• 제목/요약/키워드: Digital Twin Framework

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Study on the Interoperability of Digital Twin Systems

  • Kong, Joon-Ik
    • International Journal of Advanced Culture Technology
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    • 제10권3호
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    • pp.397-403
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    • 2022
  • The world is paying a lot of attention to digital twins to preoccupy future technological competitiveness. Digital twins can be used in various fields such as manufacturing, medical care, and cities. Various market research institutes predict that the market size of digital twins will gradually expand. Korea has also selected digital twin as one of the representative tasks of the Korean version of the New Deal and is promoting related policies. However, a common platform or standard for building digital twins is not enough. Interoperability is a very important characteristic for the purpose of creating new value through interconnection between digital twins rather than independently developing and utilizing digital twins. The Digital Twin Consortium is an international council for the effective development and utilization of digital twins, and is working to solve the problem of digital twin interoperability. The Digital Twin Consortium recently published the 'Digital Twin System Interoperability Framework', and this paper analyzes the digital twin interoperability based on it.

Digital Twin 개념을 적용한 제조환경 시뮬레이션 모형 설계 (The Design of Manufacturing Simulation Modeling Based on Digital Twin Concept)

  • 황성범;정석재;윤성욱
    • 한국시뮬레이션학회논문지
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    • 제29권2호
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    • pp.11-20
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    • 2020
  • 제조환경이 더욱 복잡해짐에 따라 전통적인 시뮬레이션만으로는 실시간 현장 결과를 평가하는 데 많은 어려움을 겪고 있다. 이를 극복하기 위한 대안으로 Digital Twin개념이 활발히 논의되고 있지만, 제품설계 단계에 국한되어 연구가 진행되고 있는 실정이다. 본 연구는 Digital Twin개념이 생산 공정 프로세스에 적용되기 위한 Digital Twin 기반 제조환경 프레임워크를 제시하였다. 구성요소는 실제 생산환경인 물리적 시스템과 데이터베이스, 그리고 가상 시스템인 트윈 모델을 제안하였다. 본 연구에서는 Arena 소프트웨어와 엑셀 VBA를 활용하여 컨베이어 시스템을 대상으로 간단한 Digital Twin 기반 제조시스템을 모의실험하였다. 실험결과 트윈 모델이 실제 물리적 시스템의 실시간 데이터를 전송받아 동일한 시간단위로 작동됨을 확인하였고, 엑셀 VBA에서 축적된 실시간 데이터와 학습 데이터를 기반으로 조정된 파라미터를 생성하고 있음을 확인하였다. 또한, 간단한 모의실험을 통해 Digital Twin 모델 구동 방법을 제안하였으며, Digital Twin 모델의 구현 가능성을 보여주었다.

식물공장 적용 디지털 트윈 프레임워크 설계 연구 (Study of Implementation as Digital Twin Framework for Vertical Smart Farm)

  • 고태환;노석봉;노동희;최주환;임태범
    • 방송공학회논문지
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    • 제26권4호
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    • pp.377-389
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    • 2021
  • 본 연구는 수직형 스마트팜, 즉 식물공장 관리의 디지털화를 위한 시스템의 구현을 위한 프레임워크 설계를 제안한다. 본 연구에서 제안한 디지털 트윈 시스템의 세부 프레임워크 모듈은 1) 스마트 식물공장 트윈 클라이언트 2) 스마트 식물공장 트윈 게이트웨이 및 3) 스마트 식물공장 트윈서버로 구현하였다. 특히 스마트 식물공장 트윈 게이트웨이는 디지털 트윈의 구현을 위한 표준 개방형 하드웨어 플랫폼으로 주로 사용되는 Eclipse Ditto를 사용하여 구현하였다. 또한, 각 요소는 초기화 및 데이터 전송과 같은 메시지 시퀀스를 정의하여 클라이언트, IoT 게이트웨이, 서버와 각기 통신이 가능한 인터페이스를 설계하였다. 본 연구에서 제안된 프레임워크의 검증을 위하여 식물공장에서 별도로 설치한 라즈베리파이를 통해 환경 및 제어데이터를 수집하여 이를 가상환경에 가시화하는 형태의 프로토타입 디지털 트윈 시스템을 개발하였다.

