Performance Limit and Coding Schemes for Resistive Random-Access Memory Channels
Performance Limit and Coding Schemes for Resistive Random-Access Memory Channels
复制标题
电阻随机存取存储器通道的性能限制和编码方案
DOI:
10.1109/tcomm.2021.3051413
复制
发表时间:
2021
影响因子:
8.3
通讯作者:
Cheng Jun
中科院分区:
文献类型:
--
作者:
Song Guanghui;Cai Kui;Zhong Xingwei;Jiang Yu;Cheng Jun
Resistive random-access memory (ReRAM) is a promising candidate for the next generation non-volatile memory technology due to its simple read/write operations and high storage density. However, its crossbar array structure causes a severe interference effect known as the “sneak path.” In this paper, we propose channel coding techniques that can mitigate both the sneak-path interference and the channel noise. The main challenge is that the sneak-path interference is data-dependent, and also correlated within a memory array, and hence the conventional error correction coding scheme will be inadequate. In this work, we propose an across-array coding strategy that assigns a codeword to multiple independent memory arrays, and exploit a real-time channel estimation scheme to estimate the instantaneous status of the ReRAM channel. Since the coded bits from different arrays experience independent channels, a “diversity” gain can be obtained during decoding, and when the codeword is adequately distributed over different memory arrays, the code actually performs as that over an uncorrelated channel. By performing decoding based on the scheme of treating-interference-as-noise (TIN), the ReRAM channel over different memory arrays is equivalent to a block varying channel we defined, for which we propose both the capacity bounds and a coding scheme. The proposed coding scheme consists of a serial concatenation of an optimized error correction code with a data shaper, which enables the ReRAM system to achieve a near capacity limit storage efficiency.
影响因子:
2.5
作者:
Yuval Cassuto;Shahar Kvatinsky;Eitan Yaakobi
通讯作者:
Yuval Cassuto;Shahar Kvatinsky;Eitan Yaakobi
影响因子:
2.5
作者:
Richardson, TJ;Urbanke, RL
通讯作者:
Urbanke, RL
影响因子:
8.3
作者:
Chen, Zehui;Schoeny, Clayton;Dolecek, Lara
通讯作者:
Dolecek, Lara