Research graph
References from Autonomous and Agentic AI with Digital Twins for Resilient Transportation and Smart Logistics: A Systematic Review, Multi-Axis Taxonomy, and Evidence-Informed Human-in-the-Loop Reference Architecture. Local targets link to admitted publications; unresolved targets remain external evidence.
Food retail supply chain resilience and the COVID-19 pandemic: A digital twin-based impact analysis and improvement directions
10.1016/j.tre.2021.102412 · 2021 · External reference
A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0
10.1080/09537287.2020.1768450 · 2021 · External reference
Graph neural network for traffic forecasting: A survey
10.1016/j.eswa.2022.117921 · 2022 · External reference
Deep reinforcement learning for intelligent transportation systems: A survey
10.1109/tits.2020.3008612 · 2022 · External reference
Unresolved reference
External reference
Digital twin intelligent transportation system (DT-ITS)—A systematic review
10.1049/itr2.12539 · 2024 · External reference
Intelligent digital twin (iDT) for supply chain stress-testing, resilience, and viability
10.1016/j.ijpe.2023.108938 · 2023 · External reference
A survey on security attacks and defense techniques for connected and autonomous vehicles
10.1016/j.cose.2021.102269 · 2021 · External reference
A survey on cyber-security of connected and autonomous vehicles (CAVs)
10.1109/tits.2021.3085297 · 2022 · External reference
Anomaly detection against GPS spoofing attacks on connected and autonomous vehicles using learning from demonstration
10.1109/tits.2023.3269029 · 2023 · External reference
10.1145/3605764.3623985
10.1145/3605764.3623985 · External reference
10.52202/079017-2636
10.52202/079017-2636 · External reference
10.18653/v1/2024.findings-acl.624
10.18653/v1/2024.findings-acl.624 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Industry 5.0: Prospect and retrospect
10.1016/j.jmsy.2022.09.017 · 2022 · External reference
Outlook on human-centric manufacturing towards Industry 5.0
10.1016/j.jmsy.2022.02.001 · 2022 · External reference
Industry 5.0: A survey on enabling technologies and potential applications
2022 · External reference
Reinforcement learning in urban network traffic signal control: A systematic literature review
10.1016/j.eswa.2022.116830 · 2022 · External reference
Graph neural networks for intelligent transportation systems: A survey
10.1109/tits.2023.3257759 · 2023 · External reference
The application of digital twin technology in operations and supply chain management: A bibliometric review
10.1108/scm-01-2021-0053 · 2022 · External reference
Machine learning in supply chain management: Systematic literature review and future research agenda
10.1080/00207543.2025.2466062 · 2025 · External reference
10.3390/info16050399
10.3390/info16050399 · External reference
Large models for intelligent transportation systems and autonomous vehicles: A survey
10.1016/j.aei.2024.102786 · 2024 · External reference
Deep reinforcement learning for inventory control: A roadmap
10.1016/j.ejor.2021.07.016 · 2022 · External reference
10.1007/s11704-024-40231-1
10.1007/s11704-024-40231-1 · External reference
The rise and potential of large language model based agents: A survey
10.1007/s11432-024-4222-0 · 2025 · External reference
Agentic AI: Autonomous intelligence for complex goals—A comprehensive survey
10.1109/access.2025.3532853 · 2025 · External reference
Will bots take over the supply chain? Revisiting agent-based supply chain automation
10.1016/j.ijpe.2021.108279 · 2021 · External reference
Unresolved reference
External reference
10.3390/app11114948
10.3390/app11114948 · External reference
The surprising effectiveness of PPO in cooperative multi-agent games
10.52202/068431-1787 · 2022 · External reference
Smart mobility in the cloud: Enabling real-time situational awareness and cyber-physical control through a digital twin for traffic
10.1109/tits.2022.3226746 · 2023 · External reference
Digital twin-assisted real-time traffic data prediction method for 5G-enabled internet of vehicles
10.1109/tii.2021.3083596 · 2022 · External reference
10.3390/math11122678
10.3390/math11122678 · External reference
Design of digital twin applications in automated storage yard scheduling
10.1016/j.aei.2021.101477 · 2022 · External reference
Digital twins on the resilience of supply chain under COVID-19 pandemic
