百晓学者学者目录

刘志远

助理教授、博导、教授,东南大学

精选作品

期刊论文

2026

Bayesian optimization for traffic sensor deployment: Integrating network flow estimation into location planning

Jiping Xing, Zhou Jia, Tong Wu, Tianli Tang, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 207

2026

数据驱动的需求响应型定制公交线路规划

黄迪,刘子煜,刘月,刘志远

《清华大学学报(自然科学版)》

2026

Urban energy and transport impacts of autonomous robotaxi deployment

Zelin Wang, Chengqi Liu, Yunpeng Xin, Yang Zhang, Kai Huang, Qixiu Cheng, Yuhao Zhang, Xiaopeng Li, Yixuan Zhang, Yanming Liu, Wei Jiang, Zhiyuan Liu

Nature Sustainability

2026

Calibration of electric vehicle energy consumption models: A context-Integrated transfer bayesian optimization approach

Chengqi Liu, Xinyu Shi, Jinbiao Huo, Yuhao Zhang, Yinke Sun, Zibo Ai, Hongtao Hu, Zhiyuan Liu

Transportation Research Part E Logistics and Transportation Review

2026

A joint optimization-simulation framework for decision-making in complex networks

Kai Huang, Jinbiao Huo, Shiqi Yang, Zi Wang, Xintong Liu, Wenjia Wei, Zhiyuan Liu, Hongtao Hu

Transportation Research Part E Logistics and Transportation Review

2026

Physics-informed platooning with learning-augmented calibration and compensation: A real-world study

Chengqi Liu, Qiang Ma, Xiwu Wang, Qiang Sun, Yinke Sun, Zhiyuan Liu, Nan Zheng, Kai Huang

Communications in Transportation Research

2026

A Trilevel Programming Model and Nested Generalized Benders Decomposition for the Bus Line Contracting Problem

Zhitao Hu, Zhiyuan Liu, Di Huang, Shuaian Wang, Pengli Mo

INFORMS journal on computing

2026

A Markov Chain-Based SDDiP Method for Integrated Logistics and Hydrogen-Electric Energy Scheduling for Seaports

Wentao Lv, Yujian Ye, Tianxiang Cui, Huayan Zhang, Cun Zhang, Dezhi Xu, Di Huang, Zhiyuan Liu, Tang Li, Goran Štrbac

IEEE Transactions on Industrial Informatics

2026

Two-region mixed autonomy network with park-and-ride: Macroscopic modeling, microscopic validation, and multi-scenario analysis

Yan Li, Z Z Gu, Nan Zheng, Wei Ma, Zhiyuan Liu

Transportation Research Part A Policy and Practice

2026

City pulse aware graph neural network for joint volume and speed estimation in urban traffic

Zelin Wang, Yan Li, Xinyu Zhu, Shumeng Wang, Changfei Luo, Yang Zhang, Zhiyuan Liu, Di Huang

Computer-Aided Civil and Infrastructure Engineering

2026

Evolution of electric bus systems: A review of models, methods, and future directions

Di Huang, Feng Li, Jie Yin, Yu Hui Zhou, Yiming Bie, H T Wang, Zhiyuan Liu

Transportation Research Part D Transport and Environment

2026

Spatiotemporal Coordination Optimization in Electric Vehicle Transportation-Energy Networks Based on Virtual Service Nodes

Zhiwei Wang, Wei Jiang, Junjun Xu, Jianguang Yao, Aihua Zhou, Min Xu, Zhiyuan Liu

IEEE Transactions on Transportation Electrification

2026

Energy Consumption Analysis of Motor Vehicles at Urban Intersections Based on Chain of Thought and Large Language Models

Ziyu Xu, Zhiyuan Liu

Lecture notes in electrical engineering

2025

Integrating freight transport into first-and-last-mile ridesharing services with modular autonomous vehicles

Bo Sun, Bin Yu, Zhiyuan Liu, Li Zhang

Transportation Research Part B-Methodological,Vol. 202

2025

An enhanced parallel block coordinate descent algorithm with shared memory for solving large-scale user equilibrium problems

Zhiyuan Liu, Yicheng Zhang, Honggang Zhang, Kai Zhang

Transportation Research Part E-Logistics And Transportation Review,Vol. 204

2025

A Heteroscedastic Robust Bayesian Optimization Method for Solving Simulation-Based Transportation Problems

Jinbiao Huo, Ziyuan Gu, Zhiyuan Liu, Shuaian Wang, Gilbert Laporte

Transportation Science,Vol. 590, No. 60

2025

Prescriptive analytics of electric bus battery allocation optimization based on the Plackett-Luce model

Di Huang, Haotian Wang, Jinyu Zhang, Hao Wang, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 203

2025

Optimizing land-air collaborative operations with environmental considerations

Honggang Zhang, Yuyan Wang, Mengyu Jiang, Zefan Huang, King-Wah Pang, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 202

2025

Adaptive capacity for multimodal transport network resilience to extreme floods

Chunhong Li, Weiping Wang, Albert Sole-Ribalta, Javier Borge-Holthoefer, Bin Jia, Zhiyuan Liu, Bin Yu, Ziyou Gao, Jianxi Gao

Nature Sustainability,Vol. 80, No. 70

2025

Prescriptive analytics for freeway traffic state estimation by multi-source data fusion

Di Huang, Jinyu Zhang, Zhiyuan Liu, Ronghui Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 198

2025

Capturing traffic state variation process: An analytical modeling approach

Qixiu Cheng, Qiyuan Song, Zelin Wang, Yuqian Lin, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 198

2025

Exploring variabilities of multi-week activity-travel patterns: a deep embedded clustering approach

Xiao Fu, Zhoujian Yao, Yi Zhang, Zhiyuan Liu

Transportation

2025

Conflict-free optimal control of connected automated vehicles at unsignalized intersections: A condition-based computational framework with constrained terminal position and speed

Yongjie Xue, Li Zhang, Yuxuan Sun, Yu Zhou, Zhiyuan Liu, Bin Yu

Transportation Research Part B-Methodological,Vol. 195

2025

Multi-Agent reinforcement learning framework for addressing Demand-Supply imbalance of Shared Autonomous Electric Vehicle

