128 research outputs found

    I-Support: A robotic platform of an assistive bathing robot for the elderly population

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    In this paper we present a prototype integrated robotic system, the I-Support bathing robot, that aims at supporting new aspects of assisted daily-living activities on a real-life scenario. The paper focuses on describing and evaluating key novel technological features of the system, with the emphasis on cognitive humanโ€“robot interaction modules and their evaluation through a series of clinical validation studies. The I-Support project on its whole has envisioned the development of an innovative, modular, ICT-supported service robotic system that assists frail seniors to safely and independently complete an entire sequence of physically and cognitively demanding bathing tasks, such as properly washing their back and their lower limbs. A variety of innovative technologies have been researched and a set of advanced modules of sensing, cognition, actuation and control have been developed and seamlessly integrated to enable the system to adapt to the target population abilities. These technologies include: human activity monitoring and recognition, adaptation of a motorized chair for safe transfer of the elderly in and out the bathing cabin, a context awareness system that provides full environmental awareness, as well as a prototype soft robotic arm and a set of user-adaptive robot motion planning and control algorithms. This paper focuses in particular on the multimodal action recognition system, developed to monitor, analyze and predict user actions with a high level of accuracy and detail in real-time, which are then interpreted as robotic tasks. In the same framework, the analysis of human actions that have become available through the projectโ€™s multimodal audioโ€“gestural dataset, has led to the successful modeling of Humanโ€“Robot Communication, achieving an effective and natural interaction between users and the assistive robotic platform. In order to evaluate the I-Support system, two multinational validation studies were conducted under realistic operating conditions in two clinical pilot sites. Some of the findings of these studies are presented and analyzed in the paper, showing good results in terms of: (i) high acceptability regarding the system usability by this particularly challenging target group, the elderly end-users, and (ii) overall task effectiveness of the system in different operating modes

    The use of mHealth solutions in active and healthy ageing promotion: an explorative scoping review

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    The global population aged 60 years and over is expected to almost double between 2015 and 2050 from 12.0% to 22.0%, which will directly impact countries' labor market composition and increase the economic pressure on their healthcare systems. One way to address these challenges is to promote Active and Healthy Ageing (AHA) using mobile Health (mHealth). This research aims to provide an initial overview of the width and the depth of contemporary preventive mHealth solutions that promote AHA among healthy, independent older adults (individuals aged 60 years and over). To do so, an explorative scoping review was applied to search online databases for recent studies (March 2015 - March 2020) addressing the promotion of mHealth solutions targeting healthy and independent older adults. We identified 31 publications that met the inclusion criteria. Most of them utilized either mobile (n=25) and/or wearable (n=11) devices. mHealth solutions mostly promoted AHA by targeting older adultsโ€™ active lifestyles or independence. Most of the studies (n=27) did not apply a theoretical framework on which the mHealth promotion was based. User-experience was positive (n=12) when the solution was easy to use but negative (n=11) when the participants were resistant or faced challenges using the device and/or technology. The review concludes that mHealth offers the opportunity to combat the issues faced by an unhealthy and dependent aging population by promoting AHA through focusing on older adultsโ€™ Lifestyle, Daily functioning, and Participation. Future research should use multidisciplinary integrated approaches and strong theoretical and methodological foundations to investigate mHealth solutions' impact on AHA behavioral change

    Design Principles of Mobile Information Systems in the Digital Transformation of the Workplace - Utilization of Smartwatch-based Information Systems in the Corporate Context

