• Title/Summary/Keyword: National Digital Twin

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Constructing a digital twin for estimating the response and load of a piping system subjected to seismic and arbitrary loads

  • Dongchang Kim;Gungyu Kim;Shinyong Kwag;Seunghyun Eem
    • Smart Structures and Systems
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    • v.31 no.3
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    • pp.275-281
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    • 2023
  • In recent years, technological developments have rapidly increased the number of complex structures and equipment in the industrial. Accordingly, the prognostics and health monitoring (PHM) technology has become significant. The safety assessment of industrial sites requires data obtained by installing a number of sensors in the structure. Therefore, digital twin technology, which forms the core of the Fourth Industrial Revolution, is attracting attention in the safety field. The research on digital twin technology of structures subjected to seismic loads has been conducted recently. Hence, this study proposes a digital twin system that estimates the responses and arbitrary load in real time by utilizing the minimum sensor to a pipe that receives a seismic and arbitrary load. To construct the digital twin system, a finite-element model was created considering the dynamic characteristics of the pipe system, and then updating the finite-element model. In addition, the calculation speed was improved using a finite-element model that applied the reduced-order modeling (ROM) technology to achieve real-time performance. The constructed digital twin system successfully and rapidly estimated the load and the point where the sensor was not attached. The accuracy of the constructed digital twin system was verified by comparing the response of the digital twin model with that derived by using the load estimated from the digital twin model as input in the finite-element model.

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

  • Kim, Jaesung;Jeong, Seok Chan;Seo, Dongwoo;Kim, Daegi
    • Journal of Korea Multimedia Society
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    • v.25 no.8
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    • pp.1085-1096
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    • 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.

Data-Driven Digital Twin for Estimating Response of Pipe System Subjected to Seismic Load and Arbitrary Loads (지진하중 및 임의의 하중을 받는 배관 시스템에 대한 응답을 추정하기 위한 데이터 기반 디지털 트윈)

  • Kim, Dongchang;Kim, Gungyu;Kwag, Shinyoung;Eem, Seunghyun
    • Journal of the Earthquake Engineering Society of Korea
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    • v.27 no.6
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    • pp.231-236
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    • 2023
  • The importance of Structural Health Monitoring (SHM) in the industry is increasing due to various loads, such as earthquakes and wind, having a significant impact on the performance of structures and equipment. Estimating responses is crucial for the effective health management of these assets. However, using numerous sensors in facilities and equipment for response estimation causes economic challenges. Additionally, it could require a response from locations where sensors cannot be attached. Digital twin technology has garnered significant attention in the industry to address these challenges. This paper constructs a digital twin system utilizing the Long Short-Term Memory (LSTM) model to estimate responses in a pipe system under simultaneous seismic load and arbitrary loads. The performance of the data-driven digital twin system was verified through a comparative analysis of experimental data, demonstrating that the constructed digital twin system successfully estimated the responses.

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

  • Kolekar, Shivani Sanjay;Yeom, Sungwoong;Choi, Chulwoong;Kim, Kyungbaek
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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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.

Exploring Technology Development Trends and Discovering Technology Convergence Opportunities in the Digital Twin using Patent Information (특허정보를 활용한 디지털 트윈 기술 동향 분석 및 기술융합기회 발굴)

  • Kyungyung Yu;Chie Hoon Song
    • Journal of the Korean Society of Industry Convergence
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    • v.26 no.3
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    • pp.471-481
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    • 2023
  • Digital twin is considered as a key technology of industry 4.0, thus being essential for the future of industrial production. Despite the significance, a systematic analysis of its technological landscape is lacking. This study aims to investigate the technological development trends and newly emerging technological convergence opportunities in the domain of digital twin by exploiting patent information derived from U SPTO. For this purpose, this study visualized and predicted the convergence dynamics among patent classification codes by adopting patent co-classification analysis and link prediction approach. The findings show that the number of digital twin-related patent applications has increased significantly since 2018. The CPC code G06F showed the highest eigenvector centrality, while G05B was characterized by highest betweenness centrality. According to the predictive model, 41 novel links were revealed, acting as potential technology convergence opportunities. These links were then categorized into 11 different domains. The most dominant category was "digital data processing and artificial intelligence", which could play a foundational role in the diffusion of digital twin technology. The presence of digital twin technology is dominant in manufacturing, but its applications are expected to expand, including "climate change", "healthcare" and "aerospace engineering". The derived insights can support R&D managers and policy makers in formulating R&D strategies and directing future R&D investment decisions.

ASS Design to Collect Manufacturing Data in Smart Factory Environment (스마트 팩토리 환경에서 제조 데이터 수집을 위한 AAS 설계)

  • Jung, Jin-uk;Jin, Kyo-hong
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.10a
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    • pp.204-206
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    • 2022
  • Digital twin, which is evaluated as the core of smart factory advancement, is a technology that implements a digital replica in the virtual world with the same properties and functions of assets in the real world. Since the smart factory to which digital twin is applied can support services such as real-time production process monitoring, production process simulation, and predictive maintenance of facilities, it is expected to contribute to reducing production costs and improving productivity. AAS (Asset Administration Shell) is an essential technology for implementing digital twin and supports a method to digitally represent physical assets in real world. In this paper, we design AAS for manufacturing data gathering to be used in real-time CNC (Computer Numerical Control) monitoring system in operation by considering manufacturing facility in smart factory as assets.

