Research graph
References from Applications of ship digital twins in maritime transport: A systematic review. Local targets link to admitted publications; unresolved targets remain external evidence.
Digital twin simulation model of hull-propeller-engine interactions for ship condition monitoring in irregular sea navigation
2024 · External reference
A comparison between digital-twin based methodologies for predictive maintenance of marine diesel engine
2024 · External reference
Towards sustainable ships: advancing energy efficiency of HVAC systems onboard through digital twin
10.1016/j.energy.2025.134435 · 2025 · External reference
Digital twin syncing for autonomous surface vessels using reinforcement learning and nonlinear model predictive control
10.1038/s41598-025-93635-9 · 2025 · External reference
Operationalizing digital twins through model-based systems engineering methods
10.1002/sys.21559 · 2020 · External reference
Unresolved reference
2021 · External reference
CiteSpace II: detecting and visualizing emerging trends and transient patterns in scientific literature
10.1002/asi.20317 · 2006 · External reference
Construction of a digital twin model for ships based on BeiDou communication
2022 · External reference
Digital twin simulation modeling process with system dynamics: an application to naval ship operation
10.1002/rnc.6893 · 2023 · External reference
Data-driven ship digital twin for estimating the speed loss caused by the marine fouling
10.1016/j.oceaneng.2019.05.045 · 2019 · External reference
Memetic algorithm optimization of electric ship power system
10.1109/tte.2025.3529279 · 2025 · External reference
Effect analysis on energy efficiency enhancement of controlled cylinder liner temperatures in marine diesel engines with model based approach
10.1016/j.enconman.2020.113015 · 2020 · External reference
Unresolved reference
External reference
Leaveraging digital twin & artificial intelligence in consumption forecasting system for sustainable luxury yacht
10.1109/access.2024.3471624 · 2024 · External reference
Integrated Ship Energy Flowchart: a digital twin to mitigate GHG emissions
2023 · External reference
A self-powered sensing wearable watch application in ship driver metaverse interaction
2025 · External reference
A fault diagnosis approach utilizing artificial intelligence for maritime power systems within an integrated digital twin framework
10.3390/app14188107 · 2024 · External reference
Digital transformation in the shipping industry: a network-based bibliometric analysis
10.3390/jmse13050894 · 2025 · External reference
A numerical investigation of a wind-assisted ship to estimate fuel savings
2022 · External reference
Predictive digital twins for autonomous surface vessels
10.1016/j.oceaneng.2023.116046 · 2023 · External reference
Construction of a digital twin system for the blended-wing-body underwater glider
10.1016/j.oceaneng.2022.113610 · 2023 · External reference
Construction of a digital twin-based ship manufacturing workshop monitoring system
2025 · External reference
A novel digital twin framework with hardware-in-the-loop for engine systems
10.1109/tits.2025.3526204 · 2025 · External reference
Digital twin of shipbuilding process in shipyard 4.0
10.3390/su15129733 · 2023 · External reference
A framework to assure the trustworthiness of physical model-based digital twins for marine engines
10.3390/jmse12040595 · 2024 · External reference
Real-time dynamic and structural behavior estimation of a steel lazy wave riser through finite-element-based digital twin and hull-motion sensor
10.1016/j.apor.2024.104137 · 2024 · External reference
Study and design of the digital twin system for the intelligent ship energy efficiency
2025 · External reference
A digital twin-driven machine learning framework for structural condition monitoring using multi-datasets
2025 · External reference
Digital twin-enabled autonomous fault mitigation in diesel engines: an experimental validation
10.1016/j.conengprac.2024.106045 · 2024 · External reference
Digital twins in maritime safety: a breakthrough in hull structural integrity monitoring via cutting-edge conversion methods and base mode selection algorithms
2025 · External reference
Ship digital twin architecture for optimizing sailing automation
10.1016/j.oceaneng.2023.114128 · 2023 · External reference
Real-time digital twin for ship operation in waves
