I. Guarneri, G. Messina, A. Bruna, Davide Giacalone
{"title":"A Deep Learning Short Commands Recognition for MCU in Robotics Applications","authors":"I. Guarneri, G. Messina, A. Bruna, Davide Giacalone","doi":"10.1109/ICARA51699.2021.9376366","DOIUrl":null,"url":null,"abstract":"This paper presents an application for vocal commands recognition based on neural network and running on a Microcontroller Unit (MCU). The recognized commands are sent via Bluetooth Low Energy to a robot which executes the command to perform movements. The aim of this work is to enable the deep learning for embedded devices presenting a neural network model running on a microcontroller with limited memory and clock frequency.","PeriodicalId":183788,"journal":{"name":"2021 7th International Conference on Automation, Robotics and Applications (ICARA)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 7th International Conference on Automation, Robotics and Applications (ICARA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICARA51699.2021.9376366","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
This paper presents an application for vocal commands recognition based on neural network and running on a Microcontroller Unit (MCU). The recognized commands are sent via Bluetooth Low Energy to a robot which executes the command to perform movements. The aim of this work is to enable the deep learning for embedded devices presenting a neural network model running on a microcontroller with limited memory and clock frequency.