• 제목/요약/키워드: Wearable Sensors

검색결과 296건 처리시간 0.027초

2단계 히든마코프 모델을 이용한 제스쳐의 성능향상 연구 (Improvement of Gesture Recognition using 2-stage HMM)

  • 정훤재;박현준;김동한
    • 제어로봇시스템학회논문지
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    • 제21권11호
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    • pp.1034-1037
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    • 2015
  • In recent years in the field of robotics, various methods have been developed to create an intimate relationship between people and robots. These methods include speech, vision, and biometrics recognition as well as gesture-based interaction. These recognition technologies are used in various wearable devices, smartphones and other electric devices for convenience. Among these technologies, gesture recognition is the most commonly used and appropriate technology for wearable devices. Gesture recognition can be classified as contact or noncontact gesture recognition. This paper proposes contact gesture recognition with IMU and EMG sensors by using the hidden Markov model (HMM) twice. Several simple behaviors make main gestures through the one-stage HMM. It is equal to the Hidden Markov model process, which is well known for pattern recognition. Additionally, the sequence of the main gestures, which comes from the one-stage HMM, creates some higher-order gestures through the two-stage HMM. In this way, more natural and intelligent gestures can be implemented through simple gestures. This advanced process can play a larger role in gesture recognition-based UX for many wearable and smart devices.

웨어러블 디바이스를 위한 다중 센서/통신용 모듈형 플랫폼 기술 (Modular platform techniques for multi-sensor/communication of wearable devices)

  • 박성훈;김주언;윤동현;백광현
    • 전기전자학회논문지
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    • 제21권3호
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    • pp.185-194
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    • 2017
  • 본 논문에서는 다양한 분야와 환경에서 필요에 따라 기능을 쉽게 교환하고 조립이 가능한 모듈형 웨어러블 플랫폼을 제안한다. 제안된 플랫폼은 국내 CPU 코어 기반의 모듈형 플랫폼과 다양한 환경에 빠르게 대응하여 자유롭게 연결 가능한 plug & play 플랫폼으로 구성된다. 설계된 SoC는 32-bit RISC CPU, 32-bit symmetric multi-core processor, 그리고 16-bit DSP (CDSP)로 구성되고 여기에 필요에 따라 센서 모듈과 통신 모듈이 체인 형태로 연결된다. SoC 칩은 130nm 공정으로 개발되었고 온도와 습도 센서를 이용하여 제안된 모듈형 웨어러블 플랫폼의 기능의 동작을 검증하였다.

AHRS 알고리즘을 이용한 영유아 모니터링 시스템 개발 (Implementation of Infant Monitoring System using AHRS Algorithm)

  • 김은;김석훈;김대영
    • Journal of Platform Technology
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    • 제6권4호
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    • pp.41-48
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    • 2018
  • 영유아 관련 사고는 빈번하게 발생하고 있으며 초동 조치가 원활하지 않을 경우 더 큰 사고로 이어질 수 있다. 신속한 초동 조치를 위해서는 적절한 모니터링 시스템이 요구되며, 아동의 생체 상태에 대한 정확한 모니터링과 긴급한 상황 발생에 대해서 즉각적인 통보가 가능한 시스템의 구축이 필요하다. 최근 IoT 기술의 발전과 더불어 다양한 형태의 센서들이 초소형으로 개발되고 있으며 스마트 폰의 발전과 더불어 스마트 폰과의 연계된 웨어러블 디바이스의 개발이 가속화 되고 있다. 이러한 웨어러블 디바이스를 사용하여 영유아 사고의 위험을 줄이고 사고 발생시 신속한 대응이 가능해 진다. 본 논문에서는 영유아 상태에 대한 모니터링이 가능한 웨어러블 시스템을 제안하고 영유아 사고를 예방하기 위한 서비스를 제시한다.

