【24h】

Detection of Speech Dynamics by Neuromorphic Units

机译:通过神经形式单位检测语音动态

获取原文

摘要

Speech and voice technologies are experiencing a profound review as new paradigms are sought to overcome some specific problems which can not be completely solved by classical approaches. Neuromorphic Speech Processing is an emerging area in which research is turning the face to understand the natural neural processing of speech by the Human Auditory System in order to capture the basic mechanisms solving difficult tasks in an efficient way. In the present paper a further step ahead is presented in the approach to mimic basic neural speech processing by simple neuromorphic units standing on previous work to show how formant dynamics -and henceforth consonantal features-, can be detected by using a general neuromorphic unit which can mimic the functionality of certain neurons found in the Upper Auditory Pathways. Using these simple building blocks a General Speech Processing Architecture can be synthesized as a layered structure. Results from different simulation stages are provided as well as a discussion on implementation details. Conclusions and future work are oriented to describe the functionality to be covered in the next research steps.
机译:言语和语音技术正在遇到深刻的评论,因为寻求新的范式来克服一些无法通过经典方法完全解决的特定问题。神经形态语音处理是一种新兴区域,其中研究是通过人类听觉系统理解言语的自然神经处理,以便以有效的方式捕获解决困难任务的基本机制。在本文中,进一步前进,提出了通过站在先前作品上的简单神经晶体单位模拟基本神经语音处理的方法,以表明如何通过使用可以的通用神经形状单元来检测塑造动态 - 和理致致癌特征。模仿在上耳途径中发现的某些神经元的功能。使用这些简单的构建块可以将一般语音处理架构合成为分层结构。提供了不同仿真阶段的结果以及关于实施细节的讨论。结论和未来的工作导向,以描述下一个研究步骤中涵盖的功能。

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号