基于超参数调优的深度神经网络在疑似Covid-19症状识别早期检测中的应用

IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS

TEM Journal-Technology Education Management Informatics Pub Date : 2023-05-29 DOI:10.18421/tem122-46

D. Djuniadi, N. Iksan, Alfa Faridh Suni, A. F. Hastawan

{"title":"基于超参数调优的深度神经网络在疑似Covid-19症状识别早期检测中的应用","authors":"D. Djuniadi, N. Iksan, Alfa Faridh Suni, A. F. Hastawan","doi":"10.18421/tem122-46","DOIUrl":null,"url":null,"abstract":"The Coronavirus outbreak (COVID-19) is still a concern for the world according to WHO. Although this virus has been controlled, prevention efforts are still being carried out. Prevention of the virus can be done by identifying patients with symptoms such as fever, respiratory distress, and sore throat. This research aims to develop an early detection system through the recognition of symptoms of COVID-19 infection using thermal camera sensors combined with the DNN using Hyperparameter Tuning. The result is the DNN algorithm can be proposed as the right algorithm to detect someone suspected of COVID-19.","PeriodicalId":45439,"journal":{"name":"TEM Journal-Technology Education Management Informatics","volume":" ","pages":""},"PeriodicalIF":0.6000,"publicationDate":"2023-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Deep Neural Network with Hyperparameter Tuning on Early Detection for Symptom Recognition in Suspected Covid-19\",\"authors\":\"D. Djuniadi, N. Iksan, Alfa Faridh Suni, A. F. Hastawan\",\"doi\":\"10.18421/tem122-46\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The Coronavirus outbreak (COVID-19) is still a concern for the world according to WHO. Although this virus has been controlled, prevention efforts are still being carried out. Prevention of the virus can be done by identifying patients with symptoms such as fever, respiratory distress, and sore throat. This research aims to develop an early detection system through the recognition of symptoms of COVID-19 infection using thermal camera sensors combined with the DNN using Hyperparameter Tuning. The result is the DNN algorithm can be proposed as the right algorithm to detect someone suspected of COVID-19.\",\"PeriodicalId\":45439,\"journal\":{\"name\":\"TEM Journal-Technology Education Management Informatics\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.6000,\"publicationDate\":\"2023-05-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"TEM Journal-Technology Education Management Informatics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.18421/tem122-46\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"TEM Journal-Technology Education Management Informatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.18421/tem122-46","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}

引用次数: 0

摘要

世卫组织表示，冠状病毒疫情(COVID-19)仍是全世界关注的问题。虽然这种病毒已得到控制，但仍在开展预防工作。预防该病毒可以通过识别有发热、呼吸窘迫和喉咙痛等症状的患者来完成。本研究旨在利用热像仪传感器结合超参数调谐的深度神经网络，通过对COVID-19感染症状的识别，开发一种早期检测系统。结果表明，DNN算法可以作为检测COVID-19疑似患者的正确算法。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Deep Neural Network with Hyperparameter Tuning on Early Detection for Symptom Recognition in Suspected Covid-19

The Coronavirus outbreak (COVID-19) is still a concern for the world according to WHO. Although this virus has been controlled, prevention efforts are still being carried out. Prevention of the virus can be done by identifying patients with symptoms such as fever, respiratory distress, and sore throat. This research aims to develop an early detection system through the recognition of symptoms of COVID-19 infection using thermal camera sensors combined with the DNN using Hyperparameter Tuning. The result is the DNN algorithm can be proposed as the right algorithm to detect someone suspected of COVID-19.

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

TEM Journal-Technology Education Management Informatics COMPUTER SCIENCE, INFORMATION SYSTEMS-

CiteScore

2.20

自引率

14.30%

发文量

176

审稿时长

8 weeks

期刊介绍： TEM JOURNAL - Technology, Education, Management, Informatics Is a an Open Access, Double-blind peer reviewed journal that publishes articles of interdisciplinary sciences: • Technology, • Computer and informatics sciences, • Education, • Management