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    During the last decades, smartwatches emerged as an innovative and promising technology and hit the consumer market due to the accessibility of affordable devices and predominant acceptance caused by the considerable similarity to common wristwatches. With the unique characteristics of permanent availability, unobtrusiveness, and hands-free operation, they can provide additional value in the corporate context. Thus, this thesis analyzes use cases for smartwatches in companies, elaborates on the design of smartwatch-based information systems, and covers the usability of smartwatch applications during the development of smartwatch-based information systems. It is composed of three research complexes. The first research complex focuses on the digital assistance of (mobile) employees who have to execute manual work and have been excluded so far from the benefits of the digitalization since they cannot operate hand-held devices. The objective is to design smartwatch-based information systems to support workflows in the corporate context, facilitate the daily work of numerous employees, and make processes more efficient for companies. During a design science research approach, smartwatch-based software artifacts are designed and evaluated in use cases of production, support, security service, as well as logistics, and a nascent design theory is proposed to complement theory according to mobile information system research. The evaluation shows that, on the one hand, smartwatches have enormous potential to assist employees with a fast and ubiquitous exchange of information, instant notifications, collaboration, and workflow guidance while they can be operated incidentally during manual work. On the other hand, the design of smartwatch-based information systems is a crucial factor for successful long-term deployment in companies, and especially limitations according to the small form-factor, general conditions, acceptance of the employees, and legal regulations have to be addressed appropriately. The second research complex addresses smartwatch-based information systems at the office workplace. This broadens and complements the view on the utilization of smartwatches in the corporate context in addition to the mobile context described in the first research complex. Though smartwatches are devices constructed for mobile use, the utilization in low mobile or stationary scenarios also has benefits due they exhibit the characteristic of a wearable computer and are directly connected to the employeeโ€™s body. Various sensors can perceive employee-, environment- and therefore context-related information and demand the employeesโ€™ attention with proactive notifications that are accompanied by a vibration. Thus, a smartwatch-based and gamified information system for health promotion at the office workplace is designed and evaluated. Research complex three provides a closer look at the topic of usability concerning applications running on smartwatches since it is a crucial factor during the development cycle. As a supporting element for the studies within the first and second research complex, a framework for the usability analysis of smartwatch applications is developed. For research, this thesis contributes a systemization of the state-of-the-art of smartwatch utilization in the corporate context, enabling and inhibiting influence factors of the smartwatch adoption in companies, and design principles as well as a nascent design theory for smartwatch-based information systems to support mobile employees executing manual work. For practice, this thesis contributes possible use cases for smartwatches in companies, assistance in decision-making for the introduction of smartwatch-based information systems in the corporate context with the Smartwatch Applicability Framework, situated implementations of a smartwatch-based information system for typical use cases, design recommendations for smartwatch-based information systems, an implementation of a smartwatch-based information system for the support of mobile employees executing manual work, and a usability-framework for smartwatches to automatically access usability of existing applications providing suggestions for usability improvement

    Personal technology use amongst stroke patients : understanding the best platforms for the design of health interventions in treatment and rehabilitation

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    Europe's healthcare systems are under strain with an ageing population contributing to increased risk of strokes. Rapid technology adaption is needed to prevent, rehabilitate and manage symptoms. This paper identifies what technology platforms are most familiar and accessible to stroke patients to guide designers and engineers to develop future interventions. A survey was distributed to 100 inpatients at a stroke unit, identifying patients' accessibility and usage of personal technologies. Results showed that desktop/laptops and smartphones were most used as opposed to tablets and smartwatches. Different technologies were used for different tasks with a notable lack of devices used for personal health. The underlying reasons for this are discussed with recommendations made on what personal technology platforms should be implemented by designers and engineers in technology-based health interventions

    Design Strategy for Integrated Personal Health Records: Improving the User Experience of Digital Healthcare and Wellbeing

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    This dissertation addresses the timely problem of designing Integrated Personal Health Records (PHR). The goal is to provide citizens with digital user experiences, sustainable and flexible enough, for gaining control over their personal health information in a seamless way. Most importantly, so that people are able to reflect and act upon their selfknowledge, towards the accomplishment of their good health and wellbeing. Towards this end, the Integrated PHR as an emerging model in the field of Health IT, was the framework that set this research forward on exploring how communication and collaboration between patients and providers can be improved, which naturally impacts the field of HCI. Acknowledging that today patients are the ones who own all that is recorded about their health data, this new model was object of a design strategy that shaped the results presented in this dissertation. These have showed how patients can have more control of their health over time, through a patient-centered, organic system, which has the ability of combining multiple sources of data both from patient and provider side. As this new type of PHR fosters the creation of integrated networks, this milestone was achieved in this research by interacting with cross-channel user experiences that took part of nationwide healthcare ecosystems. The work presented herein, has demonstrated through the analysis and development of two use cases in cooperation with organizations connected to the Portuguese Ministry of Health, how an Integrated PHR can be a powerful personal tool, to be used by the citizen with undeniable value to the demands of an aging society. The use cases structured the thesis into two parts. The first part in collaboration with the Portuguese National Patient Portal, combines an Integrated PHR and incorporates the Portuguese Data Sharing Platform (PDS), which can be used by any Portuguese citizen. This use case study led to a proposal of the portal by also creating a foundational model for designing Integrated PHRs. The second part in collaboration with the Portuguese National Senior Telehealth Program (Saรบde 24 Sรฉnior), led to another proposal for an Integrated PHR, applying the outcomes from Part 1 and the requirements that derived from the findings explored in this second use case study. The proposed solution, has the potential to be used by the Portuguese senior community in the scope of home assistive care. Both proposals applied a user experience design methodology and included the development of two prototypes. The engagement of the stakeholders during the two case studies was accomplished with participatory design methods and followed a multidisciplinary approach to create solutions that would meet the human, politics and behavior interdependencies that were inherent to the process of working with large healthcare organizations. The provided contributions from this thesis intent to be part of a transition process that is changing the behavior of the healthcare sector, which is increasingly moving towards the improvement of the patient-provider relationship, patient engagement, collaborative care and positive computing, where digital technologies play a key role

