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A Study on Iterative Decoding With LLR Modulator Using Neural Network in SMR System

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This paper focuses on the shingled magnetic recording (SMR) as the recording system for further high-density hard disk drives. Previously, we applied a log-likelihood ratio (LLR) modulator to the low-density… Click to show full abstract

This paper focuses on the shingled magnetic recording (SMR) as the recording system for further high-density hard disk drives. Previously, we applied a log-likelihood ratio (LLR) modulator to the low-density parity check coding and iterative decoding system in SMR to improve the decoding performance. In this paper, we propose a new LLR modulator using neural network. Furthermore, we clarify that the proposed LLR modulator using neural network realizes effective iterative decoding in a read/write channel with pattern-dependent medium noise.

Keywords: neural network; llr modulator; modulator; modulator using; iterative decoding; using neural

Journal Title: IEEE Transactions on Magnetics
Year Published: 2019

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