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Developing a multiview spatiotemporal model based on deep graph neural networks to predict the travel demand by bus 期刊论文
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2023, 页码: 27
Authors:  Zhao, Tianhong;  Huang, Zhengdong;  Tu, Wei;  Biljecki, Filip;  Chen, Long
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Graph deep learning  multiview learning  travel demand prediction  multimodal transportation  smart card data  
基于图神经网络的城市出行起止需求预测方法研究 学位论文
, 2023
Authors:  胡树旺
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时空数据分析  交通预测  图神经网络  数据可视化  
Transformer-Based Macroscopic Regulation for High-Speed Railway Timetable Rescheduling 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1822-1833
Authors:  Wei Xu;  Chen Zhao;  Jie Cheng;  Yin Wang;  Yiqing Tang;  Tao Zhang;  Zhiming Yuan;  Yisheng Lv;  Fei-Yue Wang
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High-speed railway  reinforcement learning  train timetable rescheduling  Transformer  
How Generative Adversarial Networks Promote the Development of Intelligent Transportation Systems: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1781-1796
Authors:  Hongyi Lin;  Yang Liu;  Shen Li;  Xiaobo Qu
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Autonomous driving  generative adversarial network (GAN)  intelligent transportation system (ITS)  traffic anomaly inspection  traffic flow  
DDRL: A Decentralized Deep Reinforcement Learning Method for Vehicle Repositioning 会议论文
, Indianapolis, IN, USA, 19-22 September 2021
Authors:  Jinhao Xi;  Fenghua Zhu;  Yuanyuan Chen;  Yisheng Lv;  Chang Tan;  Feiyue Wang
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基于深度强化学习的网约车调度算法研究 学位论文
, 2023
Authors:  习金浩
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Vehicle Repositioning  Deep Reinforcement Learning  Hierarchical Reinforcement Learning  Graph Neural Network  
平行交通系统中的预测与控制关键技术研究 学位论文
工学博士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  戴星原
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平行交通系统  交通预测  交通控制  深度学习  强化学习  
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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deep reinforcement learning  online ride-hailing system  hierarchical repositioning framework  parallel coordination mechanism  mixed state  
An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1115-1138
Authors:  Bingjie Li;  Guohua Wu;  Yongming He;  Mingfeng Fan;  Witold Pedrycz
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End-to-end approaches  learning-based optimization (LBO) algorithms  reinforcement learning  step-by-step approaches  vehicle routing problem (VRP)  
跨语言任务型对话系统构建方法研究 学位论文
工学博士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  向露
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任务型对话系统  跨语言  鲁棒性  知识迁移