10.1109/tem.2022.3195903 · 2022 · External reference
10.20944/preprints202103.0005.v1
10.20944/preprints202103.0005.v1 · External reference
Adaptive digital twin for vehicular edge computing and networks
10.23919/jcin.2022.9745481 · 2022 · External reference
A scalable approach to optimize traffic signal control with federated reinforcement learning
10.1038/s41598-023-46074-3 · 2023 · External reference
Federated multiagent actor–critic learning task offloading in intelligent logistics
10.1109/jiot.2023.3244783 · 2023 · External reference
10.1080/00207543.2025.2604311
10.1080/00207543.2025.2604311 · External reference
TrafficGPT: Viewing, processing and interacting with traffic foundation models
10.1016/j.tranpol.2024.03.006 · 2024 · External reference
Trustworthy artificial intelligence: A review
2022 · External reference
A survey of human-in-the-loop for machine learning
10.1016/j.future.2022.05.014 · 2022 · External reference
10.1109/iros58592.2024.10802813
10.1109/iros58592.2024.10802813 · External reference
Unresolved reference
External reference
A reinforcement learning approach for global navigation satellite system spoofing attack detection of autonomous vehicles
10.1177/03611981221095509 · 2022 · External reference
Detection and isolation of sensor attacks for autonomous vehicles: Framework, algorithms, and validation
10.1109/tits.2021.3077015 · 2022 · External reference
Blockchain-based secure communication of intelligent transportation digital twins system
10.1109/tits.2022.3183379 · 2022 · External reference
Deep reinforcement learning for traffic signal control with consistent state and reward design approach
10.1016/j.knosys.2023.110440 · 2023 · External reference
Time Windows Based Dynamic Routing in Multi-AGV Systems
10.1109/tase.2009.2016350 · 2010 · External reference
Intelligent agent framework to determine the optimal conflict-free path for an automated guided vehicles system
10.1080/00207540210155783 · 2002 · External reference
Deep reinforcement learning for the dynamic and uncertain vehicle routing problem
10.1007/s10489-022-03456-w · 2023 · External reference
A novel constraint model for conflict-free path planning in multi-AGV system
10.1007/s10586-026-06123-8 · 2026 · External reference
10.3390/drones8010027
10.3390/drones8010027 · External reference
Unresolved reference
External reference
Railway infrastructure maintenance efficiency improvement using deep reinforcement learning integrated with digital twin based on track geometry and component defects
10.1038/s41598-023-29526-8 · 2023 · External reference
Can deep reinforcement learning improve inventory management? Performance on lost sales, dual-sourcing, and multi-echelon problems
10.1287/msom.2021.1064 · 2022 · External reference
10.52202/079017-3957
10.52202/079017-3957 · External reference
10.3390/a19030218
10.3390/a19030218 · External reference
10.1145/3534678.3539095
10.1145/3534678.3539095 · External reference
ChatSync: Large-language-model-enabled spatial–temporal knowledge reasoning for production logistics synchronization
10.1109/jiot.2025.3603073 · 2025 · External reference
SECRM-2D: RL-Based Efficient and Comfortable Route-Following Autonomous Driving With Analytic Safety Guarantees
10.1049/itr2.70013 · 2025 · External reference
Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-Agent Reinforcement Learning
10.1109/tmc.2025.3594188 · 2026 · External reference
Multi-agent deep reinforcement learning collaborative traffic signal control method considering intersection heterogeneity
10.1016/j.trc.2024.104663 · 2024 · External reference
10.1145/1160633.1160926
10.1145/1160633.1160926 · External reference
10.3390/logistics8040096
10.3390/logistics8040096 · External reference
Event-based controller to avoid deadlock and collisions in zone-control AGVS
10.1080/00207540110118073 · 2002 · External reference
Reward shaping to improve the performance of deep reinforcement learning in perishable inventory management
10.1016/j.ejor.2021.10.045 · 2022 · External reference
10.20944/preprints202404.0857.v1
10.20944/preprints202404.0857.v1 · External reference
Agentic digital twins: Bridging model-based and AI-driven decision-making support for a new era of supply chain and operations management
10.1080/00207543.2026.2630277 · 2026 · External reference
10.1145/3690624.3709379
