Continuous Speaker Authentication when Using Network Administrator Virtual Assistant

Sh.I. Khanbekov, Alexander Zakharov
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Abstract

In this paper we introduce the continuous authentication system for voice‑controlled network administrator virtual assistant. While voice control is a promising technology in such fields as Internet of Things, smart home systems and voice assistant applications, the voice transmission channel is vulnerable to a number of threats which bypass the standard technique of one‑time authentication. The efficiency of the proposed system is achieved by analyzing the physical characteristics of inbound speech signal in a form of mel‑frequency cepstral coefficients and hierarchically distinguishing the voice commands according to their possible negative impact on information security state. The considered continuous authentication system can be deployed in a local environment on a low‑performance device while maintaining acceptable accuracy rates.
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使用网络管理员虚拟助手时的连续说话人身份验证
本文介绍了语音控制网络管理员虚拟助手的连续认证系统。虽然语音控制在物联网、智能家居系统和语音助手应用等领域是一项很有前途的技术,但语音传输通道容易受到许多绕过一次性认证标准技术的威胁。该系统通过以mel - frequency倒谱系数的形式分析入站语音信号的物理特征,并根据可能对信息安全状态产生负面影响的语音命令进行分层区分,从而提高系统的效率。所考虑的连续认证系统可以部署在低性能设备的本地环境中,同时保持可接受的准确率。
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