• 제목/요약/키워드: Digital equipment

검색결과 1,024건 처리시간 0.028초

Ensemble Deep Learning Model using Random Forest for Patient Shock Detection

  • Minsu Jeong;Namhwa Lee;Byuk Sung Ko;Inwhee Joe
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제17권4호
    • /
    • pp.1080-1099
    • /
    • 2023
  • Digital healthcare combined with telemedicine services in the form of convergence with digital technology and AI is developing rapidly. Digital healthcare research is being conducted on many conditions including shock. However, the causes of shock are diverse, and the treatment is very complicated, requiring a high level of medical knowledge. In this paper, we propose a shock detection method based on the correlation between shock and data extracted from hemodynamic monitoring equipment. From the various parameters expressed by this equipment, four parameters closely related to patient shock were used as the input data for a machine learning model in order to detect the shock. Using the four parameters as input data, that is, feature values, a random forest-based ensemble machine learning model was constructed. The value of the mean arterial pressure was used as the correct answer value, the so called label value, to detect the patient's shock state. The performance was then compared with the decision tree and logistic regression model using a confusion matrix. The average accuracy of the random forest model was 92.80%, which shows superior performance compared to other models. We look forward to our work playing a role in helping medical staff by making recommendations for the diagnosis and treatment of complex and difficult cases of shock.

컨테이너 터미널의 디지털 트윈 기술 적용에 관한 연구 (A Study on the Application of Digital Twin Technology for Container Terminals)

  • 최훈도;유장호
    • 한국항해항만학회지
    • /
    • 제44권6호
    • /
    • pp.557-563
    • /
    • 2020
  • 디지털 트윈 기술은 다양한 산업에서 적용되고 있으며, 물류 산업에도 큰 영향을 미칠 것으로 예상되지만 컨테이너 터미널에서의 기술 도입은 제한적으로 발전하고 있다. 기존 선행연구를 검토한 결과 컨테이너 터미널을 대상으로 디지털 트윈 기술의 적용에 관한 연구는 미비한 실정이다. 본 연구에서는 컨테이너 터미널에 디지털 트윈 기술 우선 적용 분야를 도출하기 위하여 AHP 분석과 IPA 분석을 실시하였다. IPA 분석을 통해 컨테이너 터미널의 디지털 트윈 기술 적용 분야 세부 요소의 도입 시급성을 분석한 결과 ATC, 지능형 CCTV, 컨테이너 야드가 최우선으로 컨테이너 터미널에 도입이 되어야 할 것으로 판단된다. 다음으로 VR/AR 장비, AYT, 스마트 컨테이너, 컨테이너 자동 순환 시설, 냉동·냉장 컨테이너 야드, 항만용 Wearable 디바이스, 스마트 부표의 순이며, AQC, Berth, AGV, ASC, Apron, 자동 계류기기는 점진적으로 도입이 필요할 것으로 판단된다. 마지막으로 OSS 장비, 인터모달 연계시설, 지능형 드론, 위험물 장치장은 상대적으로 도입 순위에서 후순위에 위치한 것으로 나타났다.

Digital Management System in a Business Environment

  • Veresklia, Mariana;Mykhalitska, Nataliia;Trut, Olha;Honchar, Svitlana;Larin, Stanislav
    • International Journal of Computer Science & Network Security
    • /
    • 제22권9호
    • /
    • pp.217-223
    • /
    • 2022
  • In modern business conditions, the improvement of business processes cannot do without digitalization. Digital technologies allow businesses to conquer markets, quickly introduce new technologies not only into production processes, but also at all levels of economic activity. The rapid pace of development of information, communication and economic spheres determine the relevance of the research topic and the goals that digital management solves. Today, the use of digital equipment and platforms makes it possible to form the basis for the formation of competitive business advantages, minimize costs, and most importantly, respond in time to changes in both the internal and external environment..Thus, the main task of the study is to analyze the digital management system in a business environment. As a result of the study, current trends and prerequisites for digital management system in a business environment were investigated.

