Research graph
References from Vision-driven dynamic tunnel digital twin for real-time situation and emergency awareness. Local targets link to admitted publications; unresolved targets remain external evidence.
Tunnel inspection using photogrammetric techniques and image processing: A review
10.1016/j.isprsjprs.2018.07.010 · 2018 · External reference
Digital twins in transportation infrastructure: An investigation of the key enabling technologies, applications, and challenges
10.1109/tits.2024.3401716 · 2024 · External reference
Real-time forecast of tunnel fire scenario and hazard based on external smoke images
10.1016/j.tust.2025.106377 · 2025 · External reference
Autonomous navigation of non-perception firefighting robot through CCTV-informed vision sharing
10.1016/j.eswa.2025.129210 · 2026 · External reference
Coupling analysis of tunnel construction risk in complex geology and construction factors
2022 · External reference
Tunnel 4.0: Managed digital twin for tunnel operations
2023 · External reference
An image is worth 16 × 16 words: Transformers for image recognition at scale
2020 · External reference
Disaster City Digital Twin: A vision for integrating artificial and human intelligence for disaster management
10.1016/j.ijinfomgt.2019.102049 · 2021 · External reference
A status digital twin approach for physically monitoring over-and-under excavation in large tunnels
10.1016/j.aei.2024.102648 · 2024 · External reference
Digital Twin and its Application in Transportation Infrastructure
2021 · External reference
Towards a dynamic data driven wildfire digital twin (WDT): Impacts on deforestation, air quality and cardiopulmonary disease
2024 · External reference
Smart-guided pedestrian emergency evacuation in slender-shape infrastructure with digital twin simulations
10.3390/su12229701 · 2020 · External reference
Deep residual learning for image recognition
2016 · External reference
TransReID: Transformer-based object re-identification
2021 · External reference
Smart tunnel fire safety management by sensor network and artificial intelligence
2022 · External reference
A novel wildfire digital-twin framework using interactive wildfire spread simulator
2019 · External reference
Data-driven digital twin-based smart tunnel maintenance system
10.1016/j.ige.2025.09.002 · 2025 · External reference
An application of a deep learning algorithm for automatic detection of unexpected accidents under bad CCTV monitoring conditions in tunnels
2019 · External reference
Fire and smoke digital twin – a computational framework for modeling fire incident outcomes
10.1016/j.compenvurbsys.2024.102093 · 2024 · External reference
Digital twin for intelligent tunnel construction
10.1016/j.autcon.2023.105210 · 2024 · External reference
A robust real‐time method for identifying hydraulic tunnel structural defects using deep learning and computer vision
10.1111/mice.12949 · 2023 · External reference
Integrating vision and laser point cloud data for shield tunnel digital twin modeling
10.1016/j.autcon.2023.105180 · 2024 · External reference
Review of digital twin about concepts, technologies, and industrial applications
10.1016/j.jmsy.2020.06.017 · 2021 · External reference
PROVID: Progressive and multimodal vehicle reidentification for large-scale urban surveillance
10.1109/tmm.2017.2751966 · 2018 · External reference
Operation and maintenance management of utility tunnel based on intelligent systems
2024 · External reference
An integrated framework for multiple traffic anomalies detection on highways using vehicle trajectories
10.1111/mice.13494 · 2025 · External reference
Modeling software architectures in the Unified Modeling Language
10.1145/504087.504088 · 2002 · External reference
LLM-assisted crisis management: building advanced LLM platforms for effective emergency response and public collaboration
2024 · External reference
Digital twins and 3D information modeling in a smart city for traffic controlling: A review
10.24294/jgc.v6i1.1865 · 2023 · External reference
Efficient multi-camera vehicle detection, tracking, and identification in a tunnel surveillance application
10.1016/j.cviu.2012.02.006 · 2012 · External reference
Perceptually unimportant information reduction and cosine similarity-based quality assessment of 3D-synthesized images
10.1109/tip.2022.3147981 · 2022 · External reference
Grad-CAM: Visual explanations from deep networks via gradient-based localization
2017 · External reference
3D thermal mapping of smoldering coal gangue pile fires using airborne thermal infrared data
10.1016/j.csite.2023.103146 · 2023 · External reference
Holistic digital-twin-based framework to improve tunnel lighting environment: From methodology to application
10.1016/j.buildenv.2022.109562 · 2022 · External reference
Bottleneck transformers for visual recognition
2021 · External reference
Real-time event-driven road traffic monitoring system using CCTV video analytics
10.1109/access.2023.3340144 · 2023 · External reference
Based on digital twin technology, an early warning system and strategy for predicting urban waterlogging
2024 · External reference
RFWNet: A multiscale remote sensing forest wildfire detection network with digital twinning, adaptive spatial aggregation, and dynamic sparse features
2024 · External reference
Current status and prospects of digital twin approaches in structural health monitoring
10.3390/buildings15071021 · 2025 · External reference
Towards a digital twin for supporting multi-agency incident management in a smart city
10.1038/s41598-022-20178-8 · 2022 · External reference
Safe evacuation framework with intelligent dynamic exit sign system and demonstration in tunnel fire
10.1016/j.jnlssr.2024.12.001 · 2025 · External reference
Digital twin technology in transportation infrastructure: A comprehensive survey of current applications, challenges, and future directions
10.3390/app15041911 · 2025 · External reference
An intelligent tunnel firefighting system and small-scale demonstration
10.1016/j.tust.2021.104301 · 2022 · External reference
A novel method for tunnel digital twin construction and virtual-real fusion application
10.3390/electronics11091413 · 2022 · External reference
AIoT-powered building digital twin for smart firefighting and super real-time fire forecast
10.1016/j.aei.2025.103117 · 2025 · External reference
Novel SfM-DLT method for metro tunnel 3D reconstruction and visualization
10.1016/j.undsp.2020.01.002 · 2021 · External reference
10.1016/j.eng.2026.02.023
10.1016/j.eng.2026.02.023 · External reference
Application of a digital twin for highway tunnels based on multi-sensor and information fusion
10.3389/fphy.2024.1335494 · 2024 · External reference
Deep learning for person re-identification: A survey and outlook
10.1109/tpami.2021.3054775 · 2021 · External reference
A digital twin approach for tunnel construction safety early warning and management
10.1016/j.compind.2022.103783 · 2023 · External reference
A BIM-based framework for operation and maintenance of utility tunnels
10.1016/j.tust.2019.103252 · 2020 · External reference
Digital twin-driven intelligence disaster prevention and mitigation for infrastructure: Advances, challenges, and opportunities
10.1007/s11069-021-05190-x · 2022 · External reference
Digital Twin-enabled and Knowledge-driven decision support for tunnel electromechanical equipment maintenance
10.1016/j.tust.2023.105318 · 2023 · External reference
A digital twin-based decision analysis framework for operation and maintenance of tunnels
10.1016/j.tust.2021.104125 · 2021 · External reference
Research on intelligent ventilation system based on digital twins
2024 · External reference
Digital twin enabled real-time advanced control of TBM operation using deep learning methods
10.1016/j.autcon.2023.105240 · 2024 · External reference
Smart real-time evaluation of tunnel fire risk and evacuation safety via computer vision
10.1016/j.ssci.2024.106563 · 2024 · External reference
AIoT-enabled digital twin system for smart tunnel fire safety management
10.1016/j.dibe.2024.100381 · 2024 · External reference
Regional immersive light guidance in a digital twin system for tunnel traffic
2022 · External reference