Chengqi Liu, Zelin Wang, Zhiyuan Liu, Kai Huang

Transportation Research Part E-Logistics And Transportation Review,Vol. 197

2025

交通大数据 理论与方法

刘志远

2025

基于事件特征机器学习的高速公路收费站管控决策系统

郭覃,陆启荣,刘志远,杨赞

《公路》

2025

交通大数据 存储与计算

刘志远

2025

智慧公路发展与研究大综述(2025):交通信息监测

杜博文,于海洋,刘志远,何兆成,吴建清,杨峰,叶俊辰,任毅龙

《公路交通科技》

2025

Bus priority: lane-based pre-timed signal timing with buses in different directions at isolated intersections

Hui Jin, Yueqi Shu, Pengli Mo, Zhiyuan Liu, Haiming Hao, Daiheng Ni

Transportation Research Part E Logistics and Transportation Review

2025

A hybrid ranking and selection procedure to solve simulation-based discrete network design problems

Jinbiao Huo, Zhiyuan Liu, Ziyuan Gu, Churong Chen

Transportation Research Part C Emerging Technologies

2025

A graph vertex-coloring-based parallel block coordinate descent method for solving the traffic assignment problem

Kai Zhang, Zhiyuan Liu, Honggang Zhang, Yicheng Zhang, Yuk Ming Tang, Xiaowen Fu

Transportation Research Part C Emerging Technologies

2025

TRIP: Transport reasoning with intelligence progression — A foundation framework

Zhiyuan Liu, Zhen Zhou, Ziyuan Gu, Shaoweihua Liu, Pan Liu, Yujie Zhang, Yiliu He, Kangyu Zhang

Transportation Research Part C Emerging Technologies

2025

Topological Information Utilization in Label Enhancement and Label Distribution Learning Based on Optimal Transport Theory

Ziyuan Gu, Qi Hong, Zhen Zhou, Xin Geng, Zhiyuan Liu, Mo Jia

IEEE Transactions on Knowledge and Data Engineering

2025

A hybrid physics-based and data-driven approach for car-following behavior modeling and analysis

Qixiu Cheng, Yang Zhang, Ziyuan Gu, Zelin Wang, Hongzhe Liu, Yuqian Lin, Yuqian Lin, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2025

A coordinated passenger flow control model for urban rail transit considering willingness to board

Guanghui Su, Zhiyuan Liu, Deheng Lian, Pengli Mo

Multimodal Transportation

2025

Leveraging Semi-Supervised Learning and Meta-Learning for Re-Identification in Few-Shot Spatiotemporal Anomaly Detection

Zhen Xiong Zhou, Ziyuan Gu, Pan Liu, Wenwu Yu, Zhiyuan Liu

IEEE Transactions on Neural Networks and Learning Systems

2025

A physics‐informed train on synthetic and test on real method for evaluating large language model‐generated safety‐critical traffic scenarios

Mo Jia, Qixiu Cheng, Chengkun Tao, Yanying Hu, Qi Hong, Wenzhe Cheng, Zhiyuan Liu

Computer-Aided Civil and Infrastructure Engineering

2025

Sustainable electrified seaports: A coordinated energy and logistics scheduling approach for future maritime hubs

Wentao Lv, Yujian Ye, Tianxiang Cui, Sheng Chen, Dezhi Xu, Wenwu Yu, Di Huang, Zhiyuan Liu, Jinda Zhu, Tang Li, Goran Štrbac

Applied Energy

2025

MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling

Ronghui Zhang, Wenbin Xing, Mengran Li, Zihan Wang, Junzhou Chen, Xiaolei Ma, Zhiyuan Liu, Zhengbing He

IEEE Transactions on Intelligent Transportation Systems

2025

Customised bus routing problem for commuting travel demand considering route similarity

Di Huang, Ziyu Liu, Jia Zhou, Zhiyuan Liu

Transportmetrica A Transport Science

2025

Day-to-Day Traffic Flow Dynamics With Mixed Autonomy Considering Link-Level Penetration Rate Evolution of Autonomous Vehicles

Zelin Wang, Zhiyuan Liu, Yuqian Lin, Yicheng Zhang, Qixiu Cheng

Proceedings of the IEEE

2025

Evaluating Effectiveness and Identifying Appropriate Methods for Anomaly Detection in Intelligent Transportation Systems

Qixiu Cheng, Kunming Hong, Kai Jin Huang, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2025

A Surrogate Piecewise Linear Loss Function for Contextual Stochastic Linear Programs in Transport

Qi Hong, Mo Jia, Xuecheng Tian, Zhiyuan Liu, Shuaian Wang

Mathematics

2025

Spatiotemporal coordination of electric vehicle traffic and energy flows in coupled power-transportation networks with multiple energy replenishment and vehicle-to-grid strategies

Haoyu Liu, Yujian Ye, Hongru Wang, Cun Zhang, Qilin Huang, Di Huang, Zhiyuan Liu, Dezhi Xu, Goran Štrbac

Applied Energy

2025

Improved Fuel Consumption Estimation for Sailing Speed Optimization: Eliminating Log Transformation Bias

Qi Hong, Xuecheng Tian, Yong Jimmy Jin, Zhiyuan Liu, Shuaian Wang

Mathematics

2025

Sample Distribution Approximation for the Ship Fleet Deployment Problem Under Random Demand

Qi Hong, Xuecheng Tian, Haoran Li, Zhiyuan Liu, Shuaian Wang

Mathematics

2025

Evaluations of semantic segmentation algorithms in railway scenarios

Zhangheng Zhou, Zhiyuan Liu, Cheng‐Jie Jin

2025

An integrated framework for multiple traffic anomalies detection on highways using vehicle trajectories

Zhiyuan Liu, Anfeng Jiang, Zhirui Wang, Zhen Zhou, Lue Fang, Qixiu Cheng, Ziyuan Gu

Computer-Aided Civil and Infrastructure Engineering

2025

A scalable learning approach for user equilibrium traffic assignment problem using graph convolutional networks

Xin Liu, Yuan Zhang, Kai Zhang, Qixiu Cheng, Jiping Xing, Zhiyuan Liu

Electronic Research Archive

2024

Urban mobility foundation model: A literature review and hierarchical perspective

Zhen Zhou, Ziyuan Gu, Xiaobo Qu, Pan Liu, Zhiyuan Liu, Wenwu Yu

Transportation Research Part E-Logistics And Transportation Review,Vol. 192

2024

A data-driven optimization-based approach for freeway traffic state estimation based on heterogeneous sensor data fusion

