• Title/Summary/Keyword: Mobile u-Healthcare

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A Study on Integrated Medical Information Systems for the u-Healthcare Service Environment (u-Healthcare 서비스 환경에서의 통합의료정보시스템 연구)

  • Kim, SooKyun;Park, Gil-Ha;Jeong, JinYoung;Shin, JinSub;Kim, Seokhun
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.01a
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    • pp.299-300
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    • 2013
  • 의료시장의 무한경쟁과 의료 경영환경을 극복하기 위한 최선의 방안은 병원 업무의 전산화를 통한 시스템 간의 효율적인 정보교환의 필요성이 대두되고 있다. 또한, 처방전달시스템, 전자의무기록시스템, 검사정보시스템, 의료영상 저장 및 전송시스템 등의 이기종간 의료정보 시스템의 통합 시스템을 구축하여 진료환경을 구축하고 진료의 효율성을 개선해야 할 것이다. 본 논문에서는 업무 시스템 간에 상호 연계가 보장된 표준정보연계체계 구축 및 최적화된 응용시스템 구축으로 환자 서비스 개선과 진료 및 경영 효율을 증대시킨 통합의료정보시스템의 구축방안에 대하여 연구하였다.

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Multi-class Classification of Histopathology Images using Fine-Tuning Techniques of Transfer Learning

  • Ikromjanov, Kobiljon;Bhattacharjee, Subrata;Hwang, Yeong-Byn;Kim, Hee-Cheol;Choi, Heung-Kook
    • Journal of Korea Multimedia Society
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    • v.24 no.7
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    • pp.849-859
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    • 2021
  • Prostate cancer (PCa) is a fatal disease that occurs in men. In general, PCa cells are found in the prostate gland. Early diagnosis is the key to prevent the spreading of cancers to other parts of the body. In this case, deep learning-based systems can detect and distinguish histological patterns in microscopy images. The histological grades used for the analysis were benign, grade 3, grade 4, and grade 5. In this study, we attempt to use transfer learning and fine-tuning methods as well as different model architectures to develop and compare the models. We implemented MobileNet, ResNet50, and DenseNet121 models and used three different strategies of freezing layers techniques of fine-tuning, to get various pre-trained weights to improve accuracy. Finally, transfer learning using MobileNet with the half-layer frozen showed the best results among the nine models, and 90% accuracy was obtained on the test data set.

Design of an Efficient Electrocardiogram Measurement System based on Bluetooth Network using Sensor Network (Bluetooth기반의 센서네트워크를 이용한 효율적인 심전도 측정시스템 설계)

  • Kim, Sun-Jae;Oh, Won-Wook;Lee, Chang-Soo;Min, Byoung-Muk;Oh, Hae-Seok
    • The KIPS Transactions:PartC
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    • v.16C no.6
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    • pp.699-706
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    • 2009
  • The convergence tendency accelerates the realization of the ubiquitous healthcare (u-Healthcare) between the technology including the power generaation and IT-BT-NT of the ubiquitous computing technology. By rapidly analyzing a large amount of collected from the sensor network with processing and delivering to the medical team an u-Healthcare can provide a patient for an inappropriate regardless of the time and place. As to the existing u-Healthcare, since the sensor node all transmitted collected data by using with the Zigbee protocol the processing burden of the base node was big and there was many communication frequency of the sensor node. In this paper, the u-Healthcare system in which it can efficiently apply to mobile apparatuses it provided the transfer rate in which it is superior to the bio-signal delivery where there are the life and direct relation which by using the Bluetooth instead of the Zigbee protocol and in which it is variously used in the ubiquitous environment was designed. Moreover, by applying the EEF(Embedded Event Filtering) technique in which data in which it includes in the event defined in advance selected and it transmits with the base node, the communication frequency and were reduced. We confirmed to be the system in which it is efficient through the simulation result than the existing Electrocardiogram Measurement system.

