Fast Word Detection in a Speech Using New High Speed Time Delay Neural Networks

Hazem M. El-Bakry; Nikos Mastorakis

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Fast Word Detection in a Speech Using New High Speed Time Delay Neural Networks

机译：使用新型高速时延神经网络的语音快速单词检测

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This paper presents a new approach to speed up the operation of time delay neural networks for fast detecting a word in a speech. The entire data are collected together in a long vector and then tested as a one input pattern. The proposed fast time delay neural networks (FTDNNs) use cross correlation in the frequency domain between the tested data and the input weights of neural networks. It is proved mathematically and practically that the number of computation steps required for the presented time delay neural networks is less than that needed by conventional time delay neural networks (CTDNNs). Simulation results using MATLAB confirm the theoretical computations.

机译：本文提出了一种新的方法来加速时延神经网络的操作，以快速检测语音中的单词。整个数据以长矢量收集在一起，然后作为一个输入模式进行测试。拟议的快速时延神经网络（FTDNN）在测试数据和神经网络的输入权重之间使用频域互相关。从数学和实践上证明，提出的时延神经网络所需的计算步骤数量少于常规时延神经网络（CTDNN）所需的计算步骤数量。使用MATLAB的仿真结果证实了理论计算。

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来源
《WSEAS Transactions on Signal Processing》 |2009年第9期|共10页
作者
Hazem M. El-Bakry; Nikos Mastorakis;
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正文语种 eng
中图分类声学;
关键词
Fast Time Delay Neural Networks; Cross Correlation; Frequency Domain; Word Detection in a speech;

机译：快速时延神经网络互相关频域语音中的词检测;

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专利

1. Fast Word Detection in a Speech Using New High Speed Time Delay Neural Networks [J] . Hazem M. El-Bakry, Nikos Mastorakis WSEAS Transactions on Signal Processing . 2009,第7a9期

机译：使用新型高速时延神经网络的语音快速单词检测
2. Conjoint and extended neural networks for the computation of speech codes: the neural basis of selective impairment in reading words and pseudowords. [J] . Xu B, Grafman J, Gaillard WD, Cerebral cortex . 2001,第3期

机译：联合和扩展神经网络用于语音代码的计算：阅读单词和伪单词时选择性损伤的神经基础。
3. Recognition of words from brain-generated signals of speech-impaired people: Application of autoencoders as a neural Turing machine controller in deep neural networks [J] . Boloukian Behzad, Safi-Esfahani Faramarz Neural Networks: The Official Journal of the International Neural Network Society . 2020,第期

机译：识别语音障碍的脑生成信号的单词：AutoEncoders在深神经网络中的神经图定型机控制器中的应用
4. Fast Time Delay Neural Networks for Word Detection in Video Conference [C] . HAZEM M. EL-BAKRY, NIKOS MASTORAKIS WSEAS International Conferences . 2009

机译：用于视频会议中的Word检测的快速时间延迟神经网络
5. A recurrent adaptive time delay neural network for fault detection and isolation for the satellite's attitude control system. [D] . Zhao, Shu ping. 2007

机译：递归自适应时延神经网络，用于卫星姿态控制系统的故障检测和隔离。
6. Face Detection in Nighttime Images Using Visible-Light Camera Sensors with Two-Step Faster Region-Based Convolutional Neural Network [O] . Se Woon Cho, Na Rae Baek, Min Cheol Kim, 2018

机译：基于可见光摄像机传感器的两步快速基于区域的卷积神经网络的夜间图像人脸检测
7. Fast Word Detection in a Speech Using New High Speed Time Delay Neural Networks [O] . Hazem M. El-bakry, Nikos Mastorakis 2013

机译：新型高速时延神经网络在语音快速检测中的应用
8. Development of the Time-Delay Neural Network Architecture for Speech Recognition. [R] . Hinton, G., McClelland, J. L. 1990

机译：用于语音识别的时延神经网络结构的开发。

Fast Word Detection in a Speech Using New High Speed Time Delay Neural Networks

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