A study of an Architecture of Digital Twin Ship with Mixed Reality
2
조회
0
다운로드
0
인용
0
참고문헌
키워드
초록
As the 4th industrial revolution progresses, the application of several cutting-edge technologies such as the Internet of Things, big data, and mixed reality (MR) in relation to autonomous ships is being considered in the maritime logistics field. The aim of this study was to apply the concept of a digital twin model based on Human Machine Interaction (HMI) including a digital twin model and the role of an operator to a ship. The role of the digital twin is divided into information provision, support, decision, and implementation. The role of the operator is divided into operation, decision-making, supervision, and standby. The system constituting the ship was investigated. The digital twin system that could be applied to the ship was also investigated. The cloud-based digital twin system architecture that could apply investigated applications was divided into ship data collection (part 1), cloud system (part 2), analysis system/application (part 3), and MR/mobile system (part 4). A Mixed Reality device HoloLens was used as an HMI equipment to perform a simulation test of a digital twin system of an 8 m battery-based electric propulsion ship.
Abstract
As the 4th industrial revolution progresses, the application of several cutting-edge technologies such as the Internet of Things, big data, and mixed reality (MR) in relation to autonomous ships is being considered in the maritime logistics field. The aim of this study was to apply the concept of a digital twin model based on Human Machine Interaction (HMI) including a digital twin model and the role of an operator to a ship. The role of the digital twin is divided into information provision, support, decision, and implementation. The role of the operator is divided into operation, decision-making, supervision, and standby. The system constituting the ship was investigated. The digital twin system that could be applied to the ship was also investigated. The cloud-based digital twin system architecture that could apply investigated applications was divided into ship data collection (part 1), cloud system (part 2), analysis system/application (part 3), and MR/mobile system (part 4). A Mixed Reality device HoloLens was used as an HMI equipment to perform a simulation test of a digital twin system of an 8 m battery-based electric propulsion ship.
참고문헌 (51)
- Bo Ai, "Coverage path planning for maritime search and rescue using reinforcement learning", Ocean Engineering, 241, pp.110098~ (2021), Elsevier BV[DOI]
- A Lagunov, "Building a Monitoring System for Bunkering Operations in the Arctic", IOP Conference Series: Earth and Environmental Science, 459(4), pp.042052~ (2020), IOP Publishing[DOI]
- Mirjana Beko, "Application of Sensors in the Corrosion Monitoring of the Ship’s Structural Parts", 2021 25th International Conference on Information Technology (IT) (2021), IEEE
- Cai, D. L., "Analysis of Steering Angle Control of Ship Variable Frequency Hydraulic Steering Gear Based on Labview", Journal of Applied Science and Engineering, 22(1), pp.49~56 (2019)[DOI]
- 최현택, "인공지능 기술에 기반한 자율운항선박의 새로운 상황인식 시스템의 설계와 초기 결과", 제어.로봇.시스템학회 논문지, 27(8), pp.556~564 (2021), 제어·로봇·시스템학회[DOI]
- Choi, J., "Smart Escape Support System for Passenger Ship : Active Dynamic Signage & Real-time Escape Routing", Proceedings of the Korean Institute of Navigation and Port Research Conference, pp.79~85 (2017)
- Andrea Coraddu, "A novelty detection approach to diagnosing hull and propeller fouling", Ocean Engineering, 176, pp.65~73 (2019), Elsevier BV[DOI]
- Andrea Coraddu, "Machine learning approaches for improving condition-based maintenance of naval propulsion plants", Journal of Engineering for the Maritime Environment, 230(1), pp.136~153 (2014), SAGE Publications[DOI]
