Across-Array LDPC Codes Design for Resistive Random-Access Memories

Resistive Random-Access Memory (ReRAM) has garnered significant attention due to its high storage density, rapid read/write speeds, and compatibility with CMOS devices. However, the simple crossbar structure of ReRAM introduces sneak path (SP) interference, which impairs the storage reliability of the ReRAM system. To address this, we propose a novel Zoned Namespace (ZNS)-based ReRAM storage scheme, which is well-suited for scenarios with hybrid storage protection of multi-type data and employs low-density parity-check (LDPC) codes to mitigate the impact of sneak paths. Furthermore, considering the asymmetric nature of the ReRAM channel, we first develop a computer-calculable Asymmetric Discrete Density Evolution method for the belief propagation decoding algorithm (ADDE-BP). Due to the across-array storage structure, sneak path interference and noise vary across sub-arrays, resulting in codewords experiencing a non-uniform “sum channel”. To address this, we further propose criteria based on ADDE-BP for non-uniform error correction, specifically for the design of low-density parity-check (LDPC) codewords. Simulation results show that the proposed codes achieve 1–2 orders of magnitude lower BER than IEEE standard codes and Mackay codes under most channel conditions, thus demonstrating that our proposed LDPC code design for across-array applications enhances data storage reliability compared to conventional methods. Most importantly, the maximum check node degree and node type of the designed code were reduced, thus greatly simplifying the hardware implementation. This work establishes a co-design framework for ReRAM that simultaneously improves the reliability and efficiency of storage systems.

Authors

Institutions

Publication Details

Journal
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Published
2025-08-12
DOI
https://doi.org/10.1109/tcad.2025.3597952
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Across-Array LDPC Codes Design for Resistive Random-Access Memories

Zheng Ma, Qike Pang
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Advanced Memory and Neural Computing
article

Across-Array LDPC Codes Design for Resistive Random-Access Memories

Zheng Ma, Qike Pang
article en

Abstract

Resistive Random-Access Memory (ReRAM) has garnered significant attention due to its high storage density, rapid read/write speeds, and compatibility with CMOS devices. However, the simple crossbar structure of ReRAM introduces sneak path (SP) interference, which impairs the storage reliability of the ReRAM system. To address this, we propose a novel Zoned Namespace (ZNS)-based ReRAM storage scheme, which is well-suited for scenarios with hybrid storage protection of multi-type data and employs low-density parity-check (LDPC) codes to mitigate the impact of sneak paths. Furthermore, considering the asymmetric nature of the ReRAM channel, we first develop a computer-calculable Asymmetric Discrete Density Evolution method for the belief propagation decoding algorithm (ADDE-BP). Due to the across-array storage structure, sneak path interference and noise vary across sub-arrays, resulting in codewords experiencing a non-uniform “sum channel”. To address this, we further propose criteria based on ADDE-BP for non-uniform error correction, specifically for the design of low-density parity-check (LDPC) codewords. Simulation results show that the proposed codes achieve 1–2 orders of magnitude lower BER than IEEE standard codes and Mackay codes under most channel conditions, thus demonstrating that our proposed LDPC code design for across-array applications enhances data storage reliability compared to conventional methods. Most importantly, the maximum check node degree and node type of the designed code were reduced, thus greatly simplifying the hardware implementation. This work establishes a co-design framework for ReRAM that simultaneously improves the reliability and efficiency of storage systems.

IEEE Transactions on Computer-Aided Design of Integrated Circuits and SystemsVol. 45(3)
Southwest Jiaotong University (CN)
Climate action
Openalex Percentile: Top 81%
Advanced Memory and Neural Computing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Across-Array LDPC Codes Design for Resistive Random-Access Memories — Zheng Ma, Qike Pang · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2025) | TGRS Research Map | TGRS