• 제목/요약/키워드: Information Infrastructure

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Data anomaly detection for structural health monitoring of bridges using shapelet transform

  • Arul, Monica;Kareem, Ahsan
    • Smart Structures and Systems
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    • 제29권1호
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    • pp.93-103
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    • 2022
  • With the wider availability of sensor technology through easily affordable sensor devices, several Structural Health Monitoring (SHM) systems are deployed to monitor vital civil infrastructure. The continuous monitoring provides valuable information about the health of the structure that can help provide a decision support system for retrofits and other structural modifications. However, when the sensors are exposed to harsh environmental conditions, the data measured by the SHM systems tend to be affected by multiple anomalies caused by faulty or broken sensors. Given a deluge of high-dimensional data collected continuously over time, research into using machine learning methods to detect anomalies are a topic of great interest to the SHM community. This paper contributes to this effort by proposing a relatively new time series representation named "Shapelet Transform" in combination with a Random Forest classifier to autonomously identify anomalies in SHM data. The shapelet transform is a unique time series representation based solely on the shape of the time series data. Considering the individual characteristics unique to every anomaly, the application of this transform yields a new shape-based feature representation that can be combined with any standard machine learning algorithm to detect anomalous data with no manual intervention. For the present study, the anomaly detection framework consists of three steps: identifying unique shapes from anomalous data, using these shapes to transform the SHM data into a local-shape space and training machine learning algorithms on this transformed data to identify anomalies. The efficacy of this method is demonstrated by the identification of anomalies in acceleration data from an SHM system installed on a long-span bridge in China. The results show that multiple data anomalies in SHM data can be automatically detected with high accuracy using the proposed method.

엣지 컴퓨팅 기반 가상 IoT 시스템 연구 (A Study of Virtual IoT System using Edge Computing)

  • 김민아;석승준
    • KNOM Review
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    • 제23권1호
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    • pp.51-62
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    • 2020
  • 통신 인프라를 공유하고 클라우드 자원을 유연하게 제공하는 개방형 IoT 플랫폼을 활용함으로써 스마트 서비스 개발 시간과 비용이 절약될 수 있다. 본 논문에서는 물리 IoT 디바이스를 가상의 IoT 디바이스로 구현하고 서비스 개발자가 가상 디바이스와 연동하도록 하는 엣지 컴퓨팅 기반 가상 IoT 시스템을 개방형 IoT 플랫폼으로 제안한다. 물리 IoT 디바이스 인근 엣지 클라우드 내 관리 서버는 물리 IoT 디바이스에 대응되는 가상 IoT 디바이스의 생성, 이동, 제거를 관리한다. 논문에서는 가상 IoT 시스템의 주요 구성 요소인 관리 서버와 물리 IoT 디바이스 그리고 가상 IoT 디바이스의 동작을 정의하고 동작을 수행하기 위해 필요한 통신 프로토콜을 설계한다. 마지막으로 모의실험을 통해 각 구성 요소가 정의된 상태와 동작을 설계된 것과 같이 수행함을 확인함으로써 엣지 클라우드 기반 가상 IoT 시스템 성능을 검증한다.

스마트건설안전 비용의 안전관리계획서 계상 현황 분석을 통한 활성화 방안 연구 (A Study on Activation Policy of Smart Construction Safety Cost by Analyzing Actually Estimated Amount in Safety Management Plan)

