基于支持向量机分类器的语音操作机器人硬件实现

J. Manikandan, B. Venkataramani
{"title":"基于支持向量机分类器的语音操作机器人硬件实现","authors":"J. Manikandan, B. Venkataramani","doi":"10.1109/ICOAC.2012.6416833","DOIUrl":null,"url":null,"abstract":"Many consumer and industrial applications require fast and lightweight real-time speech recognition systems with limited vocabulary, such as hands-free control for portable music players, car audio systems, cordless phones, wheel chairs, washing machines, micro-wave ovens, air conditioners and domestic appliances. In this paper, design and development of a Texas Instruments TMS320C6713 DSP based real-time voice operated robot using Support Vector Machine (SVM) classifier is proposed. Details about different ways to reduce the execution time of the prototype are reported in this paper. The proposed system as well as approaches can be easily employed by designers for various other SVM based multi-class pattern recognition applications.","PeriodicalId":286985,"journal":{"name":"2012 Fourth International Conference on Advanced Computing (ICoAC)","volume":"2016 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Hardware implementation of voice operated robot using Support Vector Machine classifier\",\"authors\":\"J. Manikandan, B. Venkataramani\",\"doi\":\"10.1109/ICOAC.2012.6416833\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Many consumer and industrial applications require fast and lightweight real-time speech recognition systems with limited vocabulary, such as hands-free control for portable music players, car audio systems, cordless phones, wheel chairs, washing machines, micro-wave ovens, air conditioners and domestic appliances. In this paper, design and development of a Texas Instruments TMS320C6713 DSP based real-time voice operated robot using Support Vector Machine (SVM) classifier is proposed. Details about different ways to reduce the execution time of the prototype are reported in this paper. The proposed system as well as approaches can be easily employed by designers for various other SVM based multi-class pattern recognition applications.\",\"PeriodicalId\":286985,\"journal\":{\"name\":\"2012 Fourth International Conference on Advanced Computing (ICoAC)\",\"volume\":\"2016 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 Fourth International Conference on Advanced Computing (ICoAC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICOAC.2012.6416833\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 Fourth International Conference on Advanced Computing (ICoAC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOAC.2012.6416833","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

摘要

许多消费和工业应用需要词汇量有限的快速轻量级实时语音识别系统,例如便携式音乐播放器、汽车音响系统、无绳电话、轮椅、洗衣机、微波炉、空调和家用电器的免提控制。本文提出了一种基于德州仪器TMS320C6713 DSP的基于支持向量机(SVM)分类器的实时语音操作机器人的设计与开发。本文详细介绍了减少原型执行时间的不同方法。所提出的系统和方法可以很容易地被设计人员用于各种其他基于支持向量机的多类模式识别应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hardware implementation of voice operated robot using Support Vector Machine classifier
Many consumer and industrial applications require fast and lightweight real-time speech recognition systems with limited vocabulary, such as hands-free control for portable music players, car audio systems, cordless phones, wheel chairs, washing machines, micro-wave ovens, air conditioners and domestic appliances. In this paper, design and development of a Texas Instruments TMS320C6713 DSP based real-time voice operated robot using Support Vector Machine (SVM) classifier is proposed. Details about different ways to reduce the execution time of the prototype are reported in this paper. The proposed system as well as approaches can be easily employed by designers for various other SVM based multi-class pattern recognition applications.
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