- Aidan Fuller, "Digital Twin: Enabling Technologies, Challenges and Open Research", IEEE Access, 8, pp.108952~108971 (2020), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
- Mohab Gaber, "Intelligent Energy Management System for an all-electric ship based on adaptive neuro-fuzzy inference system", Energy Reports, 7, pp.7989~7998 (2021), Elsevier BV[DOI]
- Wei Guan, "Ship Steering Adaptive CGS Control Based on EKF Identification Method", Journal of Marine Science and Engineering, 10(2), pp.294~ (2022), MDPI AG[DOI]
- IMO, "MARITIME SAFETY COMMITTEE 105th session Agenda item 7 - DEVELOPMENT OF A GOAL-BASED INSTRUMENT FOR MARITIME AUTONOMOUS SURFACE SHIPS (MASS)", 81~ (2022)
- Ronghui Ji, "Ship Fire Detection Methods Based on Machine Learning", 2021 International Conference on Information Science, Parallel and Distributed Systems (ISPDS), pp.231~234 (2021), IEEE
- Tadashige Kawakami, "A STUDY OF COMBUSTION IMPROVEMENT FOR FLAME PROPAGATION IN A TUBE BY USING COMBINATION FLOW AND MIXTURE INJECTION", Journal of KONES. Powertrain and Transport, 23(1), pp.147~152 (2016), Index Copernicus[DOI]
- Werner Kritzinger, "Digital Twin in manufacturing: A categorical literature review and classification", IFAC-PapersOnLine, 51(11), pp.1016~1022 (2018), Elsevier BV[DOI]
- E. Lakshmi, "An overview on the treatment of ballast water in ships", Ocean & Coastal Management, 199, pp.105296~ (2021), Elsevier BV[DOI]
- EunSu Lee, "The Maturity of Automatic Identification Systems (AIS) and Its Implications for Innovation", Journal of Marine Science and Engineering, 7(9), pp.287~ (2019), MDPI AG[DOI]
- 이준호, "실습선 나라호의 추진력 상실에 따른 동적위치제어시스템의 성능 분석", 수산해양기술연구, 54(2), pp.181~187 (2018), 한국수산해양기술학회[DOI]
- 이재현, "A Study on Virtual Studio Application using Microsoft Hololens", The International Journal of Advanced Smart Convergence, 6(4), pp.80~87 (2017), 한국인터넷방송통신학회[DOI]
- 이정민, "A Study on the Development of Hall Effect Sensor for Hydraulic Locking Alarm in Ship’s Steering Gear", 한국기계가공학회지, 18(1), pp.116~121 (2019), 한국기계가공학회[DOI]
- Li, C., "Knowledge-Based Engineering-based method for containership lashing bridge optimization design and structural improvement with functionally graded thickness plates", Journal of Engineering for the Maritime Environment, 233(3), pp.760~778 (2019)
- Xinwei Lin, "YOLO-SD: A Real-Time Crew Safety Detection and Early Warning Approach", Journal of Advanced Transportation, 2, pp.1~12 (2021), Hindawi Limited[DOI]
- Roberts, G. W., "Deflection Monitoring and frequency response of a Ship using GPS and Fibre Optic based sensors", Joint International Symposium on Deformation Monitoring (2019)
- Yue Ma, "Comparative Analysis of Data Driven Fault Detection using Wavelet and Fourier Transform for Dc Pulsed Power Load in the All-Electric Ship", 2021 IEEE Applied Power Electronics Conference and Exposition (APEC), pp.1343~1347 (2021), IEEE
- Victor Mihai, "An Overview of the Ship Ventilation Systems and Measures to Avoid the Spread of Diseases", Inventions, 6(3), pp.55~ (2021), MDPI AG[DOI]
- Yoshiki Miyauchi, "Optimization on planning of trajectory and control of autonomous berthing and unberthing for the realistic port geometry", Ocean Engineering, 245, pp.110390~ (2022), Elsevier BV[DOI]
- Jianjun Pan, "Sealing state monitoring of watertight door using fiber Bragg grating sensor with arc-shaped structure", Optical Engineering, 61(4), pp.047102~ (2022), SPIE-Intl Soc Optical Eng[DOI]
- Michael G. Parsons, "Trim and Draft Control Capability of the Variable Buoyancy Ship", Journal of Ship Production and Design, 27(03), pp.118~126 (2011), The Society of Naval Architects and Marine Engineers[DOI]
- Florian Perabo, "Digital Twin Modelling of Ship Power and Propulsion Systems: Application of the Open Simulation Platform (OSP)", 2020 IEEE 29th International Symposium on Industrial Electronics (ISIE), pp.1265~1270 (2020), IEEE
