物联网设备的语音生物识别身份认证模型

Salahaldeen Duraibi
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引用次数: 12

摘要

行为生物识别认证被认为是保护物联网(IoT)生态系统的一种有前途的方法。在本文中,我们研究了在物联网用户认证中使用语音识别系统的必要性和适用性。回顾了用于实现语音识别系统的工具和技术,并讨论了它们对物联网环境的适用性。最后,提出了一种用于物联网生态系统用户认证的语音识别系统。拟议的系统分为两个阶段。第一个阶段是注册阶段,包括预处理步骤,其中从注册过程的声音中去除噪声,特征提取步骤,从用户的声音中提取特征特征,以及模型训练步骤,其中为物联网用户训练语音模型。第二个阶段是验证身份声明者是否是物联网设备的所有者。在物联网技术资源有限的基础上,提高了依赖文本的语音识别系统的适用性。同样,所提出的系统也考虑了MFCC特性的使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Voice Biometric Identity Authentication Model for IoT Devices
Behavioral bio-metric authentication is considered as a promising approach to securing the internet of things (IoT) ecosystem. In this paper, we investigated the need and suitability of employing voice recognition systems in the user authentication of the IoT. Tools and techniques used in accomplishing voice recognition systems are reviewed, and their appropriateness to the IoT environment are discussed. In the end, a voice recognition system is proposed for IoT ecosystem user authentication. The proposed system has two phases. The first being the enrollment phase consisting of a pre-processing step where the noise is removed from the voice for the enrollment process, the feature extraction step where feature traits are extracted from user’s voice, and the model training step where the voice model is trained for the IoT user. And the second being the phase verifies whether the identity claimer is the owner of the IoT device. Based on the resources limitedness of the IoT technologies, the suitability of text-dependent voice recognition systems is promoted. Likewise, the use of MFCC features is considered in the proposed system.
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