4차 산업혁명 디지털 트윈 기술의 품질경영 적용 연구 (Review on the Application of Industry 4.0 Digital Twin Technology to the Quality Management)

  • ;박상찬
    • 품질경영학회지
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    • 제45권4호
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    • pp.601-610
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    • 2017
  • Purpose: Authors observe the digital twin enabled smart factory and/or digital manufacturing processes where Industry 4.0 technologies and quality management principles intersect. In this regard, this study reviews existing research regarding digital twins from the perspective of quality management. Methods: Initially, attention was given to how digital twins are manifested in the Industry 4.0 environment. Then, authors identify quality management elements amongst digital twin models, to align the concept of quality with the functional purpose of digital twins. After introducing specific examples of quality management tools applied to digital twins, the authors extend the domain of quality management into the analysis of multimedia format quality data obtained through machine vision. Results: Inspired by cases on the quality management application to digital twins, the authors suggest a framework for Industry 4.0 quality management. The envisioned suggested framework encompasses 4 dimensions, namely, 4M&1E, an application time window, new methodologies, and enabling technologies. Conclusion: Finally, the authors unfold the emerging trend of digital twin enabled smart factories, while emphasizing the necessity of quality management in conjunction with the introduction of digital twins.

디지털 트윈을 사용하는 폐암환자 생존분석을 위한 웹 기반 마이크로 서비스 프레임워크 (Web based Microservice Framework for Survival Analysis of Lung Cancer Patient using Digital Twin)

  • 콜레카르 시바니 산제이;염성웅;최철웅;김경백
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2021년도 추계학술발표대회
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    • pp.537-540
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    • 2021
  • One of the most promising technologies that is raised from the fourth industrial revolution is Digital Twin (DT). A DT captures attributes and behaviors of the entity suitable for communication, storage, interpretation or processing within certain context. A digital twin based on microservice framework architecture is proposed in this paper which identifies elements required for the complete orchestration of microservice based Survival Analysis of Lung Cancer Patients. Integration of microservices and Digital Twin Technology is studied.

Augmented Reality Framework for Data Visualization Based on Object Detection and Digital Twins

  • Pham, Hung;Nguyen, Linh;Huynh, Nhut;Lee, Yong-Ju;Park, Man-Woo
    • 국제학술발표논문집
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    • The 9th International Conference on Construction Engineering and Project Management
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    • pp.1138-1145
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    • 2022
  • While pursuing digitalization and paperless projects, the construction industry needs to settle on how to make the most of digitized data and information. On-site workers, who currently rely on paper documents to check and review design and construction plans, will need alternative ways to efficiently access the information without using any paper. Augmented Reality is a potential solution where the information customized to a user is aligned with the physical world. This paper proposes the Augmented Reality framework to deliver the information on on-site resources (e.g., workers and equipment) using head-mounted devices. The proposed framework was developed by interoperating Augmented Reality-supported devices and a digital twin platform in which all information related to ongoing tasks is accumulated in real-time. On-site resources appearing in the user's field of view are automatically detected by an object detection algorithm and then assigned to the corresponding information by matching the data in the digital twin platform. Preliminary experiments show the feasibility of the proposed framework. Worker detection results can be visualized on HoloLens 2 in near real-time, and the matching process obtained the accuracy greater than 88%.

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디지털트윈 기반의 인더스트리 메타버스 : 사례분석을 통한 프레임워크의 정립 (Establishing the Framework of Industry Metaverse based on Digital Twin through Case Studies)

  • 양경란;윤성철;박수경;이봉규
    • 한국멀티미디어학회논문지
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    • 제25권8호
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    • pp.1122-1135
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    • 2022
  • With the development of digital technology and the influence of the global pandemic, the metaverse, a three-dimensional virtual world, is receiving attention in society, economy and overall industry, and the manufacturing industry is also accepting it as a major strategic agenda for digital transformation. Therefore, in this study, the concept of the industry metaverse from the perspective of the manufacturing industry was defined, and the types of the industry metaverse were classified into four types by reflecting the characteristics of the manufacturing industry based on the general metaverse scenario presented in previous studies. These are Virtual behavior simulation, Augmented operation of business objects and Virtual experience simulation, Augmented decision of business subjects. In addition, through case analysis of solutions used in the manufacturing industry, it was confirmed that the central technology of the Industry Metaverse is the digital twin, and that it is being implemented by convergence with major digital technologies such as virtual reality, augmented reality, digital human, and AI. This study will be able to provide guidelines for future research on the metaverse from the perspective of the manufacturing industry and establishment of a digital transformation strategy for the industry.

