TY - JOUR
T1 - Low-Density Parity-Check Coded Direct Sequence Spread Spectrum Receiver Based on Analog Probabilistic Processing
AU - Ding, Xuhui
AU - An, Jianping
AU - Zhao, Zhe
AU - Bu, Xiangyuan
AU - Yang, Kai
N1 - Publisher Copyright:
© 1967-2012 IEEE.
PY - 2021/7
Y1 - 2021/7
N2 - Forward error correction (FEC) coding is an indispensable technique in the direct sequence spread spectrum (DS-SS) systems for satellite communication applications. Both the FEC and DS-SS can be regarded as specific cases of probabilistic computing based on analog circuits, which is expected to be a promising solution for power-limited scenarios. The combination of FEC and DS-SS techniques can provide sufficient link margin and robustness for communication systems. In this paper, a probabilistic receiver chain for the Low-Density Parity-Check (LDPC) coded DS-SS system is proposed. Generically, an $m$-sequence can be regarded as a codeword of cyclic linear codes. Similar to the decoding procedure of LDPC codes, the joint detection and decoding process of $m$-sequences can be performed by factor graph-based iterative message-passing algorithms (iMPAs). In terms of the iterative signal processing, we first present an improved approach of iterative stopping criterion which can reduce the average number of iteration by 90% for the LDPC decoding approach. Furthermore, a joint detection and decoding method is developed to provide quick synchronization of the m-sequence. Meanwhile, stopping criterion-based iMPAs are especially suitable for analog implementation with low complexity. Finally, cascading to the analog LDPC decoder, the implementation of the m-sequence detector is designed. The prototyping chip is fully integrated into a 0.35-μ m CMOS technology, which can achieve higher throughput than 3 Gcps with a core chip area of 2.79 mm2 and power consumption of 6.99 mW for its core circuit. Experimental results demonstrate the effectiveness of our proposed receiver mechanism.
AB - Forward error correction (FEC) coding is an indispensable technique in the direct sequence spread spectrum (DS-SS) systems for satellite communication applications. Both the FEC and DS-SS can be regarded as specific cases of probabilistic computing based on analog circuits, which is expected to be a promising solution for power-limited scenarios. The combination of FEC and DS-SS techniques can provide sufficient link margin and robustness for communication systems. In this paper, a probabilistic receiver chain for the Low-Density Parity-Check (LDPC) coded DS-SS system is proposed. Generically, an $m$-sequence can be regarded as a codeword of cyclic linear codes. Similar to the decoding procedure of LDPC codes, the joint detection and decoding process of $m$-sequences can be performed by factor graph-based iterative message-passing algorithms (iMPAs). In terms of the iterative signal processing, we first present an improved approach of iterative stopping criterion which can reduce the average number of iteration by 90% for the LDPC decoding approach. Furthermore, a joint detection and decoding method is developed to provide quick synchronization of the m-sequence. Meanwhile, stopping criterion-based iMPAs are especially suitable for analog implementation with low complexity. Finally, cascading to the analog LDPC decoder, the implementation of the m-sequence detector is designed. The prototyping chip is fully integrated into a 0.35-μ m CMOS technology, which can achieve higher throughput than 3 Gcps with a core chip area of 2.79 mm2 and power consumption of 6.99 mW for its core circuit. Experimental results demonstrate the effectiveness of our proposed receiver mechanism.
KW - LDPC codes
KW - Spread-spectrum communication
KW - analog probabilistic computing
KW - factor graphs (FGs)
KW - joint detection/decoding
KW - stopping criterion
UR - http://www.scopus.com/inward/record.url?scp=85107325398&partnerID=8YFLogxK
U2 - 10.1109/TVT.2021.3084939
DO - 10.1109/TVT.2021.3084939
M3 - Article
AN - SCOPUS:85107325398
SN - 0018-9545
VL - 70
SP - 6355
EP - 6370
JO - IEEE Transactions on Vehicular Technology
JF - IEEE Transactions on Vehicular Technology
IS - 7
M1 - 9444629
ER -