전력감시 제어시스템을 위한 모터보호용 디지탈 보호계전기 개발 (A development of digital motor protection relay for power supervisory control system)

  • 이성환;우천희;정현호;김정한;김상철
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
    • /
    • pp.1496-1499
    • /
    • 1997
  • Recently the major requirements have emerged in industrial substation system field. One is the simple arrangement of main power supply equipment and the other is the introduction of highly computer-controlled system for operation, maintenance and protection. This paper deals with the systems including motor-type relay systems, supervisory and control systems, digital type relay protectiion systems.

  • PDF

Construction and roles of computer simulator for digital controller design

  • Nakamura, Masatoshi
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 1988년도 한국자동제어학술회의논문집(국제학술편); 한국전력공사연수원, 서울; 21-22 Oct. 1988
    • /
    • pp.909-914
    • /
    • 1988
  • The structure of a digital controller based on modern control theory is more complex than that of a PID controller. In implementing the digital control of an actual system by using the digital controller, we often encounter gaps between theory and practice e.g. quantization error, sampling error, modeling error, contaminated noise etc. In such cases, simulator plays an important role in detecting difficulties. This paper demonstrates the importance of the computer simulator for designing a digital controller. The controller and the simulator are constructed by different computer respectively, with a link between the blocks by analogue signals through the A/D, D/A converters. Through the simulator test, we can evaluate the digital controller; identify and solve difficulties in the digital control. The controller, which pasted the simulator test, is used identically in the actual system. This was a successful procedure for designing the controller. As an example, we successfully constructed the digital controller using the computer simulator for inverted pendulum control. We then compared the control results of simulator and actual equipment. Furthermore we commented on the construction of the computer simulator which exactly expressed the actual system.

  • PDF

OPC UA 기반 스마트팩토리 디지털 트윈 테스트베드 시스템 개발 (Development of OPC UA based Smart Factory Digital Twin Testbed System)

  • 김재성;정석찬;서동우;김대기
    • 한국멀티미디어학회논문지
    • /
    • 제25권8호
    • /
    • pp.1085-1096
    • /
    • 2022
  • The manufacturing industry is continuously pursuing advanced technology and smartization as it converges with innovative technology. Improvement of manufacturing productivity is achieved by monitoring, analyzing, and controlling the facilities and processes of the manufacturing site in real time through a network. In this paper, we proposed a new OPC-UA based digital twin model for smart factory facilities. A testbed system for USB flash drive packaging facility was implemented based on the proposed digital twin model and OPC-UA data communication scheme. Through OPC-UA based digital twin model, equipment and process status information is transmitted and received from PLC to monitoring and control 3D digital models and physical models in real time. The usefulness of the developed digital twin testbed system was evaluated through usability test.

일반 굴삭기 장착 가능한 머신 컨트롤 키트 개발 및 성능 평가 (Development and performance evaluation of Machine Control Kit mountable to general excavators)

  • 이길수;김경수;정진범;박은성;고재일;박정종;주상현
    • 드라이브 ㆍ 컨트롤
    • /
    • 제21권1호
    • /
    • pp.31-37
    • /
    • 2024
  • In this study, to prevent accidents in underground facilities during excavation, we developed a Lv.3 automated control system that can be configured as an electronic control system without changing the existing hydraulic system in a general excavator and utilized digital map information of underground facilities. We aimed to develop a strategy to prevent accidents caused by operator error. To implement this, a real-time excavator bucket end position recognition and control system was developed through angle measurement of the boom, arm, and bucket using an electronic joystick, RTK-GPS, and angle sensors. In addition, excavators are large, machine-based equipment, and it is difficult to control overshoot due to inertia with feedback control using position recognition information of the bucket tip. Therefore, feed-forward control is used to calculate the moving speed of the bucket tip in real-time to determine the target position. We developed a technology that can converge and verified the performance of the developed system through actual vehicle installation and field tests.