A Hypertension Management Healthcare System in Mobile Environment (모바일 환경에서의 고혈압관리 헬스케어 시스템)

  • Lee, Mal-Rey;Kim, Eun-Gyung;Lee, Jae-Wan;Zang, Yu-Peng
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.3
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    • pp.552-558
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    • 2010
  • This is an example of ABSTRACT format. This study proposes a hypertension management system that implements a signal collision avoidance algorithm for RFID tags and enables accurate medical services for hypertension patients. The proposed system enables the mobile RFID reader to accurately recognize the RFID tag signals emitted from the patient by using OR logic. Moreover, the system adopts a multi-agent approach to provide and manage information on patient condition and automated medical service in a mobile environment.

A Study of the Health Monitoring System for u-Healthcare (u-Healthcare를 위한 건강모니터링 시스템에 관한 연구)

  • O, Ji-Soo;Lee, Myoung-Hwa;Lim, Myung-Jae;Lee, Ki-Young
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.9 no.4
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    • pp.9-15
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    • 2009
  • As disease and aging increased on the map of nuclear families, the interests in protecting individual privancy and u-Healthcare has increased as well. Until now, the health management of individual medical institutions have limited their researches on the future of offline diagnostics and treatment works, time and space only to medical services. However, in the future, healthcare through mobile medical devices to real-time online personality, mobility, and bulwark where patients can receive personal health statues anywhere seems inevitable. Therefore, in this paper, the PDA based on the each individual elderly and patients that updates their physical health statues through the signal meter management system can notify both the individual and the hospital when a medical emergency occurs. Additionally, it provides relevant information on the results of measurements monitoring system.

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Design and Implementation of IEEE 11073/HL7 Translation Gateway Based on U-Healthcare Application Service for M2M (M2M을 위한 U-헬스케어 응용 서비스 기반 IEEE 11073/HL7 변환 게이트웨이 설계 및 구현)

  • Chun, Seung-Man;Nah, Jae-Wook;Park, Jong-Tae
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.3B
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    • pp.275-286
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    • 2011
  • As the 21st century paradigm of healthcare service changes from post-therapeutic treatment to disease prevention and management in advance, the M2M-based u-healthcare application service is increasingly important. M2M-based u-healthcare application service uses mobile handsets equipped with sensors to measure vital information, and the medical staff in remote locations can manage the health of the patient or the public in real time. In this paper, IEEE/HL7 translation gateway, utilizing the gateway based on M2M u-healthcare application service structure, which is based on international standards, has been designed and implemented. Specifically, the gateway between ISO/IEEE 11073 standards and ANSI HL7 has been developed. The former defines the protocol for the exchange of information between the agent device and the manger devices for measuring and handling biological signal, and the latter defines the application layer protocol for the exchange of various healthcare information systems. Finally, in order to demonstrate the functionality of the proposed architecture, the M2M-based U-healthcare application service based on IEEE/HL7 translation gateway, utilizing the gateway, has been developed which can measure, collect and process a variety of vital signs such as ECG or SpO2.

Application of TAM and QFD for analyzing the user requirement in u-Healthcare System - Focused on fitness service (u-헬스케어 시스템에서 사용자 요구사항을 분석하기 위한 TAM과 QFD의 적용 - u-휘트니스 서비스 중심)

  • Kim, Min-Cheol
    • Journal of Digital Convergence
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    • v.10 no.3
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    • pp.191-196
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    • 2012
  • The importance of hi-tech communications technology including mobile or ubiquitous system and the related business field is currently expanding. In terms of wellness for enhancing quality of individual life, ICT technology became a requirement, not an option. The first purpose of this study is to identify factors that influence user's perceived usefulness & perceived ease of use related to the acceptance of TAM focused on ubiquitous fitness service through multiple regression analysis, thereby discovering important factors influencing consumer behavior. In conjunction with the result, the second purpose of this study has also its implication on the u-Healthcare system development using QFD. That is, this research is to propose the possibility of combining the external variables of TAM to u-Healthcare system service characteristics with user requirement reflected by using QFD method. Based on these results, the suitable system may be constructed and developed.

