Physical layer insecurity

Muriel M'edard, K. Duffy
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引用次数: 4

Abstract

In the classic wiretap model, Alice wishes to reliably communicate to Bob without being overheard by Eve who is eavesdropping over a degraded channel. Systems for achieving that physical layer security often rely on an error correction code whose rate is below the Shannon capacity of Alice and Bob's channel, so Bob can reliably decode, but above Alice and Eve's, so Eve cannot reliably decode. For the finite block length regime, several metrics have been proposed to characterise information leakage. Here we reassess a metric, the success exponent, and demonstrate it can be operationalized through the use of Guessing Random Additive Noise Decoding (GRAND) to compromise the physical-layer security of any moderate length code. Success exponents are the natural beyond-capacity analogue of error exponents that characterise the probability that a maximum likelihood decoding is correct when the code-rate is above Shannon capacity, which is exponentially decaying in the code-length. In the finite blocklength regime, success exponents can be used to approximately evaluate the frequency with which Eve's decoding is correct in beyond-capacity channel conditions. Through the use of GRAND, we demonstrate that Eve can constrain her decoding procedure through a query-number threshold so that when she does identify a decoding, it is correct with high likelihood, significantly compromising Alice and Bob's communication by truthfully revealing a proportion of it. We provide general mathematical expressions for the determination of success exponents in channels that can have temporally correlated noise as well as for the evaluation of Eve's query number threshold, using the binary symmetric channel as a worked example. As GRAND algorithms are code-book agnostic and can decode any code structure, we provide empirical results for Random Linear Codes as exemplars. Simulation results mimic the mathematical predictions, demonstrating the practical possibility of compromising physical layer security.
物理层不安全
在经典的窃听模型中,Alice希望可靠地与Bob通信,而不被通过降级信道窃听的Eve听到。实现物理层安全的系统通常依赖于纠错码,其速率低于Alice和Bob信道的香农容量,因此Bob可以可靠地解码,但高于Alice和Eve的信道,因此Eve不能可靠地解码。对于有限块长度制度,已经提出了几个指标来表征信息泄漏。在这里,我们重新评估一个度量,即成功指数,并证明它可以通过使用猜测随机加性噪声解码(GRAND)来实现,从而损害任何中等长度代码的物理层安全性。成功指数是错误指数的自然超容量模拟,它表征了当码率高于香农容量时最大似然解码正确的概率,而香农容量在码长中呈指数衰减。在有限块长度的情况下,成功指数可以用来近似地评估Eve在超容量信道条件下解码正确的频率。通过使用GRAND,我们证明Eve可以通过查询数阈值约束她的解码过程,这样当她确定解码时,它很可能是正确的,通过真实地透露其中的一部分,显著地损害了Alice和Bob的通信。我们提供了一般的数学表达式,用于确定可能具有时间相关噪声的通道中的成功指数,以及用于评估Eve的查询数阈值,并使用二进制对称通道作为工作示例。由于GRAND算法与码本无关,可以解码任何代码结构,因此我们提供了随机线性码的经验结果作为示例。仿真结果模拟了数学预测,证明了破坏物理层安全性的实际可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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