压缩感知加密模式及其安全性

Robin M. Fay, C. Ruland
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引用次数: 26

摘要

压缩感知可以在有限的额外成本下提供具有良好安全性的机密性。通过这种方法,加密可以直接添加到采样过程中。以往的压缩感知加密方案都是基于感知矩阵引入的随机性。一旦矩阵固定,加密就变得确定性,因此当加密多个信号时,它很难是安全的。本文的工作是建立在一次性压缩感知加密保密性的理论基础上,并提出了实际实现,扩展了这种加密,使多个信号可以在一个密钥下加密。因此,信号的保密性完全由压缩测量的固有保密性给出。与最近的建议相反,本文定义的操作模式能够加密不同能量的信号,而不会将信号能量暴露给窃听者。提出了压缩感知加密模式的一般设计以及两种实现:一种设计用于并行处理,另一种设计用于自同步。所提出的模式的保密性被简化为已知和可信的密码原语的保密性。压缩感知加密模式通过提供从传感器级别开始的联合端到端加密和压缩,在广泛的实际应用中非常有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Compressive Sensing encryption modes and their security
Compressed Sensing may offer confidentiality with a good level of security that comes at limited extra costs. By this means, encryption can be added right into the sampling process. Previous proposals of Compressive Sensing encryption schemes are based on the randomness introduced by the sensing matrix. Once the matrix is fixed, the encryption becomes deterministic and therefore it can hardly be secure when encrypting more than a single signal. The work presented in this paper is built on the theoretical results on the secrecy of one-time Compressive Sensing encryption, and it proposes practical realizations, which extend this kind of encryption so that multiple signals may be encrypted under a single key. The confidentiality of the signal is thereby solely given by the inherent secrecy of the compressed measurements. In contrast to recent suggestions, the modes of operation defined in this paper are able to encrypt signals with different energy without exposing the signals energy to an eavesdropper. A general design for Compressive Sensing encryption modes is presented along with two realizations: one designed for parallel processing and another one that is self-synchronizing. The secrecy of the proposed modes is reduced to the secrecy of known and trusted cryptographic primitives. Compressive Sensing encryption modes are useful in a wide range of practical applications by providing a joint end-to-end encryption and compression that starts at the sensor level.
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