  • 원정훈;장남권;유지영
    • 한국안전학회지
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    • 제37권3호
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    • pp.34-44
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    • 2022
  • This study analyzed the smart construction safety cost included in safety management plans that are approved before construction. Specifically, it refers to the cost incurred in constructing and operating a safety management system using wireless communication and facilities. Based on the obtained statistical results, an activation policy for the inclusion of the smart construction safety cost in building safety management plans was proposed. The smart construction safety cost must be included in the safety management cost; notably, this is mandated by the Construction Technology Promotion Act. However, there are some problems with the inclusion of smart construction safety costs. To analyze the problems encountered when calculating the smart construction safety cost and including it in safety management plans, in this study, statistical analysis was performed using the data of 1,334 safety management plans received at the Construction Safety Management Integrated Information (CSI) from June to August 2021. The results show that only 50.7% of the safety management plans included the smart construction safety cost although the current law mandates 100% inclusion of these costs. Thus, it is apparent that the smart construction safety costs are only included in a low proportion of sites. In addition, the calculated smart construction safety costs were shown to have a small correlation with the construction cost; moreover, they appeared to be distributed at a constant cost level. In this context, it is believed that perfunctory cost calculations were performed at most sites since the effect of the construction cost on the smart construction safety cost was negligible. Therefore, it is necessary to improve the inclusion of smart construction safety costs by strengthening the authorization process of the approval institute of safety management plans. In addition, institutional support, such as guidelines that promote the calculation and inclusion of appropriate smart construction safety costs according to the characteristics of sites, are needed.

소형 전기차 적용을 위한 AC/DC 복합 V2X 시스템 설계 (Design of AC/DC Combined V2X System for Small Electric Vehicle)

  • 김영중;장영학;문채주
    • 한국전자통신학회논문지
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    • 제17권4호
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    • pp.617-624
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    • 2022
  • V2X를 탑재한 소형 전기운송차는 기존 자동차의 운전시스템에 더 많은 정보와 기능을 제공할 수 있다. V2X 기술의 주요 요소는 V2V(자동차 대 자동차), V2N(자동차 대 네트워크), V2I(자동차 대 인프라) 등이 있다. 본 연구는 외부장비와 연계되는 VI형 E-PTO를 설계하고 구현하는 것으로 E-PTO는 DC/DC 변환기, DC/AC 변환기, 배터리 양방향 충전시스템 등으로 구성된다. 또한 구동을 위한 기기와 제어시스템을 구현하였다. 기동/정지 및 정상상태 운전 통한 VI형 E-PTO 구성부품에 대한 시험결과는 100ms 이내 회복시간과 순간 전압변동율 10%의 허용 가능한 요건을 충족하였다.

코로나-19 유행 시기 신규 보건교사의 교직 적응에 대한 FGI연구 (An FGI Study on the Adaptation of Beginning Health Teachers During the COVID-19 Era)

  • 최성광;최미정
    • 문화기술의 융합
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    • 제8권6호
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    • pp.317-326
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    • 2022
  • 이 연구에서는 신규 보건교사들의 코로나-19 시기에 교직적응 과정에서 경험한 어려움, 해결과정, 그리고 그것이 시사하는 바를 알아보기 위해 J도에 발령받은 3명의 신규 보건교사들을 대상으로 FGI 연구방법을 통해 분석하였다. 연구결과, 첫째, 코로나-19 업무처리 과정에서 수많은 전화와 매일의 학교 현황보고 과정에서 특히 학부모들과 관계의 어려움이 있었다. 코로나-19 업무가 어느 정도 익숙해진 이후에는 보건실 업무를 혼자서 고민해야 한다는 부담감, 다양한 학생을 대상으로 한 보건 수업의 어려움, 응급상황에서 유일한 의료인으로서 전문성을 발휘해야 한다는 부담감을 느끼고 있었다. 둘째, 신규 보건교사들은 교직 적응과정에서 느낀 어려움을 해결하기 위해 온라인을 통한 보건교사 소모임, 유튜브 등을 통해 계속해서 관련 정보를 공유하며 소통하고 있었다. 셋째, 이러한 교직 적응 과정이 시사하는 바는 교육청 차원에서 신규 보건교사에게 실질적인 도움을 주는 구체적인 연수가 필요하고, 보건수업과 관련한 수업 콘텐츠 등의 인프라를 지원하는 것이 필요하다는 것이다.

