不同信道条件下声纹鉴定综合实验的教学设计

Teaching Design of Comprehensive Experiment on Voiceprint Identification under Different Channels

  • 摘要: 当前的声纹同一性鉴定在理想条件下进行,但在不同信道条件下,语音信号的失真显著增加了鉴定复杂性。为了使学生深刻理解和应对这一问题,本教学设计专注于探究不同信道对声纹鉴定的影响。实验教学中,学生录制并分析移动通话、网络通聊软件、执法记录仪、录音笔等多种信道下的语音检材与样本。利用音频智能分析软件,学生对比不同信道下的声谱特征差异,学习评估这些差异对声纹识别的影响。实验不仅涉及实际操作,还包括技术原理讲解和鉴定流程改进探讨。通过此综合实验,学生能够全面理解声纹识别的技术挑战与发展趋势,提升实践能力和创新思维。此外,实验还引入信道补偿、预加重、语音增强等前沿技术探讨,拓展学生对声纹鉴定技术前沿进展的认识。

     

    Abstract: Current voiceprint identity verification is typically conducted under ideal conditions; however, speech signal distortion caused by varying channel conditions significantly increases the complexity of verification. To help students deeply understand and address this challenge, this teaching design focuses on exploring the impact of different channels on voiceprint identification. In the experimental instruction, students record and analyze voice samples from multiple channels, including mobile calls, network communication software, law enforcement recorders, and voice recorders. Using intelligent audio analysis software, students compare spectrogram feature differences across channels and learn to evaluate how these variations affect voiceprint recognition. The experiment integrates hands-on operations, technical principle explanations, and discussions on improving existing verification workflows. Through this comprehensive experiment, students gain a holistic understanding of the technical challenges and developmental trends in voiceprint recognition, thereby enhancing their practical and innovative thinking. Furthermore, the experiment introduces discussions on cutting-edge technologies such as channel compensation, pre-emphasis, and speech enhancement, broadening students' awareness of advancements in voiceprint verification technology.

     

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