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Implementation of UWB Indoor Positioning and Real-time Remote Control System for Disaster Monitoring based on Digital Twin (재난 감시 디지털 트윈을 위한 UWB 실내 측위 및 실시간 원격제어 시스템 구현)

  • Yu, Da-Song;Kim, Won-Suk
    • Journal of Korea Multimedia Society
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    • v.24 no.12
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    • pp.1682-1692
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    • 2021
  • Digital Twin, one of the core technologies of the Fourth Industrial Revolution, is attracting attention as a very suitable technology for disaster monitoring such as fires and earthquakes. In this paper, we implement a system equipped with UWB RTLS(Ultra-Wideband Real Time Location System), real-time remote control, and video streaming, which are element technologies for disaster monitoring digital twin. Since the proposed system structure is based on a cloud server, the actual location of the UWB indoor positioning-based client is transmitted to the user device in real time and stored on the cloud server for statistical and data analysis. In addition, we demonstrate through experiments that outliers occurs when the value of RSSI(Received Signal Strength Indicator) decreases due to communication collisions between UWB Tags, and propose an RSSI outlier correction algorithm to solve this problem.

Implementation of Real-time Monitoring and Remote Control System Testbed based on Digital Twin (디지털 트윈을 활용한 실시간 모니터링 및 원격제어 시스템의 테스트베드 구현)

  • Yoon, Jung-Eun;Kim, Won-Suk
    • Journal of Korea Multimedia Society
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    • v.25 no.2
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    • pp.325-334
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    • 2022
  • Digital twin has the advantages of quality improvement and cost reduction, so it is widely applied to various industries. In this paper, a method to implement the major technologies of digital twin easily and quickly is presented. These include data management and relay servers, real-time monitoring applications including remote control interfaces, and direct connection protocols for video streaming. In addition, an algorithm for controlling a two-wheeled vehicle with a 2D interface is also proposed. The implemented system performs near real-time synchronization between the real environment and the virtual space. The delay time that occurs in remote control of the vehicle in the real environment was compared with the results of applying the proposed delay time reduction method. In addition, in the case of 2D interface-based control, an algorithm that can guarantee the user experience was implemented and applied to the actual environment and verified through experiments.

Investigating on the Necessity of Integrated Project Management System for Effective Facility Management Utilizing Digital Twin Technology (디지털트윈을 활용한 건축물 시설안전대응 통합관리체계 구축 필요성에 관한 연구)

  • Yum, Sang-Guk;Park, Young-Jun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.5
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    • pp.711-721
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    • 2022
  • Due to a long-term pandemic of COVID-19 since 2019, our society finally goes into 'un-tact (non-contact) era' in earnest by increasing an importance of non-contacted activities which are able to live without contacts among people. Un-tact era has influenced to generate a huge structural change with digitalization in our daily life as well as industrial society based on digital twin as an essential technology. As a technology representing real world in virtual digital world by integrating various technologies applied to 4th industrial revolution, digital twin leads an innovation in industrial society with diverse industrial processes. But this technique isn't actively used across all industries due to structural limitations and environmental restrictions of digital twin. Especially, the field of construction and facility is necessary to use digital twin because it requires periodic managements of buildings in daily life and is directly connected with casualties in cases of disaster. But issues faced in reality are acting as an obstacle for applying digital twin. Therefore, this study suggests the necessity applying digital twin in facility safety response based on these issues and emphasizes active applications of digital twin by describing the expected effects being created. Furthermore, it connects to create demands of digital twin by overcoming current issues and suggesting high sustainable development.

Integrating Blockchain and Digital Twin for Smart Warehouse Supply Chain Management (스마트 웨어하우스 공급망 관리를 위한 블록체인과 Digital Twin의 통합)

  • Keo Ratanak;Muhammad Firdaus;Kyung-hyune Rhee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.273-276
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    • 2023
  • This paper presents the integration of Digital twin and Blockchain-based Supply Chain Management (DB-SCM) in a smart warehouse to create a more efficient, secure, and transparent facility. The process involves creating a digital twin of the warehouse using sensors and IoT devices and then integrating it with a blockchain-based supply chain management system to connect all stakeholders. All data are collected and tracked in real-time as goods move through the warehouse, and smart contracts are automatically executed to ensure accountability for all parties involved. The study also highlights the critical role of effective supply chain management in modern business operations and the significance of smart warehouses, which leverage advanced technologies such as robotics, AI, and data analytics to optimize warehouse operations. Later, we discuss the importance of digital twins, which allow for creating a virtual representation of a physical object or system, and their potential to revolutionize a wide range of industries. Therefore, DB-SCM offers numerous benefits, including enhanced efficiency, improved customer satisfaction, and increased sustainability, and provides a valuable case study for organizations seeking to optimize their supply chain operations.