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System and method for encoding data in a voice recognition integrated circuit solution

机译:在语音识别集成电路解决方案中编码数据的系统和方法

摘要

Methods of encoding voice data for loading into an artificial intelligence (AI) integrated circuit are provided. The AI integrated circuit may have an embedded cellular neural network for implementing AI tasks based on the loaded voice data. An encoding method may generate a two-dimensional (2D) frequency-time array from an audio waveform, apply a probability function to the 2D frequency-time array to generate a set of 2D arrays, load the set of 2D arrays into the AI integrated circuit, execute programming instructions contained in the AI integrated circuit to feed the set of 2D arrays into the embedded cellular neural network in the AI integrated circuit to generate a voice recognition result, and output the voice recognition result. The encoding method also trains a convolution neural network (CNN) and loads the weights of the CNN into the AI integrated circuit for implementing the AI tasks.
机译:提供了对语音数据进行编码以加载到人工智能(AI)集成电路中的方法。 AI集成电路可以具有嵌入式蜂窝神经网络,用于基于所加载的语音数据来实现AI任务。编码方法可以从音频波形生成二维(2D)频率时间阵列,将概率函数应用于2D频率时间阵列以生成一组2D阵列,将该组2D阵列加载到集成的AI中电路,执行AI集成电路中包含的编程指令,以将2D数组的集合馈入AI集成电路中的嵌入式细胞神经网络,以生成语音识别结果,并输出语音识别结果。编码方法还训练卷积神经网络(CNN),并将CNN的权重加载到AI集成电路中,以执行AI任务。

著录项

  • 公开/公告号US10311861B1

    专利类型

  • 公开/公告日2019-06-04

    原文格式PDF

  • 申请/专利权人 GYRFALCON TECHNOLOGY INC.;

    申请/专利号US201815871933

  • 发明设计人 XIANG GAO;LIN YANG;WENHAN ZHANG;

    申请日2018-01-15

  • 分类号G10L15/16;G10L15/06;G10L15/22;G10L25/18;G06N3/08;

  • 国家 US

  • 入库时间 2022-08-21 12:12:09

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