소프트웨어 개발 방법론에 따른 양배수장 디지털 트윈 시스템 개발과정 고찰 (Exploration of Water Pumping Station Digital Twin System Development Process According to Software Development Methodologies)

  • 이병준;김난영;윤성수
    • 한국농공학회논문집
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    • 제66권3호
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    • pp.53-62
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    • 2024
  • The purpose of this study is to examine the methodology for applying digital twin technology to pumping station, identify the factors to be determined at each stage, and present its applicability. When analyzing the requirements for developing a digital twin for pumping station, they were categorized into service requirements, IoT device requirements, and gateway requirements, with a total of 39 requirements established. In system design, it was structured according to the principles of modularity, abstraction, stepwise decomposition, and information hiding, allowing the implementation of planned items for diagnosis and operational management. There are difficulties in setting communication-related protocols and applying them in the field due to the complexity of overseeing the entire system with data. Therefore, it is necessary to clarify the purpose of the system, and there are challenges in identifying the characteristics of individual facilities, such as pumps in pumping station, and fully incorporating them into the system process. Thus, the framework of the initial design is crucial for implementing a digital twin.

무인수상선의 디지털 트윈 공간 재구성을 위한 이미지 보정 및 점군데이터 간의 매핑 프레임워크 설계 (Design of a Mapping Framework on Image Correction and Point Cloud Data for Spatial Reconstruction of Digital Twin with an Autonomous Surface Vehicle)

  • 허수현;강민주;최진우;박정홍
    • 대한조선학회논문집
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    • 제61권3호
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    • pp.143-151
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    • 2024
  • In this study, we present a mapping framework for 3D spatial reconstruction of digital twin model using navigation and perception sensors mounted on an Autonomous Surface Vehicle (ASV). For improving the level of realism of digital twin models, 3D spatial information should be reconstructed as a digitalized spatial model and integrated with the components and system models of the ASV. In particular, for the 3D spatial reconstruction, color and 3D point cloud data which acquired from a camera and a LiDAR sensors corresponding to the navigation information at the specific time are required to map without minimizing the noise. To ensure clear and accurate reconstruction of the acquired data in the proposed mapping framework, a image preprocessing was designed to enhance the brightness of low-light images, and a preprocessing for 3D point cloud data was included to filter out unnecessary data. Subsequently, a point matching process between consecutive 3D point cloud data was conducted using the Generalized Iterative Closest Point (G-ICP) approach, and the color information was mapped with the matched 3D point cloud data. The feasibility of the proposed mapping framework was validated through a field data set acquired from field experiments in a inland water environment, and its results were described.

스마트 팩토리에 적용 가능한 디지털 트윈 관리시스템 프레임워크에 관한 연구 (A Study on a Framework for Digital Twin Management System applicable to Smart Factory)

  • 박동진;최명수;양동식
    • 융합정보논문지
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    • 제10권9호
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    • pp.1-7
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    • 2020
  • 제조 혁신을 위한 스마트 팩토리의 구현을 위하여 점차 디지털 트윈이 많이 개발되고 또 적용될 것이다. 특히 개발된 디지털 트윈에 대하여 시뮬레이션 및 최적화 분석을 실시함으로써 설비의 예지보전과 같은 중요한 의사결정을 지원할 수 있다. 본 연구는 사용자 관점에서 이러한 분석을 지원하는 체계인 디지털 트윈 관리시스템(DTMS: Digital Twin Management System)의 개념적 구조를 제시한다. 디지털 트윈은 다양한 분석 모듈과 데이터 등으로 매우 복잡하게 구성되어 있다. 스마트 팩토리가 진행될수록 디지털 트윈의 관리는 더욱 어려워지게 될 것이다. 따라서 이를 체계적으로 관리를 가능하게 하는 DTMS가 필요하다. 본 연구는 DTMS의 개발을 위하여 제조공학, 의사결정지원시스템, 그리고 최적화 분야에서 제시된 이론 및 체계들을 문제 해결 관점에서 통합한다. 그리고 제시된 프레임워크의 현실적용 가능성을 보이기 위하여 DTMS를 디스플레이 제조공정에 적용해 본다. 본 연구에서 제시된 DTMS는 전형적인 DSS(Decision Support System) 구조를 띤다. 즉 DTMS는 대화관리시스템, 모델관리시스템, 그리고 데이터관리시스템 등과 같은 3개의 서브시스템과 분석용 디지털 트윈 및 최적화 툴로 구성된다. 본 연구를 통하여 제시한 DTMS는 스마트 펙토리를 지향하는 경쟁력이 있으며 복잡한 산업 영역에 적용될 수 있다. 학문적으로는 새로운 시각에서 디지털 트윈의 분석을 조명한 것으로 추후 연구의 방향을 제시했다는 점에서 의미가 있다.