10.1016/j.oceaneng.2022.112867 · 2022 · External reference
Digital twin exploration of a blended-wing-body underwater glider skeleton in the laboratory environment
10.1080/17445302.2023.2238391 · 2024 · External reference
Quality prediction and control of assembly and welding process for ship group product based on digital twin
2020 · External reference
Semi-physical virtual simulation for ship straight pipe processing
2022 · External reference
High-quality 3D generation method of ship targets based on multi-view diffusion model
2025 · External reference
Study on few-shot fault diagnosis method for marine fuel systems based on DT-SViT-KNN
10.3390/s25010006 · 2024 · External reference
Optimized visual servo control and digital twin-driven hardware-in-the-loop simulation methods for autonomous surface manipulator systems
2025 · External reference
Motion control of autonomous underwater vehicle based on physics-informed offline reinforcement learning
10.1016/j.oceaneng.2024.119432 · 2024 · External reference
Unresolved reference
2023 · External reference
Research on digital twin-based dynamic evolution model for the reactor hull structure of an icebreaker
10.1016/j.oceaneng.2025.120980 · 2025 · External reference
Digital twin model-driven capacity evaluation and scheduling optimization for ship welding production line
10.1007/s10845-023-02212-2 · 2024 · External reference
Voyage performance evaluation based on a digital twin model
2020 · External reference
Triplane generator-based NeRF-GAN framework for single-view ship reconstruction
10.1080/17538947.2025.2496406 · 2025 · External reference
Acquisition method of evaluation stress for the digital twin model of ship monitoring structure
10.1016/j.apor.2022.103368 · 2022 · External reference
Shipboard crane digital twin: an empirical study on R/V gunnerus
10.1016/j.oceaneng.2024.117675 · 2024 · External reference
Maneuvering modeling of a twin-propeller twin-rudder inland container vessel based on integrated CFD and empirical methods
10.1016/j.apor.2022.103261 · 2022 · External reference
Unresolved reference
2024 · External reference
Modelling guided energy management system for a hydrogen–fuelled harbour tug
2024 · External reference
Comparison of reinforcement and imitation learning algorithms in autonomous sailboat digital twins
10.1109/tla.2022.9878171 · 2022 · External reference
A digital twin comprehensive monitoring system for ship equipment
10.2478/pomr-2024-0055 · 2024 · External reference
Real-time prediction of hydrodynamic forces and dynamic responses of a generic jack-up platform using deep learning
10.1016/j.oceaneng.2024.118003 · 2024 · External reference
Unresolved reference
2022 · External reference
A digital twin to predict failure probability of an FPSO hull based on corrosion models
10.1007/s00773-023-00963-4 · 2023 · External reference
Machine learning enhancement of manoeuvring prediction for ship Digital Twin using full-scale recordings
10.1016/j.oceaneng.2022.111579 · 2022 · External reference
Comparative analysis of data-driven models for marine engine In-cylinder pressure prediction
10.3390/machines11100926 · 2023 · External reference
Unresolved reference
2021 · External reference
Navigation attitude prediction for unmanned surface vessels in wave environments using improved unscented kalman filter and digital twin model
10.3390/jmse13050932 · 2025 · External reference
Digital twin: values, challenges and enablers from a modeling perspective
10.1109/access.2020.2970143 · 2020 · External reference
TotalEnergies/socatra use syroco vessel performance software on tanker alcyone – digital ship
2025 · External reference
Transforming the shipping industry with autonomous ships and artificial intelligence
2024 · External reference
Digital twin of subsea assets as a tool for integrity management and risk-based inspection: challenges and perspectives
2023 · External reference
Using artificial intelligence for advanced health monitoring of marine vessels
2023 · External reference
An LSTM-based approach to fuel consumption estimation in digital twin ship
2024 · External reference
How to properly use the PRISMA Statement
10.1186/s13643-021-01671-z · 2021 · External reference
Ship motion and fatigue damage estimation via a digital twin
2018 · External reference
Data-driven models for vessel motion prediction and the benefits of physics-based information