    Indonesian smart schools: Their influence on the ability of information literacy on the biology field

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    Information literacy in the information society era is very important for every individual, especially for students to prevent misunderstandings and misconceptions. Digital-based learning can influence on students' information literacy abilities. The purpose of the study is to look at the effect of digital-based learning (Indonesian Smart Schools) on students' information literacy abilities. This research was conducted from February to June 2019, at SMA Negeri 2 Tasikmalaya. The research method was a true-experimental design with randomized pretest-posttest control group design. This study population was class X, amounting to 299 people, with cluster random sampling technique, the results were class X MIPA 1 (experimental) and X MIPA 5 (control). The information literacy research instrument uses a validated instrument from SAILSยฎ (30 items). Based on the ANCOVA analysis at the significance level (ฮฑ) = 0.05 and based on the comparison of the values gain, it can be concluded that there was an effect of digital-based learning on students' information literacy abilities on Animalia material. Indonesian Smart Schools can be alternative digital learning to hone the ability of information literacy on Animalia material. Indonesian Smart Schools can be an alternative to digital learning to hone the ability of information literacy.

    Smart aging : utilisation of machine learning and the Internet of Things for independent living

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    Smart aging utilises innovative approaches and technology to improve older adultsโ€™ quality of life, increasing their prospects of living independently. One of the major concerns the older adults to live independently is โ€œserious fallโ€, as almost a third of people aged over 65 having a fall each year. Dementia, affecting nearly 9% of the same age group, poses another significant issue that needs to be identified as early as possible. Existing fall detection systems from the wearable sensors generate many false alarms; hence, a more accurate and secure system is necessary. Furthermore, there is a considerable gap to identify the onset of cognitive impairment using remote monitoring for self-assisted seniors living in their residences. Applying biometric security improves older adultsโ€™ confidence in using IoT and makes it easier for them to benefit from smart aging. Several publicly available datasets are pre-processed to extract distinctive features to address fall detection shortcomings, identify the onset of dementia system, and enable biometric security to wearable sensors. These key features are used with novel machine learning algorithms to train models for the fall detection system, identifying the onset of dementia system, and biometric authentication system. Applying a quantitative approach, these models are tested and analysed from the test dataset. The fall detection approach proposed in this work, in multimodal mode, can achieve an accuracy of 99% to detect a fall. Additionally, using 13 selected features, a system for detecting early signs of dementia is developed. This system has achieved an accuracy rate of 93% to identify a cognitive decline in the older adult, using only some selected aspects of their daily activities. Furthermore, the ML-based biometric authentication system uses physiological signals, such as ECG and Photoplethysmogram, in a fusion mode to identify and authenticate a person, resulting in enhancement of their privacy and security in a smart aging environment. The benefits offered by the fall detection system, early detection and identifying the signs of dementia, and the biometric authentication system, can improve the quality of life for the seniors who prefer to live independently or by themselves

    The Effect of Font Type and Font Size on the Legibility in Smart Watch Usage of the Elderly People

