基于时间模模拟滤波器组插值和时间模模拟整流的31特征、80nW、0.53mm2音频模拟特征提取器

S. Ray, P. Kinget
{"title":"基于时间模模拟滤波器组插值和时间模模拟整流的31特征、80nW、0.53mm2音频模拟特征提取器","authors":"S. Ray, P. Kinget","doi":"10.1109/vlsitechnologyandcir46769.2022.9830455","DOIUrl":null,"url":null,"abstract":"To alleviate the feature extraction bottleneck in always-on, on-device Keyword Spotting (KWS), we propose two novel analog circuit techniques that are combined into an efficient analog feature extraction architecture: 1) Time-Mode Analog Filterbank Interpolation (TM-AFI) uses digital XOR gates to double the number of outputs of an analog filterbank, 2) Time-Mode Analog Rectification (TM-AR) uses a single digital XOR gate as an analog full-wave rectifier. Among other analog feature extractor chips using a software classifier for a KWS demo, the 31-feature, 80nW, 0.53mm2 prototype is 18× more power-efficient and 3.3× more area-efficient than the most area- and power-efficient published works, respectively, while maintaining competitive >90% accuracy on 10 keywords.","PeriodicalId":332454,"journal":{"name":"2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2022-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"A 31-Feature, 80nW, 0.53mm2 Audio Analog Feature Extractor based on Time-Mode Analog Filterbank Interpolation and Time-Mode Analog Rectification\",\"authors\":\"S. Ray, P. Kinget\",\"doi\":\"10.1109/vlsitechnologyandcir46769.2022.9830455\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"To alleviate the feature extraction bottleneck in always-on, on-device Keyword Spotting (KWS), we propose two novel analog circuit techniques that are combined into an efficient analog feature extraction architecture: 1) Time-Mode Analog Filterbank Interpolation (TM-AFI) uses digital XOR gates to double the number of outputs of an analog filterbank, 2) Time-Mode Analog Rectification (TM-AR) uses a single digital XOR gate as an analog full-wave rectifier. Among other analog feature extractor chips using a software classifier for a KWS demo, the 31-feature, 80nW, 0.53mm2 prototype is 18× more power-efficient and 3.3× more area-efficient than the most area- and power-efficient published works, respectively, while maintaining competitive >90% accuracy on 10 keywords.\",\"PeriodicalId\":332454,\"journal\":{\"name\":\"2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits)\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-06-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/vlsitechnologyandcir46769.2022.9830455\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/vlsitechnologyandcir46769.2022.9830455","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

为了缓解始终在线、设备上关键字定位(KWS)中的特征提取瓶颈,我们提出了两种新的模拟电路技术,它们被组合成一个有效的模拟特征提取架构:1)时模模拟滤波器组插值(TM-AFI)使用数字异或门将模拟滤波器组的输出数量增加一倍,2)时模模拟整流(TM-AR)使用单个数字异或门作为模拟全波整流器。在KWS演示中使用软件分类器的其他模拟特征提取芯片中,31个特征、80nW、0.53mm2的原型比大多数面积效率和功耗效率高18倍,面积效率高3.3倍,同时在10个关键词上保持超过90%的准确率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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
A 31-Feature, 80nW, 0.53mm2 Audio Analog Feature Extractor based on Time-Mode Analog Filterbank Interpolation and Time-Mode Analog Rectification
To alleviate the feature extraction bottleneck in always-on, on-device Keyword Spotting (KWS), we propose two novel analog circuit techniques that are combined into an efficient analog feature extraction architecture: 1) Time-Mode Analog Filterbank Interpolation (TM-AFI) uses digital XOR gates to double the number of outputs of an analog filterbank, 2) Time-Mode Analog Rectification (TM-AR) uses a single digital XOR gate as an analog full-wave rectifier. Among other analog feature extractor chips using a software classifier for a KWS demo, the 31-feature, 80nW, 0.53mm2 prototype is 18× more power-efficient and 3.3× more area-efficient than the most area- and power-efficient published works, respectively, while maintaining competitive >90% accuracy on 10 keywords.
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
期刊最新文献
A 12-bit 8GS/s RF Sampling DAC with Code-Dependent Nonlinearity Compensation and Intersegmental Current-Mismatch Calibration in 5nm FinFET Scalable 1.4 μW cryo-CMOS SP4T multiplexer operating at 10 mK for high-fidelity superconducting qubit measurements A 507 GMACs/J 256-Core Domain Adaptive Systolic-Array-Processor for Wireless Communication and Linear-Algebra Kernels in 12nm FINFET An 81.6dB SNDR 15.625MHz BW 3rd Order CT SDM with a True TI NS Quantizer Energy-Efficient High Bandwidth 6T SRAM Design on Intel 4 CMOS Technology
×
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