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• W3208226999 abstract "This paper presents an enhanced belief propagation (BP) decoding algorithm and a reinforcement learning-based BP decoding algorithm for polar codes. The enhanced BP algorithm weighs each Processing Element (PE) input based on their signals and Euclidean distances using a heuristic metric. The proposed reinforcement learning-based BP decoding strategy relies on reweighting the messages and consists of two steps: we first weight each PE input based on their signals and Euclidean distances using a heuristic metric, then a Q-learning algorithm (QLBP) is employed to figure out the best correction factor for successful decoding. Simulations show that the proposed enhanced BP and QLBP decoders outperform the successive cancellation (SC) and belief propagation (BP) decoders, and approach the SCL decoders." @default.
• W3208226999 created "2021-11-08" @default.
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• W3208226999 date "2021-10-31" @default.
• W3208226999 modified "2023-09-23" @default.
• W3208226999 title "Decoding of Polar Codes Based on Q-Learning-Driven Belief Propagation" @default.
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• W3208226999 doi "https://doi.org/10.48550/arxiv.2111.00673" @default.
• W3208226999 hasPublicationYear "2021" @default.
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