10.1016/j.apor.2021.102916 · 2022 · External reference
Digital-twin-based predictive compensation control strategy for seam tracking in steel sheets welding of large cruise ships
10.1016/j.rcim.2024.102725 · 2024 · External reference
Unresolved reference
External reference
A bibliometric review of research publications on digital twin predictive maintenance systems in the maritime industry
2024 · External reference
Data driven digital twin applications towards green ship operations
2022 · External reference
Advanced data cluster analyses in digital twin development for marine engines towards ship performance quantification
10.1016/j.oceaneng.2024.117098 · 2024 · External reference
The digital twin of complex shipboard DC microgrids: the high-performing synergy of compiled models and HIL platform in the dynamics emulation of zonal power electronic power distribution systems
10.1049/pel2.12835 · 2025 · External reference
Towards a digital twin approach for vessel-specific fatigue damage monitoring and prognosis
10.1016/j.ress.2021.108222 · 2022 · External reference
A digital twin approach for maritime carbon intensity evaluation accounting for operational and environmental uncertainty
10.1016/j.oceaneng.2023.115927 · 2023 · External reference
Multi-target tracking for autonomous surface vessels using LiDAR and AIS data integration
10.1016/j.apor.2024.104348 · 2025 · External reference
Single-view 3D object perception based on vessel generative adversarial network for autonomous ships
2024 · External reference
Digital twin implementation of autonomous planning arc welding robot system
10.23919/csms.2023.0013 · 2023 · External reference
Real-time digital twin of ship structure deformation field based on the inverse finite element method
10.3390/jmse12020257 · 2024 · External reference
Real-time simulation of ship structure based on virtual-real fusion interaction
10.1016/j.oceaneng.2024.116815 · 2024 · External reference
Unresolved reference
2024 · External reference
Framework for a physics-based digital twin of a towed cable-body system
10.1016/j.oceaneng.2025.121025 · 2025 · External reference
Application research of digital twin-driven ship intelligent manufacturing system: pipe machining production line
10.3390/jmse9030338 · 2021 · External reference
Real-time digital twin of autonomous ships based on virtual-physical mapping model
10.1063/5.0222332 · 2024 · External reference
Short-term photovoltaic power prediction based on a digital twin model
10.3390/jmse12071219 · 2024 · External reference
SWLC-DT: an architecture for ship whole life cycle digital twin based on vertical–horizontal design
10.3390/machines10110998 · 2022 · External reference
Digital twin based intelligent coating film thickness monitoring system
10.1177/09544054251334428 · 2026 · External reference
Agent-based modeling system for real-time characterization of film thickness in digital twin coating
10.1177/09544054241288919 · 2025 · External reference
Structural performance prediction of marine stabilizer fins based on multi-scale feature enhancement network and digital twins
10.1016/j.oceaneng.2024.120277 · 2025 · External reference
Integrated ship energy flowchart: auxiliary energy demand and shore-side electricity
2023 · External reference
New trends on digital twin-based blockchain technology in zero-emission ship applications
2021 · External reference
A digital twin of the research vessel gunnerus for lifecycle services: outlining key technologies. IEEE Robot
10.1109/mra.2022.3217745 · 2022 · External reference
Research on virtual reality system of gantry dual-arm welding robot
10.14733/cadaps.2023.1300-1311 · 2023 · External reference
Hybrid ML-EMT-based digital twin for device-level HIL real-time emulation of ship-board microgrid on FPGA
10.1109/jestie.2023.3282776 · 2023 · External reference
CiteSpace II: detecting and visualizing emerging trends and transient patterns in scientific literature
10.1002/asi.20317 · ExternalCitation · doi-reference
Digital twin simulation modeling process with system dynamics: an application to naval ship operation
10.1002/rnc.6893 · ExternalCitation · doi-reference
Operationalizing digital twins through model-based systems engineering methods
10.1002/sys.21559 · ExternalCitation · doi-reference
A digital twin to predict failure probability of an FPSO hull based on corrosion models
