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Secret key generation over correlated wireless fading channels using vector quantization

机译:使用矢量量化在相关无线衰落信道上生成密钥

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摘要

Vector quantization schemes are proposed to extract secret keys from correlated wireless fading channels. By assuming that the channel between two terminals are reciprocal, its estimates can be used as the common randomness for generating secret keys at the two terminals. Most schemes in the literature assume that channels are independent over time and utilize scalar quantization on each element of the estimated channel vector to generate secret key bits. These schemes are simple to implement but yield high key disagreement probability (KDP) at low SNR and low key entropy when channels are highly correlated. In this work, two vector quantization schemes, namely, the minimum key disagreement probability (MKDP) and the minimum quadratic distortion (MQD) secret key generation schemes, are proposed to effectively extract secret keys from correlated channel estimates. The vector quantizers are derived using KDP and QD as the respective distortion measures. To further reduce KDP, each channel vector is first pre-multiplied by an appropriately chosen unitary matrix to rotate the vector away from quantization cell boundaries. The MKDP scheme achieves the lowest KDP but requires high complexity whereas the MQD scheme yields lower complexity but at the cost of slightly increased KDP. Computer simulations are provided to demonstrate the effectiveness of the proposed vector quantization schemes.
机译:提出了矢量量化方案以从相关的无线衰落信道中提取秘密密钥。通过假设两个终端之间的信道是互易的,其估计值可以用作在两个终端处生成密钥的公共随机性。文献中的大多数方案都假定信道在时间上是独立的,并在估计的信道向量的每个元素上利用标量量化来生成秘密密钥位。这些方案易于实现,但是当信道高度相关时,会在低SNR时产生高密钥不一致概率(KDP),并产生低密钥熵。在这项工作中,提出了两个矢量量化方案,即最小密钥不一致概率(MKDP)和最小二次失真(MQD)秘密密钥生成方案,以有效地从相关信道估计中提取秘密密钥。使用KDP和QD作为相应的失真量度,可以得出矢量量化器。为了进一步减小KDP,首先将每个信道向量与适当选择的unit矩阵预乘以旋转向量,使其远离量化单元边界。 MKDP方案实现了最低的KDP,但要求很高的复杂性,而MQD方案则降低了复杂性,但代价是KDP略有增加。提供计算机仿真以证明所提出的矢量量化方案的有效性。

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