用离散小波变换研究FeRAM侧通道泄漏

Abyad Enan, M. Bhuiyan
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摘要

铁电RAM (FeRAM)是一种非易失性存储器(NVM),具有高耐用性、高速度、低功耗和高密度的特点。因此,它们适合取代动态RAM (DRAM)等传统存储器。然而,FeRAM容易受到侧信道攻击。攻击者可以在读写操作期间测量存储器所产生的电流,并找到正在向存储器写入或从存储器读取的相应数据。这是FeRAM的一个主要问题,因为它会危及通过通信网络传输的数据的安全性。本研究首次研究了带噪声的feram的脆弱性。我们使用离散小波变换(DWT)来降低测量噪声,因为它广泛用于降低来自不同类型信号的噪声。通过SureShrink操作降低读写电流的噪声。对噪声滤波写入和读取电流的分析表明,FeRAM写入操作容易受到侧信道攻击,而其读取操作对此类攻击具有弹性,因为读取电流中的数据签名是最小的,并且由于测量/环境噪声而消失。
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Investigation of Side Channel Leakage of FeRAM Using Discrete Wavelet Transform
Ferroelectric RAM (FeRAM) is a Non-Volatile Memory (NVM) which offers high endurance, fast speed, low power and high density. Thus, they are suitable to replace conventional memories such as Dynamic RAM (DRAM). However, FeRAM are vulnerable to side channel attack. An adversary can measure the current drawn by the memory during read and write operation and find corresponding data being written to it or being read from the memory. This is a major problem for FeRAM as it would compromise the security of data being transmitted over communication networks. This work, for the first time, investigates the vulnerability of FeRAMs with noise. We have used Discrete Wavelet Transform (DWT) to reduce measurement noise since it is widely used for reducing noise from different type of signals. SureShrink operation is performed for noise reduction of write and read current. The analysis of noise filtered write and read current reveals that, FeRAM write operation is vulnerable to side channel attack whereas its read operation is resilient to such attacks since the data signature in the read current is minimal and vanishes due to measurement/environment noise.
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