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Multi-Split-Row Threshold Decoding Implementations for LDPC Codes

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Presentation on theme: "Multi-Split-Row Threshold Decoding Implementations for LDPC Codes"— Presentation transcript:

1 Multi-Split-Row Threshold Decoding Implementations for LDPC Codes
Tinoosh Mohsenin, Dean Truong and Bevan M. Baas VLSI Computation Lab, ECE Department University of California, Davis

2 Outline Introduction LDPC Decoding Goals and Key Features
Split-Row Threshold Decoding Method Multi-Split-Row Threshold Decoder Implementations and Results Conclusion

3 LDPC Decoding Message passing decoding LDPC decoding challenges
High interconnect complexity for large number of processing nodes Large delay, area, and power dissipation caused by long and global wire

4 Outline Introduction to LDPC Decoding Goals and Key Features Split-Row Threshold Decoding Method Multi-Split-Row Threshold Decoder Implementations and Results Conclusion

5 LDPC Decoder Design Goals and Features
Key goals Very high throughput and high energy efficiency Area efficient (small circuit area) Well suited for long-length and large row weight LDPC codes Easy implementation with automatic CAD tools Good error performance Split-Row decoding key features Reduced interconnect complexity Reduced processor complexity T. Mohsenin and B. Baas, “Split-row: A reduced complexity, high throughput LDPC decoder architecture,” in ICCD, 2006 T. Mohsenin and B. Baas, “High-throughput LDPC decoders using a multiple Split- Row method,” in ICASSP, 2007

6 Standard MinSum vs. Split-Row Decoding
Standard MinSum decoding Split-Row decoding = H split - sp 1 C V 3 5 8 10 reduction of check processor area reduction of input wires to check processor

7 Problem with Original Split-Row Algorithm
0.5 – 0.7 dB error performance loss from MinSum Normalized and SPA. In original MinSum Split-Row each partition has no information of the minimum value of the other partition.

8 Outline Introduction to LDPC Decoding Goals and Key Features Split-Row Threshold Decoding Method Multi-Split-Row Threshold Decoder Implementation and results Conclusion

9 MinSum Split-Row Threshold Algorithm
A signal (Threshold_en) is passed from each partition, which indicates whether a partition has a minimum less than a given threshold (T). Check nodes now take as their minimum of their own local Min or T. Optimum threshold value (T) is obtained by empirical simulations Threshold_en Sp1=1 Threshold_en Sp0=0 Mohsenin et al, "An Improved Split-Row Thresholding Decoding Algorithm for LDPC Codes," To appear to IEEE International Conference on Communications (ICC'09).

10 (2048,1723) (6,32) 10GBASE-T code Code length =2048
Information length=1723 Row size (No. of parity checks)=384 Row weight (Wr)=32 Column weight (Wc)=6 32/Spn variable nodes

11 Error Performance for (2048,1723) 10GBASE-T Code
MS Split-Row-16 Threshold is 0.22 dB away from MS and is 0.12 dB better than Split-Row-2 Original. Threshold (T)=0.2 In the Plot: BPSK modulation AWGN channel Maximum 15 iterations Based on 80 error blocks 0.22 dB 0.12 dB

12 Outline Introduction to LDPC Decoding Goals and Key Features Split-Row Threshold Decoding Method Multi-Split-Row Threshold Decoder Implementations and results Conclusion

13 Delay Analysis for Decoders
Path1: propagation of Threshold_en passing through Spn-2 partitions Path2: delay path through check and variable procs For small Spn the interconnect delay is dominant because of wire interconnect complexity As the number of partitioning increases Path 1 delay increases

14 Area Analysis for Decoders
In MinSum, the synthesis area deviates significantly from layout area due to low utilization. Area break down per sub-block for MinSum and Split-16 75% of MinSum decoder is empty space for wiring 10% 38% Check Proc 11% 75% 4% Var Proc 43% Clk tree+ Regs 2% Wire (empty space) 17% MinSum Split-16 Threshold

15 Comparison of Decoders
(6,32) (2048,1723) 10GBASE-T code with 15 decoding iterations. 10GBASE-T Code 65 nm, 7 M, 1.3 V MinSum standard Split-2 Threshold Split-4 Threshold Split-8 Threshold Split-16 Threshold Split-16 vs.MinSum Area Utilization 25% 40% 85% 95% 98% 3.9x Area (mm2) 18.2 8.9 5.0 4.5 3.8 4.8x Speed (MHz) 17 40 53 112 101 5.9x 15 iter (Gbps) 2.3 5.5 7.2 15.2 13.8 6x CAD Tool CPU Time (hour) >78 36 18 10 5 >15.6x

16 Conclusion Split-Row Threshold algorithm improves the error performance when compared with original Split-Row. Split-Row Threshold allows for high level of partitionings without losing significant error performance. Higher level of partitioning reduces the number of connections between check and variable processors. This results in a higher logic utilization and a smaller circuit. We can meet the demands of high speed applications while obtaining very low area when compared to standard decoding.

17 Support Special thanks Acknowledgements ST Microelectronics
NSF Grant and CAREER award Intel SRC GRC Grant 1598 and CSR Grant 1659 Intellasys UC Micro SEM Special thanks Professor Shu Lin


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