Effects of Mobile based-Healthcare Service using Human Coaching to the Self-care of Diabetes (당뇨병 환자의 자가관리를 위한 모바일 기반의 휴먼코칭 헬스케어서비스의 효과)

  • Lee, Mi-Joon;Kang, Hee-Kyung
    • Journal of Convergence for Information Technology
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    • v.7 no.4
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    • pp.83-89
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    • 2017
  • This study aims to investigate the impact of a mobile-based human coaching healthcare service provided for diabetic patients by nurses on their self-management ability. This study collected data from 311 persons who were diagnosed with diabetes from all over the country, and the collected data were analyzed through SPSS Win 23. The results of the study are summarized as follows: First, it was found that the utilization of a glucose meter by the provision of the mobile-based human coaching healthcare service was men group, and there was a statistically significant difference (${\chi}^2=6.059$, p= .048*). Second, there was a positive correlation in the utilization between the glucose meter and an activity tracker band by the provision of the mobile-based human coaching healthcare service, which was statistically significant (r=.660, p< .001). Third, as a result of checking the changes of the utilization of the glucose meter by the provision of the mobile-based human coaching healthcare service, it was maintained between 79% and 41% from Week 1 through 49. In conclusion, this study partially confirmed that the mobile-based human coaching health service was easily accessible and cost-effective in enhancing the participants'self-healthcare ability.

Privacy Model based on RBAC for U-Healthcare Service Environment (u-헬스케어 환경에서 환자의 무결성을 보장하는 RFID 보안 프로토콜)

  • Rhee, Bong-Keun;Jeong, Yoon-Su;Lee, Sang-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.16 no.3
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    • pp.605-614
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    • 2012
  • Nowadays u-healthcare which is very sensitive to the character of user's information among other ubiquitous computing field is popular in medical field. u-healthcare deals extremely personal information including personal health/medical information so it is exposed to various weaknees and threats in the part of security and privacy. In this paper, RFID based patient's information protecting protocol that prevents to damage the information using his or her mobile unit illegally by others is proposed. The protocol separates the authority of hospital(doctor, nurse, pharmacy) to access to patient's information by level of access authority of hospital which is registered to management server and makes the hospital do the minimum task. Specially, the management server which plays the role of gateway makes access permission key periodically not to be accessed by others about unauthorized information except authorized information and improves patient's certification and management.

A Study on U-Healthcare System Based on Mobile Gateway (모바일 게이트웨이 기반의 U-헬스케어 시스템에 대한 연구)

  • Jeon, Jae-Hwan;Heo, Sung-Uk;Kang, Sung-In;Kim, Gwan-Hyung;Choi, Sung-Wook;Oh, Am-Suk
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.01a
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    • pp.283-285
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    • 2013
  • 본 논문에서는 헬스케어 시스템 제공업체와 소비자 모두 스마트폰 헬스케어를 향상시킬 도구로 수용할 수 있고 ISO/IEEE11073, HL7 표준을 적용한 홈 헬스케어 시스템을 제안하고자 한다. 이 시스템은 표준 기반의 홈 헬스케어 게이트웨이 플랫폼의 중요성이 부각되는 홈 헬스케어에서 건강측정을 위하여 가장 많이 사용되는 혈당계, 혈압계, 심박측정계, 산소포화도 측정계, 심전도 측정계 등의 홈 헬스케어 의료기기를 제안하였다. 아울러, 표준 핵심 기술 요소인 ISO/IEEE 11073, HL7을 준용하는 게이트웨이 플랫폼을 스마트폰에 적용하여 PMG(personal mobile gateway) 기반의 홈&모바일 헬스케어 시스템이다.

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