10.1007/s00773-023-00963-4 · ExternalCitation · doi-reference
Digital twin model-driven capacity evaluation and scheduling optimization for ship welding production line
10.1007/s10845-023-02212-2 · ExternalCitation · doi-reference
Data-driven models for vessel motion prediction and the benefits of physics-based information
10.1016/j.apor.2021.102916 · ExternalCitation · doi-reference
Maneuvering modeling of a twin-propeller twin-rudder inland container vessel based on integrated CFD and empirical methods
10.1016/j.apor.2022.103261 · ExternalCitation · doi-reference
Acquisition method of evaluation stress for the digital twin model of ship monitoring structure
10.1016/j.apor.2022.103368 · ExternalCitation · doi-reference
Real-time dynamic and structural behavior estimation of a steel lazy wave riser through finite-element-based digital twin and hull-motion sensor
10.1016/j.apor.2024.104137 · ExternalCitation · doi-reference
Multi-target tracking for autonomous surface vessels using LiDAR and AIS data integration
10.1016/j.apor.2024.104348 · ExternalCitation · doi-reference
Digital twin-enabled autonomous fault mitigation in diesel engines: an experimental validation
10.1016/j.conengprac.2024.106045 · ExternalCitation · doi-reference
Effect analysis on energy efficiency enhancement of controlled cylinder liner temperatures in marine diesel engines with model based approach
10.1016/j.enconman.2020.113015 · ExternalCitation · doi-reference
Towards sustainable ships: advancing energy efficiency of HVAC systems onboard through digital twin
10.1016/j.energy.2025.134435 · ExternalCitation · doi-reference
Data-driven ship digital twin for estimating the speed loss caused by the marine fouling
10.1016/j.oceaneng.2019.05.045 · ExternalCitation · doi-reference
Machine learning enhancement of manoeuvring prediction for ship Digital Twin using full-scale recordings
10.1016/j.oceaneng.2022.111579 · ExternalCitation · doi-reference
Real-time digital twin for ship operation in waves
10.1016/j.oceaneng.2022.112867 · ExternalCitation · doi-reference
Construction of a digital twin system for the blended-wing-body underwater glider
10.1016/j.oceaneng.2022.113610 · ExternalCitation · doi-reference
Ship digital twin architecture for optimizing sailing automation
10.1016/j.oceaneng.2023.114128 · ExternalCitation · doi-reference
A digital twin approach for maritime carbon intensity evaluation accounting for operational and environmental uncertainty
10.1016/j.oceaneng.2023.115927 · ExternalCitation · doi-reference
Predictive digital twins for autonomous surface vessels
10.1016/j.oceaneng.2023.116046 · ExternalCitation · doi-reference
Real-time simulation of ship structure based on virtual-real fusion interaction
10.1016/j.oceaneng.2024.116815 · ExternalCitation · doi-reference
Advanced data cluster analyses in digital twin development for marine engines towards ship performance quantification
10.1016/j.oceaneng.2024.117098 · ExternalCitation · doi-reference
Shipboard crane digital twin: an empirical study on R/V gunnerus
10.1016/j.oceaneng.2024.117675 · ExternalCitation · doi-reference
Real-time prediction of hydrodynamic forces and dynamic responses of a generic jack-up platform using deep learning
10.1016/j.oceaneng.2024.118003 · ExternalCitation · doi-reference
Motion control of autonomous underwater vehicle based on physics-informed offline reinforcement learning
10.1016/j.oceaneng.2024.119432 · ExternalCitation · doi-reference
Structural performance prediction of marine stabilizer fins based on multi-scale feature enhancement network and digital twins
10.1016/j.oceaneng.2024.120277 · ExternalCitation · doi-reference
Research on digital twin-based dynamic evolution model for the reactor hull structure of an icebreaker
10.1016/j.oceaneng.2025.120980 · ExternalCitation · doi-reference
Framework for a physics-based digital twin of a towed cable-body system
10.1016/j.oceaneng.2025.121025 · ExternalCitation · doi-reference
Digital-twin-based predictive compensation control strategy for seam tracking in steel sheets welding of large cruise ships
10.1016/j.rcim.2024.102725 · ExternalCitation · doi-reference
Towards a digital twin approach for vessel-specific fatigue damage monitoring and prognosis
10.1016/j.ress.2021.108222 · ExternalCitation · doi-reference