Jinyu Zhang, Di Huang, Zhiyuan Liu, Yifei Zheng, Yu Han, Pan Liu, Wei Huang

Transportation Research Part E-Logistics And Transportation Review,Vol. 189

2024

A novel ranking method based on semi-SPO for battery swapping allocation optimization in a hybrid electric transit system

Di Huang, Jinyu Zhang, Zhiyuan Liu, Yiliu He, Pan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 188

2024

Simulation-Based Robust and Adaptive Optimization Method for Heteroscedastic Transportation Problems

Ziyuan Gu, Yifan Li, Meead Saberi, Zhiyuan Liu

Transportation Science,Vol. 580, No. 40

2024

Short-term and long-term impacts of shared autonomous vehicle choice behavior

Kai Huang, Xu Han, Kun An, Zhiyuan Liu

Transportation Research Part D-Transport And Environment,Vol. 132

2024

Robust cooperative control strategy for a platoon of connected and autonomous vehicles against sensor errors and control errors simultaneously in a real-world driving environment

Jian Wang, Anye Zhou, Zhiyuan Liu, Srinivas Peeta

Transportation Research Part B-Methodological,Vol. 184

2024

Subsidy Allocation Problem with Bus Frequency Setting Game: A Trilevel Formulation and Exact Algorithm

Pengli Mo, Zhiyuan Liu, Zhijia Tan, Wen Yi, Pan Liu

Transportation Science,Vol. 580, No. 30

2024

Modeling link capacity constraints with physical queuing and toll in the bi-modal mixed road network including bus and car modes

Jia Yao, Yanqin Chen, Anthony Chen, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 184

2024

Modelling the pedestrian's willingness to walk on the subway platform: A novel approach to analyze in-vehicle crowd congestion

Di Huang, Yuwei Yang, Xinyi Peng, Jiangyan Huang, Pengli Mo, Zhiyuan Liu, Shuaian Wang

Transportation Research Part E-Logistics And Transportation Review,Vol. 181

2024

A parallel computing framework for large-scale microscopic traffic simulation based on spectral partitioning

Zhiyuan Liu, Shen Xie, Honggang Zhang, Dinghao Zhou, Yuwei Yang

Transportation Research Part E-Logistics And Transportation Review,Vol. 181

2024

城市多模式交通大模型MT-GPT:点线面的分层技术与应用场景

周臻,顾子渊,曲小波,刘攀,刘志远

《中国公路学报》

2024

SC-V2XSim:车路协同环境下的高速公路混合交通流联合仿真方法

史云阳,朱世超,徐长靖,任骏逸,毕聪威,刘志远

《武汉大学学报(信息科学版)》

2024

Bi-objective optimization of timetable and rolling stock schedule for an urban rail passenger and freight line

Yu Yao, Zhiyuan Liu, Pengli Mo, Andrea D’Ariano, Andrea Appolloni

Computers & Industrial Engineering

2024

A composite transportation network design problem with land-air coordinated operations

Honggang Zhang, Jinbiao Huo, Churong Chen, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2024

A novel framework of the alternating direction method of multipliers with application to traffic assignment problem

Honggang Zhang, Yu Dong, Xiangyang Xu, Zhiyuan Liu, Pan Liu

Transportation Research Part C Emerging Technologies

2024

Geometry-aware car-following model construction: Theoretical modeling and empirical analysis on horizontal curves

Xun Yang, Zhiyuan Liu, Qixiu Cheng, Pan Liu

Transportation Research Part C Emerging Technologies

2024

Synergising urban freight transportation in passenger-oriented transit corridors: An efficient Mixed-Integer Linear Programming approach

Pengli Mo, Yu Yao, Zhiyuan Liu, Yadong Wang, Zhiyuan Liu, Andrea D’Ariano

Transportation Research Part C Emerging Technologies

2024

Adaptive generative adjustable electric fence method and internal obstacle detection

Yixiao Liu, Zihao Tian, Lixin Tian, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2024

Understanding the timing of urban morning commuting trips on mass transit railway systems

Yaochen Ma, Hai Yang, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2024

A Backtracking Algorithm for Solving the Nearly Equitable Strong Edge-coloring Problem on Transportation Network

Kai Zhang, Yu Dong, Lin Cheng, Xinyuan Chen, Qixiu Cheng, Zhiyuan Liu

Networks and Spatial Economics

2024

HPTSim: A Highway Parallel Traffic Simulation Framework for Mixed Concurrency Scenarios

Yunyang Shi, Ziyuan Gu, Anfeng Jiang, Dinghao Zhou, Zhiyuan Liu

IEEE Intelligent Transportation Systems Magazine

2024

Modeling and Application of Meteorological-Transportation-Power Coupling Complex Network

Zhiwei Wang, Wei Jiang, Xinyun Guo, Jiashun Lin, Kai Huang, Zhiyuan Liu

IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific)

2024

Fusing Physics-Based and Data-Driven Models for Car-Following Modeling: A Particle Filter Approach

Yang Yang, Yang Zhang, Ziyuan Gu, Zhiyuan Liu, Haoning Xi, Shaoweihua Liu, Shi Feng, Qiang Liu

Journal of Transportation Engineering Part A Systems

2024

Origin-Destination Matrix Prediction in Public Transport Networks: Incorporating Heterogeneous Direct and Transfer Trips

Tianli Tang, Jiannan Mao, Ronghui Liu, Zhiyuan Liu, Yiran Wang, Di Huang

IEEE Transactions on Intelligent Transportation Systems

2024

Lane change decision prediction: an efficient BO-XGB modelling approach with SHAP analysis

Haobo Sun, Qixiu Cheng, Pu Wang, Yongqi Huang, Zhiyuan Liu

Transportmetrica A Transport Science

2024

The calculation and distribution of CAV carbon emissions on urban transportation systems: A comparative analysis of renewable and non-renewable energy sources

Kai Huang, Peng Zhou, Zhiyuan Liu, Tianli Tang, Honggang Zhang, Wei Jiang

Renewable Energy

2024

A holistic approach to multi-depot electric bus scheduling for energy saving considering limitations in charging facilities

Yiran Wang, Jingxu Chen, Tianli Tang, Zhiyuan Liu

Energy

2024

Special Issue on Methods and Applications for Large-Scale Intelligent Transportation Systems [Guest Editorial]

