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STGSA: A Novel Spatial-Temporal Graph Synchronous Aggregation Model for Traffic Prediction
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 226-238
Authors:
Zebing Wei
;
Hongxia Zhao
;
Zhishuai Li
;
Xiaojie Bu
;
Yuanyuan Chen
;
Xiqiao Zhang
;
Yisheng Lv
;
Fei-Yue Wang
Adobe PDF(7068Kb)
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View/Download:17/4
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Submit date:2023/01/03
Deep learning
graph neural network (GNN)
multi-stream
spatial-temporal feature extraction
temporal graph
traffic prediction
A Spatiotemporal Hybrid Model for Airspace Complexity Prediction
期刊论文
IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE, 2022, 页码: 8
Authors:
Du, Wenbo
;
Li, Biyue
;
Chen, Jun
;
Lv, Yisheng
;
Li, Yumeng
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View/Download:15/0
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Submit date:2022/11/14
Complexity theory
Atmospheric modeling
Spatiotemporal phenomena
Predictive models
Deep learning
Correlation
Air traffic control
HMDRL: Hierarchical Mixed Deep Reinforcement Learning to Balance Vehicle Supply and Demand
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 页码: 12
Authors:
Xi, Jinhao
;
Zhu, Fenghua
;
Ye, Peijun
;
Lv, Yisheng
;
Tang, Haina
;
Wang, Fei-Yue
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View/Download:31/0
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Submit date:2022/09/19
Reinforcement learning
Pricing
Heuristic algorithms
Supply and demand
Surges
Vehicle dynamics
Vehicles
Deep reinforcement learning
online ride-hailing system
hierarchical repositioning framework
parallel coordination mechanism
mixed state
Deep patch learning algorithms with high interpretability for regression problems
期刊论文
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2022, 页码: 38
Authors:
Huang, Yunhu
;
Chen, Dewang
;
Zhao, Wendi
;
Lv, Yisheng
;
Wang, Shiping
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View/Download:40/0
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Submit date:2022/07/25
deep learning
deep patch learning fuzzy system
fuzzy C-means clustering
interpretability
maximum information coefficient (MIC)
Pearson's correlation coefficients (PCC)
A Semisupervised End-to-End Framework for Transportation Mode Detection by Using GPS-Enabled Sensing Devices
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2022, 卷号: 9, 期号: 10, 页码: 7842-7852
Authors:
Li, Zhishuai
;
Xiong, Gang
;
Wei, Zebing
;
Lv, Yisheng
;
Anwar, Noreen
;
Wang, Fei-Yue
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Submit date:2022/07/25
GPS trajectory
human mobility
semi-supervised learning
transportation mode detection (TMD)
Special Section on Safety of Automated Driving in Intelligent Transportation Systems
期刊论文
IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE, 2022, 卷号: 14, 期号: 2, 页码: 8-9
Authors:
Wang, Hong
;
Lv, Chen
;
Hu, Xiaosong
;
Lv, Yisheng
;
Li, Lingxi
;
Hashemi, Ehsan
;
Wang, Meng
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Submit date:2022/06/10
A Multi-Agent Reinforcement Learning Method With Route Recorders for Vehicle Routing in Supply Chain Management
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 页码: 11
Authors:
Ren, Lei
;
Fan, Xiaoyang
;
Cui, Jin
;
Shen, Zhen
;
Lv, Yisheng
;
Xiong, Gang
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View/Download:47/0
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Submit date:2022/06/06
Reinforcement learning
Costs
Task analysis
Transportation
Optimization
Computational modeling
Vehicle routing
Vehicle routing
supply chain management
multi-agent reinforcement learning (MARL)
route recorder
A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 页码: 12
Authors:
Jin, Junchen
;
Rong, Dingding
;
Zhang, Tong
;
Ji, Qingyuan
;
Guo, Haifeng
;
Lv, Yisheng
;
Ma, Xiaoliang
;
Wang, Fei-Yue
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View/Download:46/0
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Submit date:2022/06/06
Roads
Predictive models
Data models
Recurrent neural networks
Generators
Computer architecture
Deep learning
Short-term link speed prediction
signalized urban networks
Wasserstein generative adversarial network
Two-Level Energy Control Strategy Based on ADP and A-ECMS for Series Hybrid Electric Vehicles
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 页码: 12
Authors:
Shen, Zhen
;
Luo, Can
;
Dong, Xisong
;
Lu, Wanze
;
Lv, Yisheng
;
Xiong, Gang
;
Wang, Fei-Yue
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View/Download:59/0
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Submit date:2022/03/17
Hybrid electric vehicles
Fuels
Electronic countermeasures
Minimization
Mechanical power transmission
Optimization
Energy management
Adaptive dynamic programming
adaptive-equivalent consumption minimization strategy
hybrid electric vehicle
energy control
A Spatiotemporal Neural Network Model for Estimated-Time-of-Arrival Prediction of Flights in a Terminal Maneuvering Area
期刊论文
IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE, 2022, 页码: 14
Authors:
Ma, Yan
;
Du, Wenbo
;
Chen, Jun
;
Thong, Yu
;
Lv, Yisheng
;
Coo, Xianbin
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View/Download:44/0
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Submit date:2022/02/16
Trajectory
Predictive models
Boosting
Atmospheric modeling
Spatiotemporal phenomena
Meteorology
Prediction algorithms