Exploiting source redundancy to improve the rate of polar codes

Y Wang, KR Narayanan… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
We consider a joint source-channel decoding (JSCD) problem where the source encoder
leaves residual redundancy in the source. We first model the redundancy in the source …

Deep learning based symbol detection with natural redundancy for non-uniform memoryless sources

ZY Wang, HY Yu, ZX Shen, ZR Zhu… - IEEE …, 2022 - ieeexplore.ieee.org
In this letter, we consider improving the performance of symbol detection by utilizing the
natural redundancy (NR) that widely exists in the transmission sources. As an initial study …

Context-aware resiliency: Unequal message protection for random-access memories

C Schoeny, F Sala, M Gottscho, I Alam… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
A common way to protect data stored in DRAM and related memory systems is through the
use of an error-correcting code such as the extended Hamming code. Traditionally, these …

Representation-oblivious error correction by natural redundancy

P Upadhyaya, AA Jiang - ICC 2019-2019 IEEE International …, 2019 - ieeexplore.ieee.org
Storage systems have a strong need for substantially improving their error correction
capabilities, especially for long-term storage where the accumulating errors can exceed the …

Generalized Channel Coding and Decoding with Natural Redundancy in Protocols

Y Li, H Yu, X Zhang, Z Shen, J Du… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Mainstream wireless communication networks mostly adopt the layered protocol
encapsulation mechanism, which inevitably introduces natural redundancy into protocols …

Enhanced Error Correction Employing Natural Redundancy of Sensor Data

Y Mazal, H Guterman - IEEE Transactions on Communications, 2023 - ieeexplore.ieee.org
Standard error correction codes (ECC) assume good data compression, thus expecting
uniform apriori distribution of data. This assumption does not allow the exploitation of actual …

Machine learning for error correction with natural redundancy

P Upadhyaya, A Jiang - arXiv preprint arXiv:1910.07420, 2019 - arxiv.org
The persistent storage of big data requires advanced error correction schemes. The
classical approach is to use error correcting codes (ECCs). This work studies an alternative …

BERT Aided Error Correction with Natural Redundancy for Signal Detection

ZY Wang, HY Yu, ZR Zhu… - 2023 IEEE 23rd …, 2023 - ieeexplore.ieee.org
This paper considers utilizing the widely existed natural redundancy (NR) for error correction
to improve the signal detection performance. To exploit the NR in the transmitted sources …

When Machine Learning Meets Information Theory: Some Practical Applications to Data Storage

P Upadhyaya - 2020 - search.proquest.com
Abstract Machine learning and information theory are closely inter-related areas. In this
dissertation, we explore topics in their intersection with some practical applications to data …

Decoding data using decoders and neural networks

M Qin - US Patent 10,804,938, 2020 - Google Patents
Abstract Systems and methods are disclosed for decoding data. A first block of data may be
obtained from a storage medium or received from a computing device. The first block of data …