Zhiyuan Liu, David Z.W. Wang, Yu Jiang, Nirajan Shiwakoti, Yadong Wang

IEEE Intelligent Transportation Systems Magazine

2024

A Distributed Computing Method Integrating Improved Gradient Projection for Solving Stochastic Traffic Equilibrium Problem

Honggang Zhang, Zhiyuan Liu, Yicheng Zhang, Weijie Chen, Chenyang Zhang

Networks and Spatial Economics

2024

A Low-Rank Bayesian Temporal Matrix Factorization for the Transfer Time Prediction Between Metro and Bus Systems

Pan Wu, Mingyang Pei, Tao Wang, Yang Liu, Zhiyuan Liu, Lingshu Zhong

IEEE Transactions on Intelligent Transportation Systems

2024

Impediments to Environmental Awareness in Autonomous Driving Systems and its Effect on User Adoption

Zheng Xu, Changshuai Wang, Tanghan Jiang, Zhiyuan Liu, Nan Zheng

IEEE Transactions on Intelligent Vehicles

2023

Macroscopic parking dynamics and equitable pricing: Integrating trip-based modeling with simulation-based robust optimization

Ziyuan Gu, Yifan Li, Meead Saberi, Taha H. Rashidi, Zhiyuan Liu

Transportation Research Part B-Methodological,Vol. 173

2023

A holistic data-driven framework for developing a complete profile of bus passengers

Siyuan Chen, Xin Liu, Cheng Lyu, Ljubo Vlacic, Tianli Tang, Zhiyuan Liu

Transportation Research Part A-Policy And Practice,Vol. 173

2023

Simulation-based dynamic origin-destination matrix estimation on freeways: A Bayesian optimization approach

Jinbiao Huo, Chengqi Liu, Jingxu Chen, Qiang Meng, Jian Wang, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 173

2023

Configuration design of the emission control areas for coastal ships: A Stackelberg game model

Shuai Shao, Zhijia Tan, Tingsong Wang, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 172

2023

Bayesian optimization for congestion pricing problems: A general framework and its instability

Jinbiao Huo, Zhiyuan Liu, Jingxu Chen, Qixiu Cheng, Qiang Meng

Transportation Research Part B-Methodological,Vol. 169

2023

低碳导向下基于出行者活动行为的碳积分定价和公交服务优化

付晓,金瑜倩,刘志远,吴建军

《系统工程理论与实践》,Vol. 43, No. 6

2023

考虑行程时间波动的电动公交可变行车计划

汪怡然,莫鹏里,别一鸣,徐志红,万剑,刘志远

《交通运输系统工程与信息》

2023

A Gaussian-Process-Based Data-Driven Traffic Flow Model and Its Application in Road Capacity Analysis

Zhiyuan Liu, Cheng Lyu, Zelin Wang, Shuaian Wang, Pan Liu, Qiang Meng

IEEE Transactions on Intelligent Transportation Systems

2023

Integrated self-consistent macro-micro traffic flow modeling and calibration framework based on trajectory data

Zelin Wang, Zhiyuan Liu, Qixiu Cheng, Ziyuan Gu

Transportation Research Part C Emerging Technologies

2023

TERL: Two-Stage Ensemble Reinforcement Learning Paradigm for Large-Scale Decentralized Decision Making in Transportation Simulation

Ziyuan Gu, Xun Yang, Qi Zhang, Wenwu Yu, Zhiyuan Liu

IEEE Transactions on Knowledge and Data Engineering

2023

TRELM-DROP: An impavement non-iterative algorithm for traffic flow forecast

Yuwei Yang, Zhuoxuan Li, Jun Chen, Zhiyuan Liu, Jinde Cao

Physica A Statistical Mechanics and its Applications

2023

A toll-based approach for regulating hazmat transportation network considering boundedly rational route choice

Honggang Zhang, Wei Wang, Zhiyuan Liu

Transportmetrica A Transport Science

2023

A Customized Data Fusion Tensor Approach for Interval-Wise Missing Network Volume Imputation

Jiping Xing, Ronghui Liu, Anish Khadka, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2023

PaCS: A Parallel Computation Framework for Field-Based Crowd Simulation

Hantao Zhao, Tan Guo, Weiping Tong, Haodong Yin, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2023

A Systematic Approach for the Calibration of Route Choice Models Based on Stochastic User Equilibrium

Kai Huang, Ming Chen, Zihan Zhou, Xu Han, Jian Wang, Zhiyuan Liu

IEEE Intelligent Transportation Systems Magazine

2023

IG-Net: An Interaction Graph Network Model for Metro Passenger Flow Forecasting

Zhiyuan Liu, Sheng Wang, Hantao Zhao, Jia xin Yu, Liyang Hu, Haodong Yin, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2023

A data-driven on-site injury severity assessment model for car-to-electric-bicycle collisions based on positional relationship and random forest

Yu Ye, Zhiyuan Liu

Electronic Research Archive

2022

考虑有限理性和公平性的危险品运输网络优化

张宏刚,王伟,潘敏荣,刘志远

《交通信息与安全》

2022

微观交通仿真模型参数标定研究综述

刘昕,刘志远,聂品,顾子渊

《铁道科学与工程学报》

2022

Simulation-based analysis of second-best multimodal network capacity

Ruyang Yin, Xin Liu, Nan Zheng, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2022

Network traffic instability with automated driving and cooperative merging

Ziyuan Gu, Zelin Wang, Zhiyuan Liu, Meead Saberi

Transportation Research Part C Emerging Technologies

2022

Integrating Multimodal Transportation Research

Qiang Meng, Pan Liu, Zhiyuan Liu

Multimodal Transportation

2022

Estimating key traffic state parameters through parsimonious spatial queue models

Qixiu Cheng, Zhiyuan Liu, Jifu Guo, Xin Wu, Ram M. Pendyala, Baloka Belezamo, Xuesong Zhou

Transportation Research Part C Emerging Technologies

2022

A Joint Travel Mode and Departure Time Choice Model in Dynamic Multimodal Transportation Networks Based on Deep Reinforcement Learning

Ziyuan Gu, Yukai Wang, Wei Ma, Zhiyuan Liu

Multimodal Transportation

2022

Balancing the GHG emissions and operational costs for a mixed fleet of electric buses and diesel buses