웨어러블 기반 사용자 위험상황 식별 시스템 (Wearable Based User Danger Situation Discerning System)

  • 유동균;황종선;김한길;김한경;정회경
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2016년도 추계학술대회
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    • pp.792-793
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    • 2016
  • 최근 의료시스템과 정보통신기술을 융합하여 언제 어디서나 제약을 받지 않고 사용자의 생체정보를 측정하는 웨어러블에 대한 연구가 진행되고 있다. 그러나 기존의 웨어러블 기기는 측정된 생체정보를 모니터링 할뿐 사용자가 위급한상황이 발생할 경우에 대한 대처는 미흡한 실정이다. 본 논문에서는 이러한 문제점을 해결하기 위해 생체정보를 측정하는 센서들과 알고리즘을 활용하여 사용자의 상태를 식별하는 시스템을 제안한다. 이를 통해 사용자가 낙상이나 넘어짐 같은 위험상황이 발생할 경우 지정된 보호자에게 긴급 알림 메시지를 전송하여 위험상황을 신속하게 대처할 수 있을 것으로 사료된다.

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다양한 웨어러블 디바이스를 활용한 크로스컨트리스키 실시간 위치 추적: 사례 연구 (Real-time Location Tracking Analysis of Cross-country Skiing using Various Wearable Devices: A Case Study)

  • Hwang, Jinny;Kim, Jinhae;Kim, Hyeyoung;Moon, Jeheon;Lee, Jusung;Kim, Jinhyeok
    • 한국운동역학회지
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    • 제29권1호
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    • pp.1-8
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    • 2019
  • Objective: The purpose of this study was to confirm that the cross-country ski sprint course in PyeongChang, where the 2018 Winter Olympics course was to utilize wearable devices equipped with inertial measurement unit (IMU), global positioning system (GPS) and heart rates sensor. Method: For the data collection, two national level cross-country (XC) skiers performed classic technique on the entire sprint course. We analyzed cycle characteristics, range of motion on double poling (DP) technique, average velocity, and displacement of 3 points according to the terrain. Results: The absolute cycle time gradually decreased during starting, middle and finish sections. While the length of the DP increased and the heart rates tended to increase for men skier. In addition, the results indicated that range of motion of knee joint during starting and finish section decreased more than middle section. The errors of latitude and longitude data collected through GPS were within 3 m from 3 points. Conclusion: Through the first case study in Korea, which analyzed the location and condition of XC skiers in the entire sprint course in real time, confirmed that feedback was available in the field using various wearable sensors.

Wearable Sensor based Gait Pattern Analysis for detection of ON/OFF State in Parkinson's Disease

  • Aich, Satyabrata;Park, Jinse;Joo, Moon-il;Sim, Jong Seong;Kim, Hee-Cheol
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2019년도 춘계학술대회
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    • pp.283-284
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    • 2019
  • In the last decades patient's suffering with Parkinson's disease is increasing at a rapid rate and as per prediction it will grow more rapidly as old age population is increasing at a rapid rate through out the world. As the performance of wearable sensor based approach reached to a new height as well as powerful machine learning technique provides more accurate result these combination has been widely used for assessment of various neurological diseases. ON state is the state where the effect of medicine is present and OFF state the effect of medicine is reduced or not present at all. Classification of ON/OFF state for the Parkinson's disease is important because the patients could injure them self due to freezing of gait and gait related problems in the OFF state. in this paper wearable sensor based approach has been used to collect the data in ON and OFF state and machine learning techniques are used to automate the classification based on the gait pattern. Supervised machine learning techniques able to provide 97.6% accuracy while classifying the ON/OFF state.

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Evolution of the Stethoscope: Advances with the Adoption of Machine Learning and Development of Wearable Devices

  • Yoonjoo Kim;YunKyong Hyon;Seong-Dae Woo;Sunju Lee;Song-I Lee;Taeyoung Ha;Chaeuk Chung
    • Tuberculosis and Respiratory Diseases
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    • 제86권4호
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    • pp.251-263
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    • 2023
  • The stethoscope has long been used for the examination of patients, but the importance of auscultation has declined due to its several limitations and the development of other diagnostic tools. However, auscultation is still recognized as a primary diagnostic device because it is non-invasive and provides valuable information in real-time. To supplement the limitations of existing stethoscopes, digital stethoscopes with machine learning (ML) algorithms have been developed. Thus, now we can record and share respiratory sounds and artificial intelligence (AI)-assisted auscultation using ML algorithms distinguishes the type of sounds. Recently, the demands for remote care and non-face-to-face treatment diseases requiring isolation such as coronavirus disease 2019 (COVID-19) infection increased. To address these problems, wireless and wearable stethoscopes are being developed with the advances in battery technology and integrated sensors. This review provides the history of the stethoscope and classification of respiratory sounds, describes ML algorithms, and introduces new auscultation methods based on AI-assisted analysis and wireless or wearable stethoscopes.

