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A concatenated LDPC-marker code for channels with correlated insertion and deletion errors in bit-patterned media
1Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong.
Plos One
|July 8, 2022
Summary
This study introduces a new channel model for correlated insertion and deletion errors in bit-patterned media recording. The proposed LDPC-marker code significantly improves error correction performance and reduces decoding complexity for synchronization errors.
Area of Science:
- Data storage systems
- Information theory
- Error correction codes
Background:
- Existing error correction codes struggle with correlated synchronization errors common in advanced storage like bit-patterned media recording (BPMR).
- A need exists for models and codes that account for data-dependent errors in BPMR systems.
Purpose of the Study:
- To propose a probabilistic channel model for correlated insertion and deletion (CID) errors relevant to BPMR.
- To evaluate the performance and complexity of a concatenated LDPC-marker code over this CID channel.
- To adapt decoding algorithms for improved efficiency on the CID channel.
Main Methods:
- Development of a novel probabilistic channel model for correlated insertion and deletion (CID) errors.
- Investigation of a concatenated Low-Density Parity-Check (LDPC)-marker code for error correction.
- Modification of the forward-backward decoding algorithm using a two-dimensional state transition diagram for CID channels.
Main Results:
- The concatenated LDPC-marker code demonstrates superior error performance compared to conventional methods for random errors.
- Bit error rate (BER) performance is improved by over 50% on average.
- Decoding time is reduced by approximately 35% using the modified decoding algorithm.
Conclusions:
- The proposed CID channel model accurately captures synchronization error dependencies in BPMR.
- The concatenated LDPC-marker code offers a robust solution for error correction in BPMR systems.
- The adapted decoding algorithm enhances efficiency, making the system more practical.
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