Integrated system of monitoring and intervention for in-home healthcare and treatment

Moon, Junhyung; Lee, Kyoungwoo; Lee, Yong Seung

doi:10.1145/3341162.3349313

Cited by 2 publications

(8 citation statements)

References 19 publications

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“…In this paper, we present NEcare, an integrated system supporting the in-home monitoring and analysis of NE patient data, building upon our previous work [ 23 ]. As depicted in Figure 1 , NEcare consists of wearable devices (NEwear [ 24 , 25 ] and MetaWearC [ 33 ].…”

Section: Methodsmentioning

confidence: 99%

“…However, few studies have explored a comprehensive approach to monitor the bladder, HR, and PLMS of NE patients at home. Thus, we introduced the preliminary system of in-home monitoring [23] to study the feasibility of NE patient monitoring through a wearable system. The developed system consists of three main components: wearable devices, a gateway, and a cloud server.…”

Section: Introductionmentioning

confidence: 99%

“…Thus, we introduced the preliminary system of in-home monitoring [ 23 ] to study the feasibility of NE patient monitoring through a wearable system. The developed system consists of three main components: wearable devices, a gateway, and a cloud server.…”

Section: Introductionmentioning

confidence: 99%

“…To address these challenges, we propose NEcare, an integrated system for the in-home monitoring and analysis of NE patient data, building upon the preliminary system [ 23 ]. In response to “Challenge 1”, we newly developed a data collection supervisor and NE moment detection algorithm in NEtcher.…”

Section: Introductionmentioning

confidence: 99%

“…To demonstrate the NEcare, we used the data of 34 pediatric patients (30 records collected from an in-hospital one-time study [ 23 ], and 4 collected from an in-home study for a total of 173 days). We investigated the correlations of the BVc, HR, and PLMS with regard to NE occurrence.…”

Section: Introductionmentioning

confidence: 99%

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Wearable-Based Integrated System for In-Home Monitoring and Analysis of Nocturnal Enuresis

Lee,

Moon,

Lee

et al. 2024

Sensors

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Nocturnal enuresis (NE) is involuntary bedwetting during sleep, typically appearing in young children. Despite the potential benefits of the long-term home monitoring of NE patients for research and treatment enhancement, this area remains underexplored. To address this, we propose NEcare, an in-home monitoring system that utilizes wearable devices and machine learning techniques. NEcare collects sensor data from an electrocardiogram, body impedance (BI), a three-axis accelerometer, and a three-axis gyroscope to examine bladder volume (BV), heart rate (HR), and periodic limb movements in sleep (PLMS). Additionally, it analyzes the collected NE patient data and supports NE moment estimation using heuristic rules and deep learning techniques. To demonstrate the feasibility of in-home monitoring for NE patients using our wearable system, we used our datasets from 30 in-hospital patients and 4 in-home patients. The results show that NEcare captures expected trends associated with NE occurrences, including BV increase, HR increase, and PLMS appearance. In addition, we studied the machine learning-based NE moment estimation, which could help relieve the burdens of NE patients and their families. Finally, we address the limitations and outline future research directions for the development of wearable systems for NE patients

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Section: Methodsmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

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Wearable-Based Integrated System for In-Home Monitoring and Analysis of Nocturnal Enuresis

Lee,

Moon,

Lee

et al. 2024

Sensors

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Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey

Pourpanah,

Etemad

2024

ACM Trans. Comput. Healthcare

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Ubiquitous in-home health monitoring systems have become popular in recent years due to the rise of digital health technologies and the growing demand for remote health monitoring. These systems enable individuals to increase their independence by allowing them to monitor their health from the home and by allowing more control over their well-being. In this study, we perform a comprehensive survey on this topic by reviewing a large number of literature in the area. We investigate these systems from various aspects, namely sensing technologies, communication technologies, intelligent and computing systems, and application areas. Specifically, we provide an overview of in-home health monitoring systems and identify their main components. We then present each component and discuss its role within in-home health monitoring systems. In addition, we provide an overview of the practical use of ubiquitous technologies in the home for health monitoring. Finally, we identify the main challenges and limitations based on the existing literature and provide eight recommendations for potential future research directions toward the development of in-home health monitoring systems. We conclude that despite extensive research on various components needed for the development of effective in-home health monitoring systems, the development of effective in-home health monitoring systems still requires further investigation.

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Integrated system of monitoring and intervention for in-home healthcare and treatment

Cited by 2 publications

References 19 publications

Wearable-Based Integrated System for In-Home Monitoring and Analysis of Nocturnal Enuresis

Wearable-Based Integrated System for In-Home Monitoring and Analysis of Nocturnal Enuresis

Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey

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