웨어러블 테크놀로지와 미래 소재 (Wearable Technology with Future Fabrics)

  • 박혜숙;이재정
    • 한국의류학회지
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    • 제30권12호
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    • pp.1800-1809
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    • 2006
  • 첨단소재와 테크놀로지를 수용 접목하기 위한 연구는 컴퓨터 공학 분야와 패션에서 나날이 중요한 이슈로 부각되고 있다. 특히 웨어러블 컴퓨터는 통합 소프트웨어 개념, 커뮤니케이션 장치들과 착용자를 위해 '감지' 할 수 있는 옷으로 전환되는 센서가 갖고 있는 한계를 극복할 수 있는 새로운 아이디어들을 잠재하고 있어 앞으로 이 분야에서 많은 개발 가능성을 보이고 있다. 웨어러블 컴퓨터의 기능은 이제 더 이상 하나의 옷이기 보다 옷과 입을 수 있는 컴퓨터의 상호 작용이 되기도 한다. 이 착용할 수 있는 컴퓨터통신망은 자료를 전달하고 파워와 제어신호를 착용자 개개인의 공간 안에서 조절 가능하게 되었다. 그럼에도 현실적으로 웨어러블 컴퓨터가 상업적으로 정착하기에는 여러 가지 어려운 문제점들을 갖고 있다. 이러한 시점에서 본 논문은 일반인들이 갖고 있는 웨어러블 컴퓨터에 대한 인지도와 관심도를 조사 및 분석하고 앞으로의 상업적 전망을 연구하는데 목적을 두고, 패션의 주요 도시 중 하나인 런던에 거주하는 20-30대의 젊은 층을 대상으로 설문조사를 실시하였다. 설문조사를 통해 얻은 결론을 요약하면 다음과 같다. 첫째, 소비자들은 웨어러블 테크놀로지에 친근하지 않은 것으로 나타났다. 개인 정보가 유출될지도 모른다는 우려와 기계조작에 대한 거부감, 비싼 비용 등으로 부정적인 견해가 더욱 큰 것으로 나타났다. 둘째, 소비자들이 더욱 흥미를 갖는 웨어러블 컴퓨터 아이템들은 건강문제와 개인의 안전에 관한 것이며 이는 앞으로 이 분야의 잠재성과 시장성에 중요한 요인으로 작용하고 있음을 알 수 있었다. 마지막으로, 웨어러블 테크놀로지의 상업적 시장성을 위해서는 상호작용 장치의 단순화, 편리한 작동법 등도 소비자들에게 중요한 관건이 되고 있음을 알 수 있었다. 따라서 앞으로의 웨어러블 테크놀로지는 단순한 기술 개발에 앞서 소비자의 확실한 안전을 바탕으로한 상품의 제공을 위해서 다양한 연구조사가 보다 더 적극적으로 선행되어야 할 것으로 여겨진다.