Shuai Shao, Zhijia Tan, Zhiyuan Liu, Wen‐Long Shang

Applied Energy

2022

Estimation of Joint Activity–Travel Benefit with Metro Smart Card Data

Chen Yang, Xiao Jian Fu, Zhiyuan Liu

Journal of Transportation Engineering Part A Systems

2022

Estimating fundamental diagram for multi-modal signalized urban links with limited probe data

Ruyang Yin, Nan Zheng, Zhiyuan Liu

Physica A Statistical Mechanics and its Applications

2022

Charging-Related State Prediction for Electric Vehicles Using the Deep Learning Model

De Zhao, Hua Wang, Zhiyuan Liu

Journal of Advanced Transportation

2022

An Integrated Traffic and Vehicle Co-Simulation Testing Framework for Connected and Autonomous Vehicles

Yunyang Shi, Zhongkai Liu, Zihan Wang, Jiajun Ye, Weiping Tong, Zhiyuan Liu

IEEE Intelligent Transportation Systems Magazine

2022

When to Charge a Small-Range Battery Electric Vehicle: Refining Charging Strategies Using a Scenario-Based Approach

Qi Zhang, Jie Yang, Zhiyuan Liu

Journal of Transportation Engineering Part A Systems

2022

Gaussian Process Regression for Transportation System Estimation and Prediction Problems: The Deformation and a Hat Kernel

Zhiyuan Liu, Cheng Lyu, Jinbiao Huo, Shuaian Wang, Jun Chen

IEEE Transactions on Intelligent Transportation Systems

2022

A Simulation-Based Model for Continuous Network Design Problem Using Bayesian Optimization

Ruyang Yin, Zhiyuan Liu, Nan Zheng

IEEE Transactions on Intelligent Transportation Systems

2022

Spatially Formulated Connected Automated Vehicle Trajectory Optimization with Infrastructure Assistance

Ran Yi, Yang Zhou, Xin Wang, Zhiyuan Liu, Xiaotian Li, Bin Ran

Journal of Advanced Transportation

2022

Quantify the Road Link Performance and Capacity Using Deep Learning Models

Jinbiao Huo, Xinhua Wu, Cheng Lyu, Wenbo Zhang, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2022

Analysis of the Information Entropy on Traffic Flows

Zhiyuan Liu, Yunshan Wang, Qixiu Cheng, Hai Yang

IEEE Transactions on Intelligent Transportation Systems

2022

An Overview of Agent-Based Models for Transport Simulation and Analysis

Jiangyan Huang, Youkai Cui, Lele Zhang, Weiping Tong, Yunyang Shi, Zhiyuan Liu

Journal of Advanced Transportation

2022

Weibull Distribution-Based Neural Network for Stochastic Capacity Estimation

Yunshan Wang, Qixiu Cheng, Meng Wang, Zhiyuan Liu

Journal of Transportation Engineering Part A Systems

2022

A Lagrangian relaxation approach for the electric bus charging scheduling optimisation problem

Di Huang, Yiran Wang, Shuai Jia, Zhiyuan Liu, Shuaian Wang

Transportmetrica A Transport Science

2022

Autonomous driving under V2X environment: state-of-the-art survey and challenges

Xun Yang, Yunyang Shi, Jiping Xing, Zhiyuan Liu

Intelligent Transportation Infrastructure

2022

BO-B&B: A hybrid algorithm based on Bayesian optimization and branch-and-bound for discrete network design problems

Ruyang Yin, Jiping Xing, Pengli Mo, Nan Zheng, Zhiyuan Liu

Electronic Research Archive

2022

To pay or not to pay? Understanding public acceptance of congestion pricing: A case study of Nanjing

Aya Selmoune, Zhiyuan Liu, Jinwoo Lee

Electronic Research Archive

2022

A taxi detour trajectory detection model based on iBAT and DTW algorithm

Jian Wan, Peiyun Yang, Wenbo Zhang, Yaxing Cheng, Runlin Cai, Zhiyuan Liu

Electronic Research Archive

2021

Joint optimisation of transfer location and capacity for a capacitated multimodal transport network with elastic demand: a bi-level programming model and paradoxes

Jiao Ye, Yu Jiang, Jun Chen, Zhiyuan Liu, Renzhong Guo

Transportation Research Part E-Logistics And Transportation Review,Vol. 156

2021

DeepTSP: Deep traffic state prediction model based on large-scale empirical data

Yang Liu, Cheng Lyu, Yuan Zhang, Zhiyuan Liu, Wenwu Yu, Xiaobo Qu

Communications In Transportation Research,Vol. 1

2021

An s-shaped three-parameter (S3) traffic stream model with consistent car following relationship

Qixiu Cheng, Zhiyuan Liu, Yuqian Lin, Xuesong (Simon) Zhou

Transportation Research Part B-Methodological,Vol. 153

2021

Estimation of urban network capacity with second-best constraints for multimodal transport systems

Zhiyuan Liu, Zewen Wang, Qixiu Cheng, Ruyang Yin, Meng Wang

Transportation Research Part B-Methodological,Vol. 152

2021

An improved learning-and-optimization train fare design method for addressing commuting congestion at CBD stations

Xinyuan Chen, Wei Zhang, Xiaomeng Guo, Zhiyuan Liu, Shuaian Wang

Transportation Research Part E-Logistics And Transportation Review,Vol. 153

2021

Optimal Congestion Pricing with Day-to-Day Evolutionary Flow Dynamics: A Mean-Variance Optimization Approach

Qixiu Cheng, Jun Chen, Honggang Zhang, Zhiyuan Liu

Sustainability,Vol. 13, No. 9

2021

基于时空特征提取和深度学习的出行需求预测模型

熊文磊,王升,张文波,刘志远,贾若

《武汉理工大学学报》

2021

Exploring a large-scale multi-modal transportation recommendation system

Yang Liu, Cheng Lyu, Zhiyuan Liu, Jinde Cao

Transportation Research Part C Emerging Technologies

2021

Spatial–Temporal Convolutional Model for Urban Crowd Density Prediction Based on Mobile-Phone Signaling Data

Xiao Jian Fu, Guanyi Yu, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2021

Integrated Optimization of Port Rotation Direction and Fleet Deployment for Container Liner Shipping Routes

Jingxu Chen, Yiran Wang, Xinlian Yu, Zhiyuan Liu

Discrete Dynamics in Nature and Society

2021

An Optimal Transit Fare and Frequency Design Model with Equity Impact Constraints

