• Title/Summary/Keyword: Digital Twin

Search Result 268, Processing Time 0.031 seconds

A Study on Establishing a Digital Twin Model for Automated Layout Robots (먹매김 시공 자동화 로봇의 디지털 트윈 모델 구축 방안 연구)

  • Park, Gyuseon;Lee, Dohyeon;Jang, Minho;Kim, Taehoon;Lim, Hyunsu;Cho, Kyuman
    • Proceedings of the Korean Institute of Building Construction Conference
    • /
    • 2022.11a
    • /
    • pp.155-156
    • /
    • 2022
  • In the process of developing an industrial robot, various simulations should be conducted to evaluate the driving, movement, and performance of the robot. Space and time constraints exist to manufacture existing robots and implement various simulations, and efficiency is reduced due to high costs. To solve this problem, many simulations can be conducted by implementing the same movement and working environment as the real environment in virtual reality using digital twin technology. This study proposes a process for establishing a digital twin model of automated layout robots. Using the digital twin model, it is expected that it will not only evaluate the hardware performance of the robot in the future, but also verify the robot's algorithms such as motion planning and work process, identify and solve potential problems in advance, and prevent problems caused by software.

  • PDF

A Study on Uncertainty Quantification and Performance Confidence Interval Estimation for Application to Digital Twin of Oscillating Water Column Type Wave Power Generator System (진동수주형 파력발전 시스템의 디지털 트윈 적용을 위한 불확실성 정량화 및 성능 신뢰구간 추정 연구)

  • Tae-Kyun Kim;Su-Gil Cho;Jae-Won Oh;Tae-Hee Lee
    • Journal of the Korean Society of Industry Convergence
    • /
    • v.26 no.3
    • /
    • pp.401-409
    • /
    • 2023
  • Oscillating water column (OWC) type wave power generator system is a power generation system that uses wave energy, a sustainable and renewable energy source. Irregular cycles and wave heights act as factors that make it difficult to secure generation efficiency of the wave power generator system. Recently, research for improving power generation efficiency is being conducted by applying digital twin technology to OWC type wave energy converter system. However, digital twin using sensor data can predict erroneous performance due to uncertainty in the sensor data. Therefore, this study proposes an uncertainty analysis method for sensor data which is used in digital twin to secure the reliability of digital twin prediction results. Uncertainty quantification considering sensor data characteristics and future uncertainty information according to uncertainty propagation were derived mathematically, and confidence interval estimation was performed based on the proposed method.

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
    • /
    • v.27 no.6
    • /
    • pp.231-236
    • /
    • 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.

Development of Digital Twin and Intelligent Monorail Robot for Road Tunnel Smart Management (도로 터널 스마트관리를 위한 디지털 트윈 및 지능형 레일 로봇 개발)

  • Youngwoo Sohn;Jaehong Park;Eung-Ug Kim;Young Sik Joung
    • Journal of the Korean Society of Industry Convergence
    • /
    • v.27 no.1
    • /
    • pp.25-37
    • /
    • 2024
  • The objective of this study was to create intelligent rail robots that are optimized for facility management and implement digital twin systems for smart road tunnel management. An autonomous surveillance system is formed by combining the sensing platform consisting of railing robots, fixed cameras and environmental detection sensors with the digital twin data platform technology for tunnel monitoring and early fire suppression. In order to develop mobile rail robots for fire extinguishing, we also designed and manufactured robots for extinguishing & monitoring and fire extinguishing devices, and then we examined the optimization of all parts. Our next step was to build a digital twin for road tunnel management by developing continuous image display system and implementing 3D modeling. After constructing prototypes, we attempted simulations by configuring abnormal symptom scenarios, such as vehicles fires. This study's proposal proposes high-accuracy risk prediction services that will enable intelligent management of risks in the tunnel with early response at each stage, using the data collected from the intelligent rail robots and digital twin systems.

Forest Digital Twin Implementation Study for 3D Forest Geospatial Information Service (3차원 산림공간정보 서비스를 위한 산림 디지털트윈 구현 연구)

  • In-Ha Choi;Sang-Kwan Nam;Seung-Yub Kim;Dong-Gook Lee
    • Korean Journal of Remote Sensing
    • /
    • v.39 no.5_4
    • /
    • pp.1165-1172
    • /
    • 2023
  • Recently, Korea has declared carbon neutrality by 2050. The Korea Forest Service is promoting the precision and high technology of forest resource surveys. As such, the demand for forest resource management is increasing, and the need to build a digital twin of forest space is increasing. However, to date, digital twin has only built and provided virtual city services, which are city and nationwide digital twin environments. Three-dimensional digital twin services targeting forest space are not operated and provided. Therefore, in this study, we aimed to implement a forest digital twin environment to provide 3D forest spatial information services corresponding to vertical information such as tree-level height and thorax diameter. By lightweighting realistic 3D tree models and applying 3D Tiles, we confirmed the feasibility of implementing a forest digital twin environment for 3D forest spatial information services. Through continuous research, we plan to implement a forest digital twin that can deploy and service 3D tree models for trees nationwide, including street trees in urban areas. This is expected to enable the development of forest digital twin services for forest resource management.