Wearable Computers

  • Cho, Gil-Soo;Barfield, Woodrow;Baird, Kevin
    • 섬유기술과 산업
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    • 제2권4호
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    • pp.490-508
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    • 1998
  • One of the latest fields of research in the area of output devices is tactual display devices [13,31]. These tactual or haptic devices allow the user to receive haptic feedback output from a variety of sources. This allows the user to actually feel virtual objects and manipulate them by touch. This is an emerging technology and will be instrumental in enhancing the realism of wearable augmented environments for certain applications. Tactual displays have previously been used for scientific visualization in virtual environments by chemists and engineers to improve perception and understanding of force fields and of world models populated with the impenetrable. In addition to tactual displays, the use of wearable audio displays that allow sound to be spatialized are being developed. With wearable computers, designers will soon be able to pair spatialized sound to virtual representations of objects when appropriate to make the wearable computer experience even more realistic to the user. Furthermore, as the number and complexity of wearable computing applications continues to grow, there will be increasing needs for systems that are faster, lighter, and have higher resolution displays. Better networking technology will also need to be developed to allow all users of wearable computers to have high bandwidth connections for real time information gathering and collaboration. In addition to the technology advances that make users need to wear computers in everyday life, there is also the desire to have users want to wear their computers. In order to do this, wearable computing needs to be unobtrusive and socially acceptable. By making wearables smaller and lighter, or actually embedding them in clothing, users can conceal them easily and wear them comfortably. The military is currently working on the development of the Personal Information Carrier (PIC) or digital dog tag. The PIC is a small electronic storage device containing medical information about the wearer. While old military dog tags contained only 5 lines of information, the digital tags may contain volumes of multi-media information including medical history, X-rays, and cardiograms. Using hand held devices in the field, medics would be able to call this information up in real time for better treatment. A fully functional transmittable device is still years off, but this technology once developed in the military, could be adapted tp civilian users and provide ant information, medical or otherwise, in a portable, not obstructive, and fashionable way. Another future device that could increase safety and well being of its users is the nose on-a-chip developed by the Oak Ridge National Lab in Tennessee. This tiny digital silicon chip about the size of a dime, is capable of 'smelling' natural gas leaks in stoves, heaters, and other appliances. It can also detect dangerous levels of carbon monoxide. This device can also be configured to notify the fire department when a leak is detected. This nose chip should be commercially available within 2 years, and is inexpensive, requires low power, and is very sensitive. Along with gas detection capabilities, this device may someday also be configured to detect smoke and other harmful gases. By embedding this chip into workers uniforms, name tags, etc., this could be a lifesaving computational accessory. In addition to the future safety technology soon to be available as accessories are devices that are for entertainment and security. The LCI computer group is developing a Smartpen, that electronically verifies a user's signature. With the increase in credit card use and the rise in forgeries, is the need for commercial industries to constantly verify signatures. This Smartpen writes like a normal pen but uses sensors to detect the motion of the pen as the user signs their name to authenticate the signature. This computational accessory should be available in 1999, and would bring increased peace of mind to consumers and vendors alike. In the entertainment domain, Panasonic is creating the first portable hand-held DVD player. This device weight less than 3 pounds and has a screen about 6' across. The color LCD has the same 16:9 aspect ratio of a cinema screen and supports a high resolution of 280,000 pixels and stereo sound. The player can play standard DVD movies and has a hour battery life for mobile use. To summarize, in this paper we presented concepts related to the design and use of wearable computers with extensions to smart spaces. For some time, researchers in telerobotics have used computer graphics to enhance remote scenes. Recent advances in augmented reality displays make it possible to enhance the user's local environment with 'information'. As shown in this paper, there are many application areas for this technology such as medicine, manufacturing, training, and recreation. Wearable computers allow a much closer association of information with the user. By embedding sensors in the wearable to allow it to see what the user sees, hear what the user hears, sense the user's physical state, and analyze what the user is typing, an intelligent agent may be able to analyze what the user is doing and try to predict the resources he will need next or in the near future. Using this information, the agent may download files, reserve communications bandwidth, post reminders, or automatically send updates to colleagues to help facilitate the user's daily interactions. This intelligent wearable computer would be able to act as a personal assistant, who is always around, knows the user's personal preferences and tastes, and tries to streamline interactions with the rest of the world.

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목걸이형 센서를 이용한 머신러닝 기반 가축상태 모니터링 (Health Monitoring of Livestock using Neck Sensor based on Machine Learning)

  • 이웅섭;박성민;반태원;김성환;류종열;성길영
    • 한국정보통신학회논문지
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    • 제22권11호
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    • pp.1421-1427
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    • 2018
  • 사물 인터넷 기술의 급속한 발전으로 다양한 종류의 스마트 센서들이 개발 보급되고 있다. 이러한 스마트 센서들은 주로 관리자의 경험에 의해서 관리되던 축산업에도 최근 적용되어 가축 개체에 웨어러블 센서를 달거나 사물인터넷 센서를 갖춘 스마트팜 사용을 통해서 가축관리의 효율성을 향상시키고 있다. 본 논문에서는 목걸이형 스마트 센서를 이용하여 젖소의 체온과 운동량을 측정하고 이를 기반으로 개체의 상태를 파악하는 방안을 개발하였다. 특히 젖소 관리에서 제일 중요한 요소인 젖소의 발정여부를 파악하는 방안을 다양한 머신러닝 방법을 이용하여 분석하였고 이를 통해서 높은 정확도로 발정여부를 예측할 수 있음을 보였다. 제안한 방안의 사용을 통해서 젖소의 발정여부를 빠르게 확인하고 이를 통해서 젖소 관리의 효율성을 향상시킬 수 있다.