Di Huang, Zelin Wang, Honggang Zhang, Run Dong, Zhiyuan Liu

Journal of Transportation Engineering Part A Systems

2021

Traffic state classification and prediction based on trajectory data

Yu Yuan, Wenbo Zhang, Xun Yang, Yang Liu, Zhiyuan Liu, Wei Wang

Journal of Intelligent Transportation Systems

2021

Short-Term Estimation and Prediction of Pedestrian Density in Urban Hot Spots Based on Mobile Phone Data

Jinbiao Huo, Xiao Jian Fu, Zhiyuan Liu, Qi Zhang

IEEE Transactions on Intelligent Transportation Systems

2021

Dynamic Origin-Destination Flow Prediction Using Spatial-Temporal Graph Convolution Network With Mobile Phone Data

Zhichen Liu, Zhiyuan Liu, Xiao Jian Fu

IEEE Intelligent Transportation Systems Magazine

2021

An improved parallel block coordinate descent method for the distributed computing of traffic assignment problem

Zewen Wang, Kai Zhang, Xinyuan Chen, Meng Wang, Renwei Liu, Zhiyuan Liu

Transportmetrica A Transport Science

2021

Improved Dynamic Time Warping Algorithm for Bus Route Trajectory Curve Fitting

Yinfei Xi, Di Huang, Yu Yuan, Zhiyuan Liu, Anish Khadka, Nan Zheng

Journal of Transportation Engineering Part A Systems

2021

Behavior2vector: Embedding Users’ Personalized Travel Behavior to Vector

Yang Liu, Fanyou Wu, Cheng Lyu, Xin Liu, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2021

A Partial-Fréchet-Distance-Based Framework for Bus Route Identification

Cheng Lyu, Xinhua Wu, Yang Liu, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2020

Analysis of adding-runs strategy for peak-hour regular bus services

Qinhe An, Xiao Fu, Di Huang, Qixiu Cheng, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 143

2020

Trip chain based usage patterns analysis of the round-trip carsharing system: A case study in Beijing

Xiaoyan Feng, Huijun Sun, Jianjun Wu, Zhiyuan Liu, Ying Lv

Transportation Research Part A-Policy And Practice,Vol. 140

2020

A static bike repositioning model in a hub-and-spoke network framework

Di Huang, Xinyuan Chen, Zhiyuan Liu, Cheng Lyu, Shuaian Wang, Xuewu Chen

Transportation Research Part E-Logistics And Transportation Review,Vol. 141

2020

Performance of transportation network under perturbations: Reliability, vulnerability, and resilience

Yu Gu, Xiao Fu, Zhiyuan Liu, Xiangdong Xu, Anthony Chen

Transportation Research Part E-Logistics And Transportation Review,Vol. 133

2020

考虑交通环境和纯电动汽车电池电量的动态路径规划方法

史云阳,苗阳,席殷飞,张奇,刘志远

《上海大学学报(自然科学版)》

2020

网约车出行需求预测方法

席殷飞,刘钟锴,杨佩云,郁烨,张奇,刘志远

《上海大学学报(自然科学版)》

2020

Estimating Sectional Volume of Travelers Based on Mobile Phone Data

Zhichen Liu, Xiao Jian Fu, Yang Liu, Weiping Tong, Zhiyuan Liu

Journal of Transportation Engineering Part A Systems

2020

A parallel computing approach to solve traffic assignment using path-based gradient projection algorithm

Xinyuan Chen, Zhiyuan Liu, Kai Zhang, Zewen Wang

Transportation Research Part C Emerging Technologies

2020

A multi-stage stochastic optimization approach to the stop-skipping and bus lane reservation schemes

Di Huang, Jiping Xing, Zhiyuan Liu, Qinhe An

Transportmetrica A Transport Science

2020

Exploring multi-scale spatial relationship between built environment and public bicycle ridership: A case study in Nanjing

Cheng Lyu, Xinhua Wu, Yang Liu, Zhiyuan Liu, Xun Yang

Journal of Transport and Land Use

2020

Ridesourcing Behavior Analysis and Prediction: A Network Perspective

Duxin Chen, Qi Shao, Zhiyuan Liu, Wenwu Yu, C. L. Philip Chen

IEEE Transactions on Intelligent Transportation Systems

2020

Maximizing space-time accessibility in multi-modal transit networks: an activity-based approach

Xiao Jian Fu, William H. K. Lam, Bi Yu Chen, Zhiyuan Liu

Transportmetrica A Transport Science

2020

An agent-based model for real-time bus stop-skipping and holding schemes

Lele Zhang, Jiangyan Huang, Zhiyuan Liu, Hai L. Vu

Transportmetrica A Transport Science

2020

Automatic Feature Engineering for Bus Passenger Flow Prediction Based on Modular Convolutional Neural Network

Yang Liu, Cheng Lyu, Xin Liu, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2020

Building Personalized Transportation Model for Online Taxi-Hailing Demand Prediction

Zhiyuan Liu, Yang Liu, Cheng Lyu, Jieping Ye

IEEE Transactions on Cybernetics

2020

Measuring accessibility of bus system based on multi-source traffic data

Yufan Zuo, Zhiyuan Liu, Xiao Jian Fu

Geo-spatial Information Science

2020

Characteristic Analysis and Prediction of Traffic Accidents in the Multiethnic Plateau Mountain Area

Zhongqi Yuan, Di Huang, Weiping Tong, Zhiyuan Liu

Journal of Transportation Engineering Part A Systems

2020

Integrating Bus Priority and Presignal Method at Signalized Intersection: Algorithm Development and Evaluation

Yiming Bie, Zhiyuan Liu, Heqi Wang

Journal of Transportation Engineering Part A Systems

2020

Urban road traffic condition forecasting based on sparse ride‐hailing service data

Ruo Jia, Zhekang Li, Yan Xia, Jiayan Zhu, Nan Ma, Hua Chai, Zhiyuan Liu

IET Intelligent Transport Systems

2020

Influencing Factors in Congestion Pricing Acceptability: A Literature Review

Aya Selmoune, Qixiu Cheng, Lumeng Wang, Zhiyuan Liu

Journal of Advanced Transportation

2020

Short-Term Traffic Speed Prediction of Urban Road With Multi-Source Data

Xun Yang, Yu Yuan, Zhiyuan Liu

IEEE Access

2020

A parallel computing framework for solving user equilibrium problem on computer clusters

