current APP to generate soft bit information.
7. The apparatus of claim 6 , wherein the channel decoder is further configured to decode the current APP using a belief propagation algorithm.
8. The apparatus of claim 7 , wherein the belief propagation system is a layered belief propagation system.
9. The apparatus of claim 6 , wherein the iterative RLS algorithm is suitable for use over a quasi-static channel.
10. The apparatus of claim 6 , wherein the soft data detector is further configured to detect the received signal for one of a structured irregular low-density parity-check (LDPC) code multiple-input-multiple-output (MIMO) orthogonal frequency division multiplex (OFDM) system and an iterative LDPC-coded MIMO-OFDM system.
11. A computer program product comprising instructions embodied in a non-transitory computer readable medium, the instructions, when executed by one or more processors, causing a receiver to:
generate a current APP (a posteriori probability) for a received signal based at least in part on a prior APP and a soft channel estimate, the soft channel estimate calculated based on an iterative RLS (recursive least squares) algorithm that approximates an unknown covariance by incorporating a previous channel estimate and the prior APP; and
determine an extrinsic output for the received signal based on the current APP to generate soft bit information.
12. The computer program product of claim 11 , further comprising instructions, when executed by the one or more processors, causing the receiver to decode the current APP using a belief propagation algorithm.
13. The computer program product of claim 12 , wherein the belief propagation system is a layered belief propagation system.
14. The computer program product of claim 11 , wherein the iterative RLS algorithm is suitable for use over a quasi-static channel.
15. The computer program product of claim 11 , further comprising instructions, when executed by the one or more processors, causing the receiver to detect the received signal for one of a structured irregular low-density parity-check (LDPC) code multiple-input-multiple-output (MIMO) orthogonal frequency division multiplex (OFDM) system and an iterative LDPC-coded MIMO-OFDM system.