10.1145/3690624.3709379 · External reference
Deep reinforcement learning for the dynamic and uncertain vehicle routing problem
10.1007/s10489-022-03456-w · ExternalCitation · doi-reference
A novel constraint model for conflict-free path planning in multi-AGV system
10.1007/s10586-026-06123-8 · ExternalCitation · doi-reference
The rise and potential of large language model based agents: A survey
10.1007/s11432-024-4222-0 · ExternalCitation · doi-reference
10.1007/s11704-024-40231-1
10.1007/s11704-024-40231-1 · ExternalCitation · doi-reference
Design of digital twin applications in automated storage yard scheduling
10.1016/j.aei.2021.101477 · ExternalCitation · doi-reference
Large models for intelligent transportation systems and autonomous vehicles: A survey
10.1016/j.aei.2024.102786 · ExternalCitation · doi-reference
A survey on security attacks and defense techniques for connected and autonomous vehicles
10.1016/j.cose.2021.102269 · ExternalCitation · doi-reference
Deep reinforcement learning for inventory control: A roadmap
10.1016/j.ejor.2021.07.016 · ExternalCitation · doi-reference
Reward shaping to improve the performance of deep reinforcement learning in perishable inventory management
10.1016/j.ejor.2021.10.045 · ExternalCitation · doi-reference
Reinforcement learning in urban network traffic signal control: A systematic literature review
10.1016/j.eswa.2022.116830 · ExternalCitation · doi-reference
Graph neural network for traffic forecasting: A survey
10.1016/j.eswa.2022.117921 · ExternalCitation · doi-reference
A survey of human-in-the-loop for machine learning
10.1016/j.future.2022.05.014 · ExternalCitation · doi-reference
Will bots take over the supply chain? Revisiting agent-based supply chain automation
10.1016/j.ijpe.2021.108279 · ExternalCitation · doi-reference
Intelligent digital twin (iDT) for supply chain stress-testing, resilience, and viability
10.1016/j.ijpe.2023.108938 · ExternalCitation · doi-reference
Outlook on human-centric manufacturing towards Industry 5.0
10.1016/j.jmsy.2022.02.001 · ExternalCitation · doi-reference
Industry 5.0: Prospect and retrospect
10.1016/j.jmsy.2022.09.017 · ExternalCitation · doi-reference
Deep reinforcement learning for traffic signal control with consistent state and reward design approach
10.1016/j.knosys.2023.110440 · ExternalCitation · doi-reference
TrafficGPT: Viewing, processing and interacting with traffic foundation models
10.1016/j.tranpol.2024.03.006 · ExternalCitation · doi-reference
Multi-agent deep reinforcement learning collaborative traffic signal control method considering intersection heterogeneity
10.1016/j.trc.2024.104663 · ExternalCitation · doi-reference
Food retail supply chain resilience and the COVID-19 pandemic: A digital twin-based impact analysis and improvement directions
10.1016/j.tre.2021.102412 · ExternalCitation · doi-reference
Railway infrastructure maintenance efficiency improvement using deep reinforcement learning integrated with digital twin based on track geometry and component defects
10.1038/s41598-023-29526-8 · ExternalCitation · doi-reference
A scalable approach to optimize traffic signal control with federated reinforcement learning
10.1038/s41598-023-46074-3 · ExternalCitation · doi-reference
Digital twin intelligent transportation system (DT-ITS)—A systematic review
10.1049/itr2.12539 · ExternalCitation · doi-reference
SECRM-2D: RL-Based Efficient and Comfortable Route-Following Autonomous Driving With Analytic Safety Guarantees
10.1049/itr2.70013 · ExternalCitation · doi-reference
Event-based controller to avoid deadlock and collisions in zone-control AGVS
10.1080/00207540110118073 · ExternalCitation · doi-reference
Intelligent agent framework to determine the optimal conflict-free path for an automated guided vehicles system
10.1080/00207540210155783 · ExternalCitation · doi-reference
Machine learning in supply chain management: Systematic literature review and future research agenda
10.1080/00207543.2025.2466062 · ExternalCitation · doi-reference
10.1080/00207543.2025.2604311
10.1080/00207543.2025.2604311 · ExternalCitation · doi-reference
Agentic digital twins: Bridging model-based and AI-driven decision-making support for a new era of supply chain and operations management
10.1080/00207543.2026.2630277 · ExternalCitation · doi-reference
