基于自动语音识别(ASR)技术的无线传感器网络实时语音传输

I. Fathi, Qutaiba Ibrahim, J. Abdul-Jabbar
{"title":"基于自动语音识别(ASR)技术的无线传感器网络实时语音传输","authors":"I. Fathi, Qutaiba Ibrahim, J. Abdul-Jabbar","doi":"10.33899/rengj.2020.126441.1005","DOIUrl":null,"url":null,"abstract":"The speech recognition process under the embedded system with constrained resources represents a challenge in terms of processing capability, storage memory, and B.W (or data rate). So, in this paper an efficient Real-Time Voice over Wireless sensor network (VoWSN) platform based on Automatic Speech Recognition (ASR) system to be used in emergency scenarios is proposed, implemented and evaluated. The workflow principle of the proposed system is depending on a Category Transformation Protocol (CTP) that transforms system category gradually from network dependent ASR system with a full dictionary and language model (i.e. large vocabulary) to fully embedded ASR system with customized dictionary and language model (i.e. small vocabulary ). Moreover, a comparison study has been performed between our proposed VoWSN based ASR system and a VoWSN based streaming system. This comparison is performed to elaborate the gains achieved when sending the text of the voice signal instead of sending the voice signal. Additionally, the Voice over IoTs (VoIoTs) system has been evaluated utilizing Voice streaming or ASR system to evaluate the system performance when connecting to the Internet. The comparison evaluation process is achieved by means of experimental platform and simulation.","PeriodicalId":339890,"journal":{"name":"AL Rafdain Engineering Journal","volume":"80 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Real-Time Voice Transmission over Wireless Sensor Network (VoWSN) based Automatic Speech Recognition (ASR) Technique\",\"authors\":\"I. Fathi, Qutaiba Ibrahim, J. Abdul-Jabbar\",\"doi\":\"10.33899/rengj.2020.126441.1005\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The speech recognition process under the embedded system with constrained resources represents a challenge in terms of processing capability, storage memory, and B.W (or data rate). So, in this paper an efficient Real-Time Voice over Wireless sensor network (VoWSN) platform based on Automatic Speech Recognition (ASR) system to be used in emergency scenarios is proposed, implemented and evaluated. The workflow principle of the proposed system is depending on a Category Transformation Protocol (CTP) that transforms system category gradually from network dependent ASR system with a full dictionary and language model (i.e. large vocabulary) to fully embedded ASR system with customized dictionary and language model (i.e. small vocabulary ). Moreover, a comparison study has been performed between our proposed VoWSN based ASR system and a VoWSN based streaming system. This comparison is performed to elaborate the gains achieved when sending the text of the voice signal instead of sending the voice signal. Additionally, the Voice over IoTs (VoIoTs) system has been evaluated utilizing Voice streaming or ASR system to evaluate the system performance when connecting to the Internet. The comparison evaluation process is achieved by means of experimental platform and simulation.\",\"PeriodicalId\":339890,\"journal\":{\"name\":\"AL Rafdain Engineering Journal\",\"volume\":\"80 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"AL Rafdain Engineering Journal\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.33899/rengj.2020.126441.1005\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"AL Rafdain Engineering Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.33899/rengj.2020.126441.1005","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

摘要

在资源受限的嵌入式系统下,语音识别过程在处理能力、存储内存和数据速率等方面提出了挑战。为此,本文提出了一种基于自动语音识别(ASR)系统的高效实时无线语音传感器网络(VoWSN)平台,并对其进行了实现和评估。该系统的工作流原理依赖于类别转换协议(CTP),该协议将系统类别从具有完整字典和语言模型(即大词汇量)的网络依赖ASR系统逐渐转换为具有自定义字典和语言模型(即小词汇量)的完全嵌入式ASR系统。此外,本文还对基于VoWSN的ASR系统和基于VoWSN的流媒体系统进行了比较研究。进行这种比较是为了详细说明在发送语音信号的文本而不是发送语音信号时所获得的增益。此外,还利用语音流或ASR系统评估了连接互联网时的系统性能,对物联网语音(VoIoTs)系统进行了评估。通过实验平台和仿真,实现了对比评价过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Real-Time Voice Transmission over Wireless Sensor Network (VoWSN) based Automatic Speech Recognition (ASR) Technique
The speech recognition process under the embedded system with constrained resources represents a challenge in terms of processing capability, storage memory, and B.W (or data rate). So, in this paper an efficient Real-Time Voice over Wireless sensor network (VoWSN) platform based on Automatic Speech Recognition (ASR) system to be used in emergency scenarios is proposed, implemented and evaluated. The workflow principle of the proposed system is depending on a Category Transformation Protocol (CTP) that transforms system category gradually from network dependent ASR system with a full dictionary and language model (i.e. large vocabulary) to fully embedded ASR system with customized dictionary and language model (i.e. small vocabulary ). Moreover, a comparison study has been performed between our proposed VoWSN based ASR system and a VoWSN based streaming system. This comparison is performed to elaborate the gains achieved when sending the text of the voice signal instead of sending the voice signal. Additionally, the Voice over IoTs (VoIoTs) system has been evaluated utilizing Voice streaming or ASR system to evaluate the system performance when connecting to the Internet. The comparison evaluation process is achieved by means of experimental platform and simulation.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信