Overview of the latest research related to smart speakers

Kuanysh Baimirov, Estay Mergengali, Bolat Baimirov
{"title":"Overview of the latest research related to smart speakers","authors":"Kuanysh Baimirov, Estay Mergengali, Bolat Baimirov","doi":"10.1109/energycon53164.2022.9830196","DOIUrl":null,"url":null,"abstract":"This article provides an overview of the latest research related to smart speakers - speech recognition, speech synthesis, context recognition, artificial neural networks used. Various tasks related to smart speakers are discussed - which neural networks are effective in speech synthesis, how to make synthesized speech more natural, how to detect and classify errors in automatic speech recognition systems, how to protect personal voice assistants from recording / playback and other acoustic attacks, speech recognition using convolutional neural network, how to use dynamic time transformation (DTW) algorithm with training for speech recognition, using voice assistant to set up smart home systems, recursive algorithm to solve the problem of echo cancellation, reverberation and noise reduction, processes based on different algorithms in every voice assistant and different search engines lead to huge differences in the answers to questions, a problem of integration with smart devices using different data transfer protocols.","PeriodicalId":106388,"journal":{"name":"2022 IEEE 7th International Energy Conference (ENERGYCON)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 7th International Energy Conference (ENERGYCON)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/energycon53164.2022.9830196","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

This article provides an overview of the latest research related to smart speakers - speech recognition, speech synthesis, context recognition, artificial neural networks used. Various tasks related to smart speakers are discussed - which neural networks are effective in speech synthesis, how to make synthesized speech more natural, how to detect and classify errors in automatic speech recognition systems, how to protect personal voice assistants from recording / playback and other acoustic attacks, speech recognition using convolutional neural network, how to use dynamic time transformation (DTW) algorithm with training for speech recognition, using voice assistant to set up smart home systems, recursive algorithm to solve the problem of echo cancellation, reverberation and noise reduction, processes based on different algorithms in every voice assistant and different search engines lead to huge differences in the answers to questions, a problem of integration with smart devices using different data transfer protocols.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
智能音箱的最新研究综述
本文综述了智能音箱的最新研究进展——语音识别、语音合成、语境识别、人工神经网络的应用。讨论了与智能扬声器相关的各种任务-哪些神经网络在语音合成中有效,如何使合成的语音更自然,如何检测和分类自动语音识别系统中的错误,如何保护个人语音助手免受录音/播放和其他声学攻击,使用卷积神经网络进行语音识别,如何使用动态时间变换(DTW)算法进行语音识别训练,利用语音助手搭建智能家居系统,递归算法解决回声消除、混响和降噪问题,每个语音助手和不同搜索引擎基于不同算法的处理导致问题的答案存在巨大差异,使用不同数据传输协议的智能设备集成问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A Monitoring System for PV plants using Open Technologies Fast charging for electric vehicles station integration with renewable energy sources Multi-objective Combined Heuristic-SPSO for Power Loss and Congestion Mitigation in Distribution Networks Long-term Energy and Fuel Consumption Forecast in Private and Commercial Transport using Artificial Life Approach Enhanced Control of the Interchange Power Flows in the Interconnected Energy System
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1