- Laura Poggi, "Recent developments in remote inspections of ship structures", International Journal of Naval Architecture and Ocean Engineering, 12, pp.881~891 (2020), 대한조선학회[DOI]
- Lucía Santiago Caamaño, "Real-time detection of transverse stability changes in fishing vessels", Ocean Engineering, 189, pp.106369~ (2019), Elsevier BV[DOI]
- Shen, H., "Automatic Stowage of Bulk Carrier Based on Ship Floating-State Control", Journal of Ship Research, 64(03), pp.298~312 (2020)[DOI]
- Thomas B. Sheridan, "Human-Automation Interaction", Reviews of Human Factors and Ergonomics, 1(1), pp.89~129 (2005), SAGE Publications[DOI]
- Nikolas Simon, "Indoor localization system for emergency responders with ultra low-power radio landmarks", 2015 IEEE International Instrumentation and Measurement Technology Conference (I2MTC) Proceedings, pp.309~314 (2015), IEEE
- BokSub Song, "SMART-Navigation over Pilot LTE-Maritime: Deployment and Coexistence with PS-LTE", IEEE Communications Magazine, 57(9), pp.126~131 (2019), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
- Shuxian Su, "Application of ship electric propulsion based on internet of things system and electronic system", Microprocessors and Microsystems, 81, pp.103748~ (2021), Elsevier BV[DOI]
- IMO, "Sub-Committee on Pollution Prevention and Response (PPR 9)", 59~ (2022)
- Jun Hui Tam, "Overview of performing shore-to-ship and ship-to-ship compatibility studies for LNG bunker vessels", Journal of Marine Engineering & Technology, 21(5), pp.257~270 (2020), Informa UK Limited[DOI]
- Fei Tao, "Digital twin-driven product design framework", International Journal of Production Research, 57(12), pp.3935~3953 (2018), Informa UK Limited[DOI]
- Tsang, Y. P., "An IoT-based cargo monitoring system for enhancing operational effectiveness under a cold chain environment", International Journal of Engineering Business Management, 9 (2017)
- Hasan Mahbub Tusher, "Cyber security risk assessment in autonomous shipping", Maritime Economics & Logistics, 24(2), pp.208~227 (2022), Springer Science and Business Media LLC[DOI]
- Tayfun Uyanık, "Machine learning approach to ship fuel consumption: A case of container vessel", Transportation Research Part D: Transport and Environment, 84, pp.102389~ (2020), Elsevier BV[DOI]
- Céline Vaneeckhaute, "Management of ship-generated food waste and sewage on the Baltic Sea: A review", Waste Management, 102, pp.12~20 (2020), Elsevier BV[DOI]
- Dracos Vassalos, "The role of damaged ship dynamics in addressing the risk of flooding", Ships and Offshore Structures, 17(2), pp.279~303 (2020), Informa UK Limited[DOI]
- Jasper Wilhelm, "Review of Digital Twin-based Interaction in Smart Manufacturing: Enabling Cyber-Physical Systems for Human-Machine Interaction", International Journal of Computer Integrated Manufacturing, 34(10), pp.1031~1048 (2021), Informa UK Limited[DOI]
- Shufei Xue, "Research on torsional vibration monitoring system of ship power shafting", IOP Conference Series: Materials Science and Engineering, 1207(1), pp.012007~ (2021), IOP Publishing[DOI]
- Chi Yang, "An overview of simulation-based hydrodynamic design of ship hull forms", Journal of Hydrodynamics, 28(6), pp.947~960 (2016), Springer Science and Business Media LLC[DOI]
- 유영호, "Real time fault detection and diagnosis system for onboard engine room", 한국마린엔지니어링학회지, 43(10), pp.810~815 (2019), 한국마린엔지니어링학회[DOI]
- Liang Zhang, "Path Planning for Autonomous Ships: A Hybrid Approach Based on Improved APF and Modified VO Methods", Journal of Marine Science and Engineering, 9(7), pp.761~ (2021), MDPI AG[DOI]
- Xinyu Zhang, "Collision-avoidance navigation systems for Maritime Autonomous Surface Ships: A state of the art survey", Ocean Engineering, 235, pp.109380~ (2021), Elsevier BV[DOI]
- Guorui Zhu, "Experiment and simulation research of evolution process for LNG leakage and diffusion", Journal of Loss Prevention in the Process Industries, 64, pp.104041~ (2020), Elsevier BV[DOI]