Factors Influencing the Success of Mobile Payment in Developing Countries: A Comparative Analysis of Nigeria and Kenya Mobile Payment Users

  • Bitrus, Stephen-Aruwan;Lee, Chol-Ho;Rho, Jae-Jeung;Erdenebold, Tumennast
    • 아태비즈니스연구
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    • 제12권3호
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    • pp.1-36
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    • 2021
  • Purpose - This empirical study, aims to identify the determinants of adoption and acceptance of mobile payment as to understand why it is successful in some countries in Sub-Saharan Africa but failing in others. A comparative study of a successful mobile payment service and a purported failed one was done as to have some insights to the factors affecting acceptance of the technology. Design/methodology/approach - The strength of three notable theories: theory of diffusion of innovation (DOI), the extended unified theory of user acceptance of information technology (UTAUT2) and self-efficacy theory were use. The self-efficacy of government support inclusion as, a moderating variable in the form of infrastructure, securing transaction and price value revealed the relevance of government in the success of mobile payment service. By means of a field survey of 705 subjects in two separate regions of Africa (East and West), the data was collected and use to test the research model. Findings - The study result shows the importance of the moderating factor of government support to the success of mobile payment of any nation. The result also shows the importance of the perception of relative advantage, compatibility, complexity, social influence as already revealed by other studies. Research implications or Originality - Mobile payment success in some part of Sub-Saharan Africa is well known but also suggested to fail in some Sub-Saharan African countries. Buttressing the need for understanding of the factors affecting mobile payment acceptance. This article empirically examined the factors influencing the success of mobile payment, and we implicated that if the implementation of mobile payment is to be successful for mobile commerce in any nation, adoption, acceptance and use by its citizen is imperative.

도시재생사업 추진방식의 차이점과 정책적 개선방안 - 서울시와 국토부 도시재생사업 사례를 중심으로 - (A Study on Major Differences between Urban Regeneration Projects' Execution Methods and Future Policy Improvements Propositions - Centering around a Comparative Analysis of the Seoul Metropolitan City-MOLIT Urban Regeneration Project Execution Cases -)

  • 박성원;함광민
    • 한국환경과학회지
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    • 제31권9호
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    • pp.743-755
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    • 2022
  • This study aims to review the differences in urban regeneration independently implemented by the government (Ministry of Land, Infrastructure, and Transport, MOLIT) and Seoul based on related laws and ordinances, and to draw out the implications of Korean urban regeneration's directions. The results are as follows. First, Seoul has constantly responded to the revision of the Urban Regeneration Act by adjusting and specifying the contents of ordinances, and especially, there have been efforts to enhance regional characteristics suitably for the circumstances of Seoul. Second, in the urban regeneration of Seoul, the budgets including the matching ratio of national and local subsidies shall be changed according to the standards of the MOLIT in changing designating places after the selection of the urban regeneration by the ministry, and this procedure and these implementation methods cause confusion to Seoul and local governments. Third, there were differences in the results of comparing the budgets and support methods of the "Gaggum Housing Project" of Seoul and "New Deal Housing Repair Project" of the MOLIT, which caused conflicts due to the differences in the project implementation and support standards, and the arbitrary interpretation of the guidelines. Although the urban regeneration greatly contributed to the revelation and conservation of regional characteristics, it might be necessary to establish systems that can enhance citizens' awareness and compensate the efficient contents needed for each region in the future.

Analysis of Cybercrime Investigation Problems in the Cloud Environment

  • Khachatryan, Grigor
    • International Journal of Computer Science & Network Security
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    • 제22권7호
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    • pp.315-319
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    • 2022
  • Cloud computing has emerged to be the most effective headway for investigating crime especially cybercrime in this modern world. Even as we move towards an information technology-controlled world, it is important to note that when innovations are made, some negative implications also come with it, and an example of this is these criminal activities that involve technology, network devices, and networking that have emerged as a result of web improvements. These criminal activities are the ones that have been termed cybercrime. It is because of these increased criminal activities that organizations have come up with different strategies that they use to counter these crimes, and one of them is carrying out investigations using the cloud environment. A cloud environment has been defined as the use of web-based applications that are used for software installation and data stored in computers. This paper examines problems that are a result of cybercrime investigation in the cloud environment. Through analysis of the two components in play; cybercrime and cloud environment, we will be able to understand what are the problems that are encountered when carrying out investigations in cloud forensics. Through the use of secondary research, this paper found out that most problems are associated with technical and legal channels that are involved in carrying out these investigations. Investigator's mistakes when extracting pieces of evidence form the most crucial problems that take a lead when it comes to cybercrime investigation in the cloud environment. This paper not only flags out the challenges that are associated with cybercrime investigation in cloud environments but also offer recommendations and suggested solutions that can be used to counter the problems in question here. Through a proposed model to perform forensics investigations, this paper discusses new methodologies solutions, and developments for performing cybercrime investigations in the cloud environment.

