On Quantum-Enhanced LDPC Decoding for Rayleigh Fading Channels

被引:0
|
作者
Majumder, Utso [1 ]
Das Sarma, Aditya [1 ]
Vaidya, Vishnu [2 ,4 ]
Chandra, M. Girish [3 ]
机构
[1] Jadavpur Univ, Kolkata, India
[2] Univ Calif San Diego, San Diego, CA 92103 USA
[3] TCS Res, Bangalore, Karnataka, India
[4] TCS Res & Innovat, Bangalore, Karnataka, India
来源
2022 IEEE/ACM 7TH SYMPOSIUM ON EDGE COMPUTING (SEC 2022) | 2022年
关键词
LDPC code; Rayleigh Fading Channels; QUBO; Quantum annealing; Simulated annealing; Minimum distance; decoding;
D O I
10.1109/SEC54971.2022.00070
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Quantum and Classical computers continue to work together in tight cooperation to solve difficult problems. The combination is thus suggested in recent times for decoding the Low Density Parity Check (LDPC) codes, for the next generation Wireless Communication systems. In this paper we have worked out the Quadratic Unconstrained Binary Optimization (QUBO) formulation for Rayleigh Fading channels for two different scenarios- channel state fully known and not known. The resultant QUBO are solved using D-Wave 2000Q Quantum Annealer and the outputs from the Annealer are classically postprocessed, invoking the notion of diversity. Simple minimum distance decoding of the available copies of the outputs led to improved performance, compared to picking the minimumenergy solution in terms of Bit Error Rate (BER). Apart from providing these results and the comparisons to fully classical Simulated Annealing (SA) and the traditional Belief Propagation (BP) based strategies, some remarks about diversity due to quantum processing are also spelt out.
引用
收藏
页码:462 / 467
页数:6
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