Xinyuan Chen, Zhiyuan Liu, Inhi Kim

Transportmetrica A Transport Science

2020

Mixed Scheduling Strategy for High Frequency Bus Routes With Common Stops

Yiming Bie, Ruru Tang, Zhiyuan Liu, Dongfang Ma

IEEE Access

2020

Effects of weather factors on the spatial and temporal distributions of metro passenger flows: An empirical study based on smart card data

Manling Xu, Xiao Jian Fu, Tang Jun-you, Zhiyuan Liu

《地理科学进展》

2019

多模式公交网络中考虑定制公交的活动与出行建模

付晓,顾宇,刘志远

《交通运输系统工程与信息》

2019

Impact Analysis of Congestion Pricing Scheme in a Multimodal Transport Network

Yang Li, Xinyuan Chen, Zhiyuan Liu

CICTP 2019

2019

Traffic States Recognition and Prediction Based on Floating Car Data

Yu Yuan, Kexin X. Zhang, Qixiu Cheng, Zhiyuan Liu, Wei Wang

CICTP 2019

2019

Overview of Studies on the Wi-Fi Probe Data Analysis for Transport Problems

Zhichen Liu, Yunshan Wang, Shaoweihua Liu, Zhiyuan Liu, Guoqiang Li

CICTP 2019

2019

Modelling for Joint Urban Parking Charge and Park-and-Ride Scheme in a Multimodal Transport Network

Zhongqi Yuan, Xinyuan Chen, Zhiyuan Liu, Wei Wang

CICTP 2019

2019

Analysis of the Use Rate of Transport Modes Influenced by Customized Buses

Yujia Song, Xinyuan Chen, Zhiyuan Liu, Wei Wang

CICTP 2019

2019

Spatial Analysis of the Relationship between Urban Built Environment and Public Bicycle Ridership

Cheng Lyu, Yunshan Wang, Yan Xia, Zhiyuan Liu, Wei Wang

CICTP 2019

2019

A spatio-temporal ensemble method for large-scale traffic state prediction

Yang Liu, Zhiyuan Liu, Hai L. Vu, Cheng Lyu

Computer-Aided Civil and Infrastructure Engineering

2019

Cost-Effectiveness Analysis of Plug-In Hybrid Electric Vehicles using Vehicle Usage Data Collected in Shanghai, China

Yan Xia, Jie Yang, Zhiyuan Liu, Jing Dong

Transportation Research Record Journal of the Transportation Research Board

2019

Optimizing the release of passenger flow guidance information in urban rail transit network via agent-based simulation

Haodong Yin, Jianjun Wu, Zhiyuan Liu, Xin Yang, Yunchao Qu, Huijun Sun

Applied Mathematical Modelling

2019

Models and Technologies for Transport System Flow Analysis

Zhiyuan Liu, Lele Zhang, David Z.W. Wang

Journal of Advanced Transportation

2019

Distance-Based Congestion Pricing with Day-to-Day Dynamic Traffic Flow Evolution Process

Qixiu Cheng, Jiping Xing, Wendy Yi, Zhiyuan Liu, Xiao Jian Fu

Discrete Dynamics in Nature and Society

2019

Prediction of City-Scale Dynamic Taxi Origin-Destination Flows Using a Hybrid Deep Neural Network Combined With Travel Time

Zongtao Duan, Kai Zhang, Zhe Chen, Zhiyuan Liu, Lei Tang, Yun Yang, Yuanyuan Ni

IEEE Access

2019

Analysis of the Influencing Factors of Carpooling Schemes

Kai Huang, Zhiyuan Liu, Inhi Kim, Yong Zhang, Ting Zhu

IEEE Intelligent Transportation Systems Magazine

2019

Traffic Volume Estimation in Multimodal Urban Networks Using Cell Phone Location Data

Jiping Xing, Zhiyuan Liu, Chunliang Wu, Shuyan Chen

IEEE Intelligent Transportation Systems Magazine

2019

Optimal planning of Transfer Instracture in a Multimodal Transport Network: Bi-level Modeling and Paradoxes

Jiao Ye, Yu Jiang, Jun Chen, Otto Anker Nielsen, Zhiyuan Liu

Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)

2019

A two-phase optimization model for the demand-responsive customized bus network design

Di Huang, Gu Yu, Shuaian Wang, Zhiyuan Liu, Wenbo Zhang

Transportation Research Part C Emerging Technologies

2019

A tailored machine learning approach for urban transport network flow estimation

Zhiyuan Liu, Yang Liu, Qiang Meng, Qixiu Cheng

Transportation Research Part C Emerging Technologies

2019

An effective spatial-temporal attention based neural network for traffic flow prediction

Loan N.N., Hai L. Vu, Bao Q. Vo, Zhiyuan Liu, Dinh Phung

Transportation Research Part C Emerging Technologies

2019

Surrogate-based simulation optimization approach for day-to-day dynamics model calibration with real data

Qixiu Cheng, Shuaian Wang, Zhiyuan Liu, Yu Yuan

Transportation Research Part C Emerging Technologies

2019

Spatio-Temporal Ensemble Method for Car-Hailing Demand Prediction

Yang Liu, Cheng Lyu, Anish Khadka, Wenbo Zhang, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2019

Attention-Based Deep Ensemble Net for Large-Scale Online Taxi-Hailing Demand Prediction

Yang Liu, Zhiyuan Liu, Cheng Lyu, Jieping Ye

IEEE Transactions on Intelligent Transportation Systems

2019

Analysis of the acceptance of park-and-ride by users: A cumulative logistic regression approach

Kai Huang, Zhiyuan Liu, Ting Zhu, Inhi Kim, Kun An

Journal of Transport and Land Use

2019

Vehicle Routing Strategy for Disaster Relief Operation: A Case Study

Ruyang Yin, Zhiyuan Liu, Xiao Jian Fu

CICTP 2019

2019

Optimal Time Period of Fare-Free Public Transport Zone Based on Social Equity

Lumeng Wang, Jun Yu, Di Huang, Zhiyuan Liu

CICTP 2019

2019

Dockless Bike-Sharing Rebalancing Problem with Simultaneous Faulty Bike Recycling

Muhammad Usama, Onaira Zahoor, Qiong Bao, Zhiyuan Liu, Yongjun Shen

CICTP 2019

2019

Agent-Based Simulation for Optimization of Bus Transit Lines

Jiangyan Huang, Zhiyuan Liu, Xiao Jian Fu, Kexin Zhang

CICTP 2019

2019

Investigating Commuters’ Leisure Activity Choice Behavior Based on Metro Smart Card Data

