最佳传输间隔频率,以最大限度地减少医疗保健服务BLE网络中的数据丢失

Jae-Hyeok Lee, Seohu Lee, Jayun Hyun, Chan-Yong Park, Minha Choi, Won Jeong Shin, Ji-Ung Park, T. Chung
{"title":"最佳传输间隔频率,以最大限度地减少医疗保健服务BLE网络中的数据丢失","authors":"Jae-Hyeok Lee, Seohu Lee, Jayun Hyun, Chan-Yong Park, Minha Choi, Won Jeong Shin, Ji-Ung Park, T. Chung","doi":"10.1109/ICTC55196.2022.9952469","DOIUrl":null,"url":null,"abstract":"The use of internet of things technology has substantially increased in healthcare. Accordingly, we have developed a digital therapeutics service, DfuKare, which contains a smart insole with multiple sensors named SmarTinsole for diabetes and diabetic foot ulcer patients. However, there are still challenges associated with using multiple sensors in digital therapeutics due to the characteristics of wireless communication, such as network connectivity, real-time capability, and data reliability & integrity. To address these problems, we developed a mobile application that communicates with SmarTinsole called Dfu-App. This paper describes the detailed implementation process from the communication perspective in particular. Moreover, we divide the experiment into three situations that are applicable to a real-world environment and then measure the data loss rate by changing the data transfer-interval frequency of SmarTinsole (10 Hz, 20 Hz, and 40 Hz). With 10 Hz, the data loss rate is 0 % in all cases, but in terms of the collected data, the performance is lower than that with either 20 Hz or 40 Hz. Although the results obtained with 20 Hz and 40 Hz show similar performance, we confirm that 20 Hz is the most appropriate data transfer-interval frequency while considering the hardware overhead of 40 Hz to be troublesome. Based on these results, we verify that communication with SmarTinsole and Dfu-App is reliable and secure, and it is expected that the data that can be collected using DfuKare will be helpful for building a dataset and designing an artificial intelligence model in healthcare service.","PeriodicalId":441404,"journal":{"name":"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimal transfer-interval frequency to minimize data loss in BLE network for healthcare service\",\"authors\":\"Jae-Hyeok Lee, Seohu Lee, Jayun Hyun, Chan-Yong Park, Minha Choi, Won Jeong Shin, Ji-Ung Park, T. Chung\",\"doi\":\"10.1109/ICTC55196.2022.9952469\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The use of internet of things technology has substantially increased in healthcare. Accordingly, we have developed a digital therapeutics service, DfuKare, which contains a smart insole with multiple sensors named SmarTinsole for diabetes and diabetic foot ulcer patients. However, there are still challenges associated with using multiple sensors in digital therapeutics due to the characteristics of wireless communication, such as network connectivity, real-time capability, and data reliability & integrity. To address these problems, we developed a mobile application that communicates with SmarTinsole called Dfu-App. This paper describes the detailed implementation process from the communication perspective in particular. Moreover, we divide the experiment into three situations that are applicable to a real-world environment and then measure the data loss rate by changing the data transfer-interval frequency of SmarTinsole (10 Hz, 20 Hz, and 40 Hz). With 10 Hz, the data loss rate is 0 % in all cases, but in terms of the collected data, the performance is lower than that with either 20 Hz or 40 Hz. Although the results obtained with 20 Hz and 40 Hz show similar performance, we confirm that 20 Hz is the most appropriate data transfer-interval frequency while considering the hardware overhead of 40 Hz to be troublesome. Based on these results, we verify that communication with SmarTinsole and Dfu-App is reliable and secure, and it is expected that the data that can be collected using DfuKare will be helpful for building a dataset and designing an artificial intelligence model in healthcare service.\",\"PeriodicalId\":441404,\"journal\":{\"name\":\"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)\",\"volume\":\"15 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICTC55196.2022.9952469\",\"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 13th International Conference on Information and Communication Technology Convergence (ICTC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICTC55196.2022.9952469","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

物联网技术在医疗保健领域的应用大幅增加。因此,我们开发了一种数字治疗服务“DfuKare”,其中包含一种名为“SmarTinsole”的智能鞋垫,具有多个传感器,适用于糖尿病和糖尿病足溃疡患者。然而,由于无线通信的特点,例如网络连接、实时能力、数据可靠性和完整性,在数字治疗中使用多个传感器仍然存在挑战。为了解决这些问题,我们开发了一个名为Dfu-App的移动应用程序,可以与SmarTinsole进行通信。本文特别从通信的角度描述了具体的实现过程。此外,我们将实验分为适用于现实环境的三种情况,然后通过改变SmarTinsole的数据传输间隔频率(10 Hz、20 Hz和40 Hz)来测量数据丢失率。10hz时,数据丢包率均为0%,但从采集到的数据量来看,性能要低于20hz和40hz。虽然使用20 Hz和40 Hz获得的结果显示出相似的性能,但我们确认20 Hz是最合适的数据传输间隔频率,同时考虑到40 Hz的硬件开销是麻烦的。基于这些结果,我们验证了与SmarTinsole和Dfu-App的通信是可靠和安全的,并期望使用Dfu-App收集的数据将有助于构建数据集和设计医疗保健服务中的人工智能模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal transfer-interval frequency to minimize data loss in BLE network for healthcare service
The use of internet of things technology has substantially increased in healthcare. Accordingly, we have developed a digital therapeutics service, DfuKare, which contains a smart insole with multiple sensors named SmarTinsole for diabetes and diabetic foot ulcer patients. However, there are still challenges associated with using multiple sensors in digital therapeutics due to the characteristics of wireless communication, such as network connectivity, real-time capability, and data reliability & integrity. To address these problems, we developed a mobile application that communicates with SmarTinsole called Dfu-App. This paper describes the detailed implementation process from the communication perspective in particular. Moreover, we divide the experiment into three situations that are applicable to a real-world environment and then measure the data loss rate by changing the data transfer-interval frequency of SmarTinsole (10 Hz, 20 Hz, and 40 Hz). With 10 Hz, the data loss rate is 0 % in all cases, but in terms of the collected data, the performance is lower than that with either 20 Hz or 40 Hz. Although the results obtained with 20 Hz and 40 Hz show similar performance, we confirm that 20 Hz is the most appropriate data transfer-interval frequency while considering the hardware overhead of 40 Hz to be troublesome. Based on these results, we verify that communication with SmarTinsole and Dfu-App is reliable and secure, and it is expected that the data that can be collected using DfuKare will be helpful for building a dataset and designing an artificial intelligence model in healthcare service.
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
×
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:481959085
Book学术官方微信