The Quest towards Automated Dietary Monitoring & Intervention in Free-living

O. Amft
{"title":"The Quest towards Automated Dietary Monitoring & Intervention in Free-living","authors":"O. Amft","doi":"10.1145/3552484.3554984","DOIUrl":null,"url":null,"abstract":"In the first part of this talk, I will review the hunt for sensors that started of the field of automated dietary monitoring (ADM) and continues to play a role in shaping current research. Moreover, I will describe the eyeglasses-based sensors that we currently develop and their perspectives for free-living monitoring. Moving on, in part two, I will discuss digital twin-based co-simulation as a novel system design approach for wearable devices and their relevance for supporting machine learning algorithm development. Finally, in part three, I will extend the scope into technology-based dietary intervention, i.e., how ADM can support users in their daily life when targeting a diet change or body weight reduction. I will show examples from our work to create digital twins that model individual behavior, identify behavior changes, and interaction strategies to integrate in everyday life.","PeriodicalId":111648,"journal":{"name":"Proceedings of the 7th International Workshop on Multimedia Assisted Dietary Management","volume":"145 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 7th International Workshop on Multimedia Assisted Dietary Management","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3552484.3554984","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

In the first part of this talk, I will review the hunt for sensors that started of the field of automated dietary monitoring (ADM) and continues to play a role in shaping current research. Moreover, I will describe the eyeglasses-based sensors that we currently develop and their perspectives for free-living monitoring. Moving on, in part two, I will discuss digital twin-based co-simulation as a novel system design approach for wearable devices and their relevance for supporting machine learning algorithm development. Finally, in part three, I will extend the scope into technology-based dietary intervention, i.e., how ADM can support users in their daily life when targeting a diet change or body weight reduction. I will show examples from our work to create digital twins that model individual behavior, identify behavior changes, and interaction strategies to integrate in everyday life.
对自由生活中自动饮食监测和干预的探索
在本演讲的第一部分,我将回顾对传感器的寻找,这些传感器始于自动化饮食监测(ADM)领域,并继续在塑造当前的研究中发挥作用。此外,我将描述我们目前开发的基于眼镜的传感器以及它们对自由生活监测的看法。接下来,在第二部分中,我将讨论基于数字孪生的联合仿真作为可穿戴设备的一种新型系统设计方法,以及它们与支持机器学习算法开发的相关性。最后,在第三部分中,我将把范围扩展到基于技术的饮食干预,即ADM如何在日常生活中支持用户改变饮食或减轻体重。我将展示我们创造数字双胞胎的工作中的例子,这些数字双胞胎可以模拟个人行为,识别行为变化,以及融入日常生活的互动策略。
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 求助全文
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:604180095
Book学术官方微信