미국의 D.O.의 전문화과정과 현황 (Specialization and Present Status of Doctor of Osteopathy in the U.S.A)

  • 김태영;임병묵
    • 대한예방한의학회지
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    • 제26권3호
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    • pp.1-16
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    • 2022
  • Backgrounds : Doctor of Osteopathy (D.O.) in the United States have drawn attention as one of the future models of Korean Medicine doctors in Korea in that they have their own fields of care and therapies that distinguish them from medical doctor (M.D.), but are also able to carry out the treatment of general doctors. By analyzing D.O.'s specialization strategy, this study intends to preview points for establishing the future role of Korean Medicine doctors. Methods : We searched books, research papers, reports, conference presentations, and media articles, and chronologically classified and organized the collected data. In addition, the latest update information on related institutions' web pages and expert opinions released were also reviewed. Results : The D.O. emerged as a form of doctor in alternative medicine, however it rapidly turned to an M.D. substitute during the pandemic of the 1910s and World War II in the 1940s. Through the American Osteopathic Association (AOA)'s organizational activity, curriculum specialization, research development, and financial support, D.O. now has secured the status of M.D. in 50 states and federal law in the US. It has its own and exclusive full practice rights, capable of prescribing drugs and practicing surgery, as well as manual therapy. Beginning in July 2020, M.D.-D.O. achieved the full integration-unification of the professional training and residency program. Conclusions : In order to introduce the D.O. model to Korean Medicine system, it is necessary to strengthen biomedicine in the curriculum, and significantly expand the educational infrastructure and faculty manpower.

소비자대상 직접 (DTC) 비만유전자 기반 정밀영양 (PNH)의 국내 현황 (Domestic development situation of precision nutrition healthcare (PNH) system based on direct-to-consumer (DTC) obese genes)

  • 김오연;이명숙;이정희;손정민;윤미옥
    • Journal of Nutrition and Health
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    • 제55권6호
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    • pp.601-616
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    • 2022
  • In the era of the fourth industrial revolution technology, the inclusion of personalized nutrition for healthcare (PNH), when establishing a healthcare platform to prevent chronic diseases such as obesity, diabetes, cerebrovascular and cardiovascular disease, pulmonary disease, and inflammatory diseases, enhances the national competitiveness of global healthcare markets. Furthermore, since the government experienced COVID-19 and the population dead cross in 2020, as well as numerous health problems due to an increasing super-aged Korean society, there is an urgent need to secure, develop, and utilize PNH-related technologies. Three conditions are essential for the development of PNH technologies. These include the establishment of causality between obesity genome (genotype) and prevalence (phenotype) in Koreans, validation of clinical intervention research, and securing PNH-utilization technology (i.e., algorithm development, artificial intelligence-based platform, direct-to-customer [DTC]-based PNH, etc.). Therefore, a national control tower is required to establish appropriate PNH infrastructure (basic and clinical research, cultivation of PNH-related experts, etc.). The post-corona era will be aggressive in sharing data knowledge and developing related technologies, and Korea needs to actively participate in the large-scale global healthcare markets. This review provides the importance of scientific evidence based on a huge dataset, which is the primary prerequisite for the DTC obesity gene-based PNH technologies to be competitive in the healthcare market. Furthermore, based on comparing domestic and internationally approved DTC obese genes and the current status of Korean obesity genome-based PNH research, we intend to provide a direction to PNH planners (individuals and industries) for establishing scientific PNH guidelines for the prevention of obesity.