진단용 엑스선 장치에 있어서 방사선 방어에 대한 일반 요구사항 -IEC 60601-1-3:2008에 근거한 KFDA DRS 1-1-3:2008- (General Requirements Pertaining to Radiation Protection in Diagnostic X-ray Equipment -KFDA DRS 1-1-3 : 2008 base on IEC 60601-1-3:2008-)

  • 강희두;동경래;권대철;최준구;정재호;정재은;류영환
    • 대한디지털의료영상학회논문지
    • /
    • 제11권2호
    • /
    • pp.69-77
    • /
    • 2009
  • This study gives an account of the collateral standards in IEC 60601-1-3: 2008 specifying the general requirements for basic safety and essential performance of diagnostic X-ray equipment regarding radiation protection as it pertains to the production of X-rays. The collateral standards establish general requirements for safety regarding ionization radiation in diagnostic radiation systems and describe a verifiable evaluation method of suitable requirements regarding control over the lowest possible dose equivalent for patients, radiologic technologists, and others. The particular standards for each equipment can be determined by the general requirements in the collateral standard and the particular standard is followed in the risk management file. The guidelines for radiation safety of diagnostic radiation systems is written up in ISO 13485, ISO 14971, IEC 60601-1-3(2002)1st edition, medical electric equipment part 1-3, and the general requirements for safety-collateral standards: programmable electrical medical systems. Therefore the diagnostic radiation system protects citizens' health rights with the establishment and revisions of laws and standards for diagnostic radiation systems as a background for the general requirements of radiation safe guards applies, as an international trend, standards regarding the medical radiation safety management. The diagnostic radiation system will also assure competitive power through a conforming evaluation unifying the differing standards, technical specifications, and recognized processes.

  • PDF

다중센서를 사용한 솔라셀 장비의 상황인지 시스템 설계 (A Design of a Context-Aware System in Solar Cell Equipment with the use of Multi-sensor)

  • 임영철;양해술
    • 디지털융복합연구
    • /
    • 제12권11호
    • /
    • pp.265-272
    • /
    • 2014
  • 본 논문에서는 다중센서를 사용한 솔라셀 장비의 상황인지 시스템을 설계하여 산업현장에서 발생할 수 있는 다양한 산업재해를 예방하고 대처하기 위한 시스템을 제안한다. 솔라셀 장비의 주변 및 주요 위치에 다중 센서를 설치하고, 이러한 장치로부터 주변상황과 솔라셀 장비에 대한 데이터를 획득하여 로컬메모리에 저장 후 서버에 전송한다. 저장된 데이터는 상황인지 알고리즘에 의하여 상황을 인지하고 인지된 결과에 따라 판단한다. 관리자는 상황인지 알고리즘을 통해 판단 된 결과에 따라 실시간으로 생산현장과 장비들에 대한 상태를 모니터링 할 수 있는 환경을 갖게 된다. 오늘날 유비쿼터스 환경에 놓인 산업현장의 상황인지 시스템은 실시간 점검을 통해 산업재해에 대처하기 위한 적절한 정보를 제공하는 서비스가 될 것이다.

PCB Handler의 과도응답해석 및 충격계수 산출 연구 (A Study on the Transient Response and Impact Coefficient Calculation of PCB Handler)

  • 이병화;권순기;고만수
    • 디지털융복합연구
    • /
    • 제15권7호
    • /
    • pp.223-229
    • /
    • 2017
  • 유럽, 미국을 비롯한 일본 등 선진 업계에서는 오랜 기간의 시험을 거쳐 충격계수의 시험결과를 보유하고 있으며, 장비를 설계할 때 이를 적용하여 구조물의 안정성을 확보하고 있다. 그러나 국내 산업체의 실정으로는 실제 구조물이 받는 여러 가지 동적인 외력에 의한 영향을 시험을 통해 충격계수를 확보하기에는 많은 비용과 시간이 소요되기 때문에 선진업체에서 제공하는 충격계수를 활용하여 장비를 설계하고 있다. 본 논문에서는 유한요소해석 프로그램인 NX/NASTRAN을 이용하여 반도체 검사 장비인 PCB Handler의 정하중해석과 충격하중에 대한 과도응답 해석을 진행하고, 변위 결과를 비교하는 방법으로 충격계수를 산출하였다. 충격계수 산출 방법은 일본 구조 구격에서 사용하고 있는 방법을 적용하였으며, PCB Handler가 검사를 위해 급출발 또는 급정지 시 충격계수는 1.27로 산출되었다. 해석으로 얻어낸 충격계수는 향후 장비의 구조개선과 기존장비를 기반으로 제품 개발 시 사용할 수 있어 업계에 도움이 될 것으로 판단된다.