Prototyping-based Design Process Integrated with Digital-Twin: A Fundamental Study (디지털 트윈 개념을 적용한 프로토타이핑 기반 디자인 프로세스: 기초연구)

  • Kim, Jin-Wooung;Kim, Sung-Ah
    • Journal of KIBIM
    • /
    • v.9 no.4
    • /
    • pp.51-61
    • /
    • 2019
  • In the general manufacturing sector, prototyping used to reduce the risks that can arise with new conceptual products. However, in AEC area, it does not mass-produce a building, so the prototype itself becomes a building. Therefore, it is challenging to have prototyping of the same scale as the real thing, and the prototyping process in architecture is very inefficient. The prototyping process in the design stage typically assumes making a scaled model, partial model, or digital model. However, it is difficult for these models to correspond to the actual building and the environment of time and space such as scale, material, environment, load, physical properties and deformation, corrosion, etc., unlike the actual building. When using the digital twin concept in the prototyping process, it is possible to measure performance from the design stage to the operation stage. The digital twin was found by a method for monitoring based on physical twins and real-time linkage in the operation stage. Therefore, if the digital twin concept is applied at the design stage, it is possible to predict performance using not only current performance but also history information using real-time information. In order to apply the digital twin concept to the prototyping design process, we analyze the theoretical considerations and the prototyping design process of the digital twin, analyze the cases and research results where the prototyping design was applied, Provide an applied prototyping design process. The proposed process is tested through a pilot project and analyzed for potential use.

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
    • /
    • v.26 no.3
    • /
    • pp.471-481
    • /
    • 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.

Element Technology and Strategy of Digital Twin in the Water Treatment (수처리공정의 디지털 트윈 요소기술과 추진 전략)

  • Young-Man Cho;Yong-Jun Jung
    • Journal of Wetlands Research
    • /
    • v.25 no.4
    • /
    • pp.284-290
    • /
    • 2023
  • Domestic water supply and sewage facilities are rapidly aging and maintenance difficulties such as aging of operation and management personnel are overlapping, so Digital Twin technology is attracting attention as an intelligent means of process management. Digital twin projects for domestic water treatment processes include the smart sewage treatment project promoted by the Ministry of Environment, projects independently promoted by some local governments, and digital twin purification plant projects promoted by K-water. However, the content of digital twin promotion is different for each institution. Therefore, in the water treatment process, technological standardization and step-by-step implementation methods for digital twins must be preceded to reduce trial and error in future business promotion. This study aims to provide an efficient promotion plan by prescribing the digital twin element technology and composition method in the water treatment process and reviewing the contents currently being promoted by the Ministry of Environment, local governments, and K-Water individually.

Requirments Analysis and AAS Design for Energy Digital Twin (에너지 디지털 트윈을 위한 요구사항 분석 및 AAS 설계)

  • Park, Kishik;Oh, Seongjin;Kang, Changku;Sung, Inmo;Sakar, Aranya
    • Smart Media Journal
    • /
    • v.9 no.4
    • /
    • pp.109-117
    • /
    • 2020
  • Recently, with the advent of the 4th industrial revolution, digital twins are emerging as an important technology that connects and integrates physical systems and cyber systems. In this article, we analyzed the major requirements of digital twins required for the construction of digital twins of power equipments in the energy field, focusing on the industry 4.0-based Asset Administration Shell(AAS). However, since not so many studies have been conducted yet on a common platform or demonstration model for implementing digital twins both domestically and internationally, digital twin requirements are analyzed with the consideration of digital twinning of power equipment in the energy field. Also, we suggested necessary procedures and specific functions of AAS to establish a smart energy digital twin in the future by analyzing the core requirements necessary for the construction and designing the AAS design for specific power equipment.

Definition of Digital Twin Models for Prediction of Future Performance of Bridges (교량의 장기성능 예측을 위한 디지털 트윈모델 정의)

  • Shim, Chang-Su;Jeon, Chi Ho;Kang, Hwi Rang;Dang, Ngoc Son;Lon, Sokanya
    • Journal of KIBIM
    • /
    • v.8 no.4
    • /
    • pp.13-22
    • /
    • 2018
  • Future performance prediction of bridges is challenging task for structural engineers. Well-organized information from design, construction and operation stages is essential for the assessment of structures. Digital twin model is a new concept to realize more reliable data platform for management of infrastructures. Damage history including degradation of material, cracking, corrosion, etc. needs to be accumulated in the digital model. The digital model is linked to the analysis model for the assessment of structural performance considering changed mechanical properties of structural components. In this paper, initial definition digital twin model of a PSC-I girder bridge is proposed.