A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0
10.1080/09537287.2020.1768450 · ExternalCitation · doi-reference
The application of digital twin technology in operations and supply chain management: A bibliometric review
10.1108/scm-01-2021-0053 · ExternalCitation · doi-reference
Agentic AI: Autonomous intelligence for complex goals—A comprehensive survey
10.1109/access.2025.3532853 · ExternalCitation · doi-reference
10.1109/iros58592.2024.10802813
10.1109/iros58592.2024.10802813 · ExternalCitation · doi-reference
Federated multiagent actor–critic learning task offloading in intelligent logistics
10.1109/jiot.2023.3244783 · ExternalCitation · doi-reference
ChatSync: Large-language-model-enabled spatial–temporal knowledge reasoning for production logistics synchronization
10.1109/jiot.2025.3603073 · ExternalCitation · doi-reference
Time Windows Based Dynamic Routing in Multi-AGV Systems
10.1109/tase.2009.2016350 · ExternalCitation · doi-reference
Digital twins on the resilience of supply chain under COVID-19 pandemic
10.1109/tem.2022.3195903 · ExternalCitation · doi-reference
Digital twin-assisted real-time traffic data prediction method for 5G-enabled internet of vehicles
10.1109/tii.2021.3083596 · ExternalCitation · doi-reference
Deep reinforcement learning for intelligent transportation systems: A survey
10.1109/tits.2020.3008612 · ExternalCitation · doi-reference
Detection and isolation of sensor attacks for autonomous vehicles: Framework, algorithms, and validation
10.1109/tits.2021.3077015 · ExternalCitation · doi-reference
A survey on cyber-security of connected and autonomous vehicles (CAVs)
10.1109/tits.2021.3085297 · ExternalCitation · doi-reference
Blockchain-based secure communication of intelligent transportation digital twins system
10.1109/tits.2022.3183379 · ExternalCitation · doi-reference
Smart mobility in the cloud: Enabling real-time situational awareness and cyber-physical control through a digital twin for traffic
10.1109/tits.2022.3226746 · ExternalCitation · doi-reference
Graph neural networks for intelligent transportation systems: A survey
10.1109/tits.2023.3257759 · ExternalCitation · doi-reference
Anomaly detection against GPS spoofing attacks on connected and autonomous vehicles using learning from demonstration
10.1109/tits.2023.3269029 · ExternalCitation · doi-reference
Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-Agent Reinforcement Learning
10.1109/tmc.2025.3594188 · ExternalCitation · doi-reference
10.1145/1160633.1160926
10.1145/1160633.1160926 · ExternalCitation · doi-reference
10.1145/3534678.3539095
10.1145/3534678.3539095 · ExternalCitation · doi-reference
10.1145/3605764.3623985
10.1145/3605764.3623985 · ExternalCitation · doi-reference
10.1145/3690624.3709379
10.1145/3690624.3709379 · ExternalCitation · doi-reference
A reinforcement learning approach for global navigation satellite system spoofing attack detection of autonomous vehicles
10.1177/03611981221095509 · ExternalCitation · doi-reference
Can deep reinforcement learning improve inventory management? Performance on lost sales, dual-sourcing, and multi-echelon problems
10.1287/msom.2021.1064 · ExternalCitation · doi-reference
10.18653/v1/2024.findings-acl.624
10.18653/v1/2024.findings-acl.624 · ExternalCitation · doi-reference
10.20944/preprints202103.0005.v1
10.20944/preprints202103.0005.v1 · ExternalCitation · doi-reference
10.20944/preprints202404.0857.v1
10.20944/preprints202404.0857.v1 · ExternalCitation · doi-reference
Adaptive digital twin for vehicular edge computing and networks
10.23919/jcin.2022.9745481 · ExternalCitation · doi-reference
10.3390/a19030218
10.3390/a19030218 · ExternalCitation · doi-reference
10.3390/app11114948
10.3390/app11114948 · ExternalCitation · doi-reference
10.3390/drones8010027
10.3390/drones8010027 · ExternalCitation · doi-reference
10.3390/info16050399
10.3390/info16050399 · ExternalCitation · doi-reference
10.3390/logistics8040096
10.3390/logistics8040096 · ExternalCitation · doi-reference
10.3390/math11122678
10.3390/math11122678 · ExternalCitation · doi-reference
The surprising effectiveness of PPO in cooperative multi-agent games
10.52202/068431-1787 · ExternalCitation · doi-reference
10.52202/079017-2636
10.52202/079017-2636 · ExternalCitation · doi-reference
10.52202/079017-3957
10.52202/079017-3957 · ExternalCitation · doi-reference
