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

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      https://www.riss.kr/link?id=A108545789

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      다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

      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.
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      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 i...

      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.

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      참고문헌 (Reference)

      1 조순호, "응답의존 모달 데이터를 이용한 고층건물의 FE모델 향상" 한국소음진동공학회 29 (29): 131-140, 2019

      2 남영욱 ; 이상호 ; 이동건 ; 임성주 ; 노상도, "사람-기계 협업 공장 설계 지원을 위한 디지털트윈 기반 애플리케이션" 대한산업공학회 46 (46): 42-54, 2020

      3 신상훈 ; 박명철, "무선 센서 박스을 이용한 디지털 트윈기반의 건물 관제 시스템의 구현" 한국컴퓨터정보학회 25 (25): 57-64, 2020

      4 이인수, "디지털트윈에서 공간정보 역할에 관한 연구" 한국산학기술학회 22 (22): 268-278, 2021

      5 오승인 ; 박다은 ; 백현우 ; 김승훈 ; 이재경 ; 김진균, "디지털 트윈을 사용한 구조 진동 가상 센서 시스템" 한국소음진동공학회 30 (30): 149-160, 2020

      6 Cho, Y. B., "Visualizing real-time digital twin of structural vibration System Using augmented reality" 919-920, 2021

      7 Aivaliotis, P., "Using digital twin for maintenance applications in manufacturing : State of the Art and Gap analysis" Technology and Innovation (ICE/ITMC) 2019

      8 UNDRR, "The human cost of disasters: an overview of the last 20 years (2000–2019)"

      9 Yilong Li, "Rapid Estimation of Earthquake Fatalities in Mainland China Based on Physical Simulation and Empirical Statistics—A Case Study of the 2021 Yangbi Earthquake" MDPI AG 19 (19): 6820-, 2022

      10 Nathaniel M. Levine, "Post-Earthquake Building Evaluation Using UAVs: A BIM-Based Digital Twin Framework" MDPI AG 22 (22): 873-, 2022

      1 조순호, "응답의존 모달 데이터를 이용한 고층건물의 FE모델 향상" 한국소음진동공학회 29 (29): 131-140, 2019

      2 남영욱 ; 이상호 ; 이동건 ; 임성주 ; 노상도, "사람-기계 협업 공장 설계 지원을 위한 디지털트윈 기반 애플리케이션" 대한산업공학회 46 (46): 42-54, 2020

      3 신상훈 ; 박명철, "무선 센서 박스을 이용한 디지털 트윈기반의 건물 관제 시스템의 구현" 한국컴퓨터정보학회 25 (25): 57-64, 2020

      4 이인수, "디지털트윈에서 공간정보 역할에 관한 연구" 한국산학기술학회 22 (22): 268-278, 2021

      5 오승인 ; 박다은 ; 백현우 ; 김승훈 ; 이재경 ; 김진균, "디지털 트윈을 사용한 구조 진동 가상 센서 시스템" 한국소음진동공학회 30 (30): 149-160, 2020

      6 Cho, Y. B., "Visualizing real-time digital twin of structural vibration System Using augmented reality" 919-920, 2021

      7 Aivaliotis, P., "Using digital twin for maintenance applications in manufacturing : State of the Art and Gap analysis" Technology and Innovation (ICE/ITMC) 2019

      8 UNDRR, "The human cost of disasters: an overview of the last 20 years (2000–2019)"

      9 Yilong Li, "Rapid Estimation of Earthquake Fatalities in Mainland China Based on Physical Simulation and Empirical Statistics—A Case Study of the 2021 Yangbi Earthquake" MDPI AG 19 (19): 6820-, 2022

      10 Nathaniel M. Levine, "Post-Earthquake Building Evaluation Using UAVs: A BIM-Based Digital Twin Framework" MDPI AG 22 (22): 873-, 2022

      11 Tian, H., "Model updating approach for icing forecast of transmission lines by using particle swarm optimization" 207 (207): 012070-, 2017

      12 Rabiepour, M., "Lessons from Earthquake-affected Structures: The Necessity of Structural Health Monitoring and Instrumentation" 2022

      13 NEA, "Integrity of Structures, Systems and Components Under Design and Beyond Design Loads in Nuclear Power Plants: Final Report of the Project on Metallic Component Margins Under High Seismic Loads (MECOS)" OECD Publishing 2018

      14 Shahryar SOROOSHIAN, "Impacts of the 4th Industrial Revolution on Industries" College of Graduate Studies, Walailak University 17 (17): 903-915, 2020

      15 Lin, K., "Digital twinbased life-cycle seismic performance assessment of a long-span cable-stayed bridge" 1-25, 2022

      16 Kaiqi Lin, "Digital twin-based collapse fragility assessment of a long-span cable-stayed bridge under strong earthquakes" Elsevier BV 123 : 103547-, 2021

      17 Torbjørn Moi, "Digital twin based condition monitoring of a knuckle boom crane: An experimental study" Elsevier BV 112 : 104517-, 2020

      18 Adil Rasheed, "Digital Twin: Values, Challenges and Enablers From a Modeling Perspective" Institute of Electrical and Electronics Engineers (IEEE) 8 : 21980-22012, 2020

      19 황성범 ; 정석재 ; 윤성욱, "Digital Twin 개념을 적용한 제조환경 시뮬레이션 모형 설계" 한국시뮬레이션학회 29 (29): 11-20, 2020

      20 ROY R. CRAIG, "Coupling of substructures for dynamic analyses." American Institute of Aeronautics and Astronautics (AIAA) 6 (6): 1313-1319, 1968

      21 Bambang Setyogroho, "Correlation between Building Damages and Losses with the Microzonation Map of Mataram—Case Study: Lombok Earthquake 2018, Indonesia" MDPI AG 14 (14): 2028-, 2022

      22 Jeffrey C. Lagarias, "Convergence Properties of the Nelder--Mead Simplex Method in Low Dimensions" Society for Industrial & Applied Mathematics (SIAM) 9 (9): 112-147, 1998

      23 Sung Hyun Park, "Building a new culture for quality management in the era of the Fourth Industrial Revolution" Informa UK Limited 28 (28): 934-945, 2017

      24 Thompson, M. K., "ANSYS mechanical APDL for finite element analysis" Butterworth-Heinemann 2017

      25 Ye, C., "A digital twin of bridges for structural health monitoring" 1619-1626, 2019

      26 Nathan M. Newmark, "A Method of Computation for Structural Dynamics" American Society of Civil Engineers (ASCE) 127 (127): 1406-1433, 1962

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