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    ํ•™์œ„๋…ผ๋ฌธ (์„์‚ฌ)-- ์„œ์šธ๋Œ€ํ•™๊ต ๋Œ€ํ•™์› : ๊ณต๊ณผ๋Œ€ํ•™ ์‚ฐ์—…๊ณตํ•™๊ณผ, 2018. 8. ์œค๋ช…ํ™˜.์ „ ์„ธ๊ณ„์ ์œผ๋กœ ๋Š˜์–ด๋‚˜๊ณ  ์žˆ๋Š” ๊ณ ๋ น ์ธ๊ตฌ์— ๋”ฐ๋ผ, ๊ณ ๋ น์ž์˜ ๊ฑด๊ฐ• ๊ด€๋ฆฌ์— ๋Œ€ํ•œ ์š”๊ตฌ์™€ ๋น„์šฉ ๋˜ํ•œ ๋Š˜์–ด๋‚  ๊ฒƒ์œผ๋กœ ์˜ˆ์ƒ๋˜๊ณ  ์žˆ๋‹ค. ๊ทธ์— ๋”ฐ๋ผ ๊ณ ๋ น์ž์˜ ๊ฑด๊ฐ• ์ƒํƒœ๋ฅผ ์—ฐ์†์ ์ด๊ณ  ๊ฒฝ์ œ์ ์œผ๋กœ ๋ชจ๋‹ˆํ„ฐ๋งํ•  ์ˆ˜ ์žˆ๋Š” ์›จ์–ด๋Ÿฌ๋ธ” ๋””๋ฐ”์ด์Šค๋ฅผ ์ด์šฉํ•œ ๊ฑด๊ฐ• ๊ด€๋ฆฌ ๋ชจ๋‹ˆํ„ฐ๋ง ์‹œ์Šคํ…œ์— ๋Œ€ํ•œ ์—ฐ๊ตฌ๊ฐ€ ํ™œ๋ฐœํ•˜๊ฒŒ ์ด๋ฃจ์–ด์ง€๊ณ  ์žˆ๋‹ค. ์Šค๋งˆํŠธ ์›Œ์น˜๋Š” ๊ณ ๋ น์ž์˜ ๊ฑด๊ฐ• ๊ด€๋ฆฌ ๋ชจ๋‹ˆํ„ฐ๋ง ์‹œ์Šคํ…œ์— ์ ์šฉ๋˜๊ธฐ์— ์ ํ•ฉํ•œ ์›จ์–ด๋Ÿฌ๋ธ” ๋””๋ฐ”์ด์Šค ์ค‘ ํ•˜๋‚˜์ด๋‹ค. ๊ทธ๋Ÿฌ๋‚˜ ์Šค๋งˆํŠธ ์›Œ์น˜์˜ ์ž‘์€ ๋””์Šคํ”Œ๋ ˆ์ด๋กœ ์ธํ•œ ๋‚ฎ์€ ๊ฐ€๋…์„ฑ์€ ๋ฌธ์ œ์ ์œผ๋กœ ์ง€์ ๋˜๊ณ  ์žˆ๋‹ค. ๊ฐ€๋…์„ฑ์€ ์ œํ’ˆ์˜ ์‚ฌ์šฉ์„ฑ ์š”์ธ ์ค‘์— ํ•˜๋‚˜์ด๋ฉฐ, ๊ณ ๋ น์ž์˜ ๊ธฐ๊ธฐ ์ˆ˜์šฉ๋„์— ์˜ํ–ฅ์„ ๋ฏธ์น  ์ˆ˜ ์žˆ๊ธฐ ๋•Œ๋ฌธ์—, ์ œํ’ˆ์˜ ๊ฐ€๋…์„ฑ์„ ํ–ฅ์ƒ์‹œํ‚ค๋Š” ๊ฒƒ์€ ๋งค์šฐ ์ค‘์š”ํ•œ ๋ฌธ์ œ์ด๋‹ค. ๊ทธ๋Ÿฌ๋‚˜ ๊ณ ๋ น์ž๋ฅผ ๋Œ€์ƒ์œผ๋กœ ํ•œ ์Šค๋งˆํŠธ ์›Œ์น˜์˜ ๊ฐ€๋…์„ฑ ์—ฐ๊ตฌ๋Š” ๋ฏธ๋น„ํ•œ ์‹ค์ •์ด๋‹ค. ๋”ฐ๋ผ์„œ, ๋ณธ ์—ฐ๊ตฌ์—์„œ๋Š” ๊ณ ๋ น์ž๋ฅผ ๋Œ€์ƒ์œผ๋กœ ์†Œํ˜• ๋””์Šคํ”Œ๋ ˆ์ด์—์„œ ์ค‘์š”ํ•œ ๊ฐ€๋…์„ฑ ์˜ํ–ฅ ์š”์ธ์œผ๋กœ ๊ผฝํžˆ๋Š” ๊ธ€์ž์ฒด์™€ ๊ธ€์ž ํฌ๊ธฐ๊ฐ€ ์Šค๋งˆํŠธ ์›Œ์น˜์˜ ๊ฐ€๋…์„ฑ์— ๋ฏธ์น˜๋Š” ์˜ํ–ฅ์„ ์•Œ์•„๋ณด๊ณ ์ž ํ•˜์˜€๋‹ค. ๊ธ€์ž์ฒด์˜ ๊ฒฝ์šฐ ๊ณ ๋”•์ฒด์™€ ๋ช…์กฐ์ฒด๋ฅผ ๋Œ€์ƒ์œผ๋กœ ํ•˜์˜€์œผ๋ฉฐ, ๊ธ€์ž ํฌ๊ธฐ์˜ ๊ฒฝ์šฐ 9 point, 10 point, 11 point, 12 point๋ฅผ ๋Œ€์ƒ์œผ๋กœ ํ•˜์˜€๋‹ค. ๊ทธ ํ›„ ๊ฒฐ๊ณผ๋ฅผ ๋ฐ˜์‘ ์‹œ๊ฐ„, ์˜ค๋ฅ˜ ํšŸ์ˆ˜, ์ฃผ๊ด€์  ๋งŒ์กฑ๋„๋กœ ๋‚˜๋ˆ„์–ด ๋ถ„์„ํ•˜์˜€๋‹ค. ์‹คํ—˜ ๊ฒฐ๊ณผ, ๊ธ€์ž์ฒด์— ๋”ฐ๋ฅธ ๋ฐ˜์‘ ์‹œ๊ฐ„, ์˜ค๋ฅ˜ ํšŸ์ˆ˜, ์ฃผ๊ด€์  ๋งŒ์กฑ๋„์— ํ†ต๊ณ„์ ์œผ๋กœ ์œ ์˜๋ฏธํ•œ ์ฐจ์ด๋Š” ๋‚˜ํƒ€๋‚˜์ง€ ์•Š์•˜๋‹ค. ๊ทธ๋Ÿฌ๋‚˜ ์ข…ํ•ฉ ๋งŒ์กฑ๋„์—์„œ๋Š” ๋ช…์กฐ์ฒด๋ณด๋‹ค ๊ณ ๋”•์ฒด๊ฐ€ ๋” ๋†’์€ ๋งŒ์กฑ๋„๋ฅผ ๋ณด์˜€๋‹ค. ๋”ฐ๋ผ์„œ ์„ ํ˜ธ๋„๊ฐ€ ์ค‘์š”ํ•œ ์ธํ„ฐํŽ˜์ด์Šค์˜ ๊ฒฝ์šฐ ๊ณ ๋”•์ฒด๋ฅผ ์‚ฌ์šฉํ•  ๊ฒƒ์„ ๊ถŒ์žฅํ•œ๋‹ค. ์ด์™€ ๋‹ฌ๋ฆฌ ๊ฐ ๊ธ€์ž์ฒด์—์„œ ๊ธ€์ž ํฌ๊ธฐ์˜ ๋ณ€ํ™”์— ๋”ฐ๋ฅธ ๊ฐ€๋…์„ฑ์˜ ์ฐจ์ด๋Š” ๋‹ค๋ฅด๊ฒŒ ๋‚˜ํƒ€๋‚ฌ๋‹ค. ๊ณ ๋”•์ฒด์˜ ๊ฒฝ์šฐ ๋ฐ˜์‘ ์‹œ๊ฐ„์˜ ์ฐจ์ด๋Š” ์—†์—ˆ์ง€๋งŒ ์˜ค๋ฅ˜ ํšŸ์ˆ˜์—์„œ 10 point์™€ 11 point๊ฐ€ 9 point์™€ 12 point๋ณด๋‹ค ๋” ์ข‹์€ ๊ฒฐ๊ณผ๋ฅผ ๋ณด์˜€์œผ๋ฉฐ, ์ฃผ๊ด€์  ๋งŒ์กฑ๋„์—์„œ๋„ ์ •ํ™•๋„์™€ ํŽธ์•ˆํ•จ์—์„œ 11 point๊นŒ์ง€๋Š” ๊ธ€์ž ํฌ๊ธฐ๊ฐ€ ์ปค์งˆ์ˆ˜๋ก ๋งŒ์กฑ๋„๊ฐ€ ๋†’์•„์ง€๋‹ค๊ฐ€ 12 point์—์„œ๋Š” ๋” ๋‚ฎ์•„์ง€๋Š” ๊ฒฝํ–ฅ์„ ๋ณด์˜€๋‹ค. ๋ช…์กฐ์ฒด์˜ ๊ฒฝ์šฐ, ๋ฐ˜์‘ ์‹œ๊ฐ„์—์„œ 9 point์™€ 10 point๋ณด๋‹ค 11 point์™€ 12 point๊ฐ€ ๋” ์ข‹์€ ๊ฒฐ๊ณผ๋ฅผ ๋ณด์˜€์œผ๋ฉฐ, ์˜ค๋ฅ˜ ํšŸ์ˆ˜์—์„œ๋Š” ์ฐจ์ด๊ฐ€ ๋‚˜ํƒ€๋‚˜์ง€ ์•Š์•˜๋‹ค. ๋˜ํ•œ, ํ†ต๊ณ„์ ์œผ๋กœ ์ฐจ์ด๋Š” ์—†์—ˆ์ง€๋งŒ, ์ฃผ๊ด€์  ๋งŒ์กฑ๋„์—์„œ๋„ ์ •ํ™•๋„์™€ ํŽธ์•ˆํ•จ์—์„œ ๋ชจ๋‘ ๊ธ€์ž ํฌ๊ธฐ๊ฐ€ ์ปค์งˆ์ˆ˜๋ก ๋งŒ์กฑ๋„๊ฐ€ ๋†’์•„์ง€๋Š” ๊ฒฝํ–ฅ์„ ๋ณด์˜€๋‹ค. ๋”ฐ๋ผ์„œ, ๊ณ ๋”•์ฒด๋ฅผ ์‚ฌ์šฉํ•  ๊ฒฝ์šฐ์—๋Š” 11 point, ๋ช…์กฐ์ฒด๋ฅผ ์‚ฌ์šฉํ•  ๊ฒฝ์šฐ์—๋Š” 12 point ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•œ๋‹ค. ๋ณธ ์—ฐ๊ตฌ๋Š” ๊ณ ๋ น์ž์˜ ์Šค๋งˆํŠธ ์›Œ์น˜ ์‚ฌ์šฉ์— ์žˆ์–ด ๊ธ€์ž์ฒด์™€ ๊ธ€์ž ํฌ๊ธฐ์— ๋Œ€ํ•œ ๊ฐ€๋…์„ฑ ์ง€์นจ์„ ์ œ์‹œํ•˜๊ณ ์ž ํ•˜์˜€๋‹ค. ์ด๋Š” ๊ณ ๋ น์ž์˜ ์Šค๋งˆํŠธ ์›Œ์น˜ ์‚ฌ์šฉ์—์„œ ์‚ฌ์šฉ์„ฑ์„ ๋†’์ผ ๊ฒƒ์œผ๋กœ ๊ธฐ๋Œ€๋˜๋ฉฐ, ์ด๋กœ ์ธํ•ด ๊ณ ๋ น์ž์˜ ์Šค๋งˆํŠธ ์›Œ์น˜ ๊ธฐ๊ธฐ์— ๋Œ€ํ•œ ์ˆ˜์šฉ๋„ ๋˜ํ•œ ๋†’์ผ ์ˆ˜ ์žˆ์„ ๊ฒƒ์œผ๋กœ ๊ธฐ๋Œ€๋œ๋‹ค. ์ฃผ์š”์–ด : ๊ณ ๋ น์ž, ์Šค๋งˆํŠธ ์›Œ์น˜, ๊ฐ€๋…์„ฑ, ๊ธ€์ž์ฒด, ๊ธ€์ž ํฌ๊ธฐ์ œ 1 ์žฅ ์„œ๋ก  1 1.1 ์—ฐ๊ตฌ ๋ฐฐ๊ฒฝ ๋ฐ ๋ชฉ์  1 1.2 ๋…ผ๋ฌธ์˜ ๊ตฌ์„ฑ 3 ์ œ 2 ์žฅ ๋ฐฐ๊ฒฝ ์ด๋ก  5 2.1 ๊ณ ๋ น์ž 5 2.1.1 ๊ณ ๋ น์ž์™€ ๊ณ ๋ น ์‚ฌํšŒ 5 2.1.2 ๊ณ ๋ น์ž์˜ ํŠน์„ฑ 5 2.2 ์Šค๋งˆํŠธ ์›Œ์น˜(Smart Watch) 7 2.2.1 ์Šค๋งˆํŠธ ์›Œ์น˜์˜ ์ •์˜์™€ ๊ธฐ๋Šฅ 7 2.2.2 ๊ณ ๋ น์ž์™€ ์Šค๋งˆํŠธ ์›Œ์น˜ 8 2.3 ๊ฐ€๋…์„ฑ 10 2.3.1 ๊ฐ€๋…์„ฑ์˜ ์ •์˜ 10 2.3.2 ๊ฐ€๋…์„ฑ์— ์˜ํ–ฅ์„ ๋ฏธ์น˜๋Š” ์š”์ธ 12 2.3.3 ์„œ์ฒด 14 2.3.4 ๊ฐ€๋…์„ฑ ์ธก์ • ๋ฐฉ๋ฒ• 16 2.3.5 ๊ณ ๋ น์ž์— ๊ด€ํ•œ ๊ฐ€๋…์„ฑ ์—ฐ๊ตฌ 18 2.3.6 ์Šค๋งˆํŠธ ์›Œ์น˜์— ๊ด€ํ•œ ๊ฐ€๋…์„ฑ ์—ฐ๊ตฌ 20 ์ œ 3 ์žฅ ์—ฐ๊ตฌ ๋ฐฉ๋ฒ• 23 3.1 ํ”ผ์‹คํ—˜์ž 23 3.2 ์‹คํ—˜ ์žฅ๋น„ 23 3.3 ์‹คํ—˜ ์ž๊ทน 25 3.4 ๋…๋ฆฝ ๋ณ€์ธ 26 3.5 ์ข…์† ๋ณ€์ธ 26 3.6 ์‹คํ—˜ ์ ˆ์ฐจ 27 3.7 ์‹คํ—˜ ํ™˜๊ฒฝ 28 ์ œ 4 ์žฅ ์‹คํ—˜ ๊ฒฐ๊ณผ 30 4.1 ์—ฐ๊ตฌ ๊ฐ€์„ค 30 4.2 ๋ฐ˜์‘ ์‹œ๊ฐ„ 31 4.2.1 ์ •๊ทœ์„ฑ ๊ฒ€์ • 32 4.2.2 ๋ถ„์‚ฐ์˜ ๋™์งˆ์„ฑ ๊ฒ€์ • 33 4.2.3 ๋ถ„์‚ฐ ๋ถ„์„ 33 4.3 ์˜ค๋ฅ˜ ํšŸ์ˆ˜ 38 4.3.1 ์ •๊ทœ์„ฑ ๊ฒ€์ • 39 4.3.2 Mann-Whitney U ๊ฒ€์ • 40 4.3.3 Kruskall-Wallis ๊ฒ€์ • 41 4.4 ์ฃผ๊ด€์  ๋งŒ์กฑ๋„ 47 4.4.1 ์ •ํ™•๋„ ์ •๊ทœ์„ฑ ๊ฒ€์ • 47 4.4.2 ์ •ํ™•๋„ Mann-Whitney U ๊ฒ€์ • 48 4.4.3 ์ •ํ™•๋„ Kruskall-Wallis ๊ฒ€์ • 50 4.4.4 ํŽธ์•ˆํ•จ ์ •๊ทœ์„ฑ ๊ฒ€์ • 55 4.4.5 ํŽธ์•ˆํ•จ Mann-Whitney U ๊ฒ€์ • 56 4.4.6 ํŽธ์•ˆํ•จ Kruskall-Wallis ๊ฒ€์ • 57 4.4.7 ์ข…ํ•ฉ ๋งŒ์กฑ๋„ 62 ์ œ 5 ์žฅ ๋…ผ์˜ 64 ์ œ 6 ์žฅ ๊ฒฐ๋ก  67 6.1 ๊ฒฐ๋ก  67 6.2 ์—ฐ๊ตฌ์˜ ํ•œ๊ณ„ 68 6.3 ํ–ฅํ›„ ์—ฐ๊ตฌ ๊ณผ์ œ ๋ฐ ์—ฐ๊ตฌ ์˜์˜ 70 ์ฐธ๊ณ ๋ฌธํ—Œ 71 Abstract 82Maste
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