Digital twin syncing for autonomous surface vessels using reinforcement learning and nonlinear model predictive control
10.1038/s41598-025-93635-9 · ExternalCitation · doi-reference
The digital twin of complex shipboard DC microgrids: the high-performing synergy of compiled models and HIL platform in the dynamics emulation of zonal power electronic power distribution systems
10.1049/pel2.12835 · ExternalCitation · doi-reference
Real-time digital twin of autonomous ships based on virtual-physical mapping model
10.1063/5.0222332 · ExternalCitation · doi-reference
Digital twin exploration of a blended-wing-body underwater glider skeleton in the laboratory environment
10.1080/17445302.2023.2238391 · ExternalCitation · doi-reference
Triplane generator-based NeRF-GAN framework for single-view ship reconstruction
10.1080/17538947.2025.2496406 · ExternalCitation · doi-reference
Digital twin: values, challenges and enablers from a modeling perspective
10.1109/access.2020.2970143 · ExternalCitation · doi-reference
Leaveraging digital twin & artificial intelligence in consumption forecasting system for sustainable luxury yacht
10.1109/access.2024.3471624 · ExternalCitation · doi-reference
Hybrid ML-EMT-based digital twin for device-level HIL real-time emulation of ship-board microgrid on FPGA
10.1109/jestie.2023.3282776 · ExternalCitation · doi-reference
A digital twin of the research vessel gunnerus for lifecycle services: outlining key technologies. IEEE Robot
10.1109/mra.2022.3217745 · ExternalCitation · doi-reference
A novel digital twin framework with hardware-in-the-loop for engine systems
10.1109/tits.2025.3526204 · ExternalCitation · doi-reference
Comparison of reinforcement and imitation learning algorithms in autonomous sailboat digital twins
10.1109/tla.2022.9878171 · ExternalCitation · doi-reference
Memetic algorithm optimization of electric ship power system
10.1109/tte.2025.3529279 · ExternalCitation · doi-reference
Agent-based modeling system for real-time characterization of film thickness in digital twin coating
10.1177/09544054241288919 · ExternalCitation · doi-reference
Digital twin based intelligent coating film thickness monitoring system
10.1177/09544054251334428 · ExternalCitation · doi-reference
How to properly use the PRISMA Statement
10.1186/s13643-021-01671-z · ExternalCitation · doi-reference
Research on virtual reality system of gantry dual-arm welding robot
10.14733/cadaps.2023.1300-1311 · ExternalCitation · doi-reference
Digital twin implementation of autonomous planning arc welding robot system
10.23919/csms.2023.0013 · ExternalCitation · doi-reference
A digital twin comprehensive monitoring system for ship equipment
10.2478/pomr-2024-0055 · ExternalCitation · doi-reference
A fault diagnosis approach utilizing artificial intelligence for maritime power systems within an integrated digital twin framework
10.3390/app14188107 · ExternalCitation · doi-reference
Real-time digital twin of ship structure deformation field based on the inverse finite element method
10.3390/jmse12020257 · ExternalCitation · doi-reference
A framework to assure the trustworthiness of physical model-based digital twins for marine engines
10.3390/jmse12040595 · ExternalCitation · doi-reference
Short-term photovoltaic power prediction based on a digital twin model
10.3390/jmse12071219 · ExternalCitation · doi-reference
Digital transformation in the shipping industry: a network-based bibliometric analysis
10.3390/jmse13050894 · ExternalCitation · doi-reference
Navigation attitude prediction for unmanned surface vessels in wave environments using improved unscented kalman filter and digital twin model
10.3390/jmse13050932 · ExternalCitation · doi-reference
Application research of digital twin-driven ship intelligent manufacturing system: pipe machining production line
10.3390/jmse9030338 · ExternalCitation · doi-reference
SWLC-DT: an architecture for ship whole life cycle digital twin based on vertical–horizontal design
10.3390/machines10110998 · ExternalCitation · doi-reference
Comparative analysis of data-driven models for marine engine In-cylinder pressure prediction
10.3390/machines11100926 · ExternalCitation · doi-reference
Study on few-shot fault diagnosis method for marine fuel systems based on DT-SViT-KNN
10.3390/s25010006 · ExternalCitation · doi-reference
Digital twin of shipbuilding process in shipyard 4.0
10.3390/su15129733 · ExternalCitation · doi-reference