Manling Xu, Xiao Jian Fu, Tang Jun-you, Zhiyuan Liu

CICTP 2019

2019

Malformed Intersection Level of Service Promotion Strategy Research Based on VISSIM

Yinfei Xi, Xinyuan Chen, Jiping Xing, Zhiyuan Liu, Guoqiang Li

CICTP 2019

2019

Modeling of Charging Station Choice among EV Drivers Based on Prospect Theory

Yunshan Wang, Jiang Tianqi, Yangzi Lu, Zhaoqi Xu, Yan Xia, Zhiyuan Liu

CICTP 2019

2018

Subloop-based reversal of port rotation directions for container liner shipping network alteration

Jingxu Chen, Shuai Jia, Shuaian Wang, Zhiyuan Liu

Transportation Research Part B-Methodological,Vol. 118

2018

Remote park-and-ride network equilibrium model and its applications

Zhiyuan Liu, Xinyuan Chen, Qiang Meng, Inhi Kim

Transportation Research Part B-Methodological,Vol. 117

2018

Continuum approximation modeling of transit network design considering local route service and short-turn strategy

Jingxu Chen, Zhiyuan Liu, Shuaian Wang, Xuewu Chen

Transportation Research Part E-Logistics And Transportation Review,Vol. 119

2018

A disaggregate study of urban rail transit feeder transfer penalties including weather effects

Xiaolin Gong, Graham Currie, Zhiyuan Liu, Xiucheng Guo

Transportation,Vol. 450, No. 5

2018

Electric vehicle fleet size and trip pricing for one-way carsharing services considering vehicle relocation and personnel assignment

Min Xu, Qiang Meng, Zhiyuan Liu

Transportation Research Part B-Methodological,Vol. 111

2018

A Two-Stage Destination Prediction Framework of Shared Bicycles Based on Geographical Position Recommendation

Yang Liu, Ruo Jia, Xue Xie, Zhiyuan Liu

IEEE Intelligent Transportation Systems Magazine

2018

Nonlinear Distance-Based Dynamic Pricing Considering Congestion-Level Correction

Qixiu Cheng, Zhiyuan Liu, Aya Selmoune

International Journal of Transportation

2018

OD Demand Forecasting for the Large-Scale Dockless Sharing Bike System: A Deep Learning Approach

Shaoweihua Liu, Jun Hou, Yang Liu, Anish Khadka, Zhiyuan Liu

CICTP 2018

2018

Measuring Connectivity of Multi-Modal Transit Networks with Customized Bus Services: An Activity-Based Approach

Yu Gu, Xiao Jian Fu, Zhiyuan Liu, Bin Lü

CICTP 2018

2018

Analysis of the Use Rate of Transport Modes Influenced by Bike Sharing

Long Cheng, Di Huang, Anish Khadka, Xiaohui Niu, Zhiyuan Liu, Lu Bin

CICTP 2018

2018

Traveler Activity Analysis of Typical Buildings: Based on Cell Phone Signaling Data

Junyi Ji, Jun Hou, Yang Liu, Zhiyuan Liu

CICTP 2018

2018

A Lagrangian-Based Approach for Reliable User Equilibrium Considering Link Travel Time Variance

Xue Xie, Qixiu Cheng, Aya Selmoune, Bin Lu, Zhiyuan Liu

CICTP 2018

2018

Link Criticality Analysis Based on Reliable Shortest Path in Network with Correlated Link Travel Times

Dongqin Zhou, Qixiu Cheng, Qinhe An, Bin Lu, Zhiyuan Liu

CICTP 2018

2018

Urban Rail Transit Demand Analysis and Prediction: A Review of Recent Studies

Zhi-Yan Fang, Qixiu Cheng, Ruo Jia, Zhiyuan Liu

Smart innovation, systems and technologies

2018

Estimating the Value of Travel Time Using Mixed Logit Model: A Practical Survey in Nanjing

Cheng Lv, Ling Dai, Kai Huang, Zhiyuan Liu

Smart innovation, systems and technologies

2018

Unlock a Bike, Unlock New York: A Study of the New York Citi Bike System

Yinghao Chen, Zhiyuan Liu, Di Huang

Smart innovation, systems and technologies

2018

An Investigation of Battery Electric Vehicle Driving and Charging Behaviors Using Vehicle Usage Data Collected in Shanghai, China

Jie Yang, Jing Dong, Qi Zhang, Zhiyuan Liu, Wei Wang

Transportation Research Record Journal of the Transportation Research Board

2018

Citywide Spatial-Temporal Travel Time Estimation Using Big and Sparse Trajectories

Kun Tang, Shuyan Chen, Zhiyuan Liu

IEEE Transactions on Intelligent Transportation Systems

2018

Modeling Asymmetric and Non-Additive P&R Schemes in Multimodal Network Equilibrium Problem

Xinyuan Chen, Zhiyuan Liu, Inhi Kim, Qian Cheng

CICTP 2017

2018

Multimodal transit network design in a hub-and-spoke network framework

Di Huang, Zhiyuan Liu, Xiao Jian Fu, Phil T. Blythe

Transportmetrica A Transport Science

2018

Congestion pricing practices and public acceptance: A review of evidence

Ziyuan Gu, Zhiyuan Liu, Qixiu Cheng, Meead Saberi

Case Studies on Transport Policy

2018

Intermodal transportation of modular structure units

Zhiyuan Liu, Ziyuan Gu, Yu Bai, Ning Zhong

World Review of Intermodal Transportation Research

2018

Optimal distance- and time-dependent area-based pricing with the Network Fundamental Diagram

Ziyuan Gu, Sajjad Shafiei, Zhiyuan Liu, Meead Saberi

Transportation Research Part C Emerging Technologies

2018

A tensor-based Bayesian probabilistic model for citywide personalized travel time estimation

Kun Tang, Shuyan Chen, Zhiyuan Liu, Aemal J. Khattak

Transportation Research Part C Emerging Technologies

2017

Network-level Optimization of Bus Stop Placement in Urban Areas

Jingxu Chen, Shuaian Wang, Zhiyuan Liu, Xuewu Chen

KSCE Journal of Civil Engineering

2017

A real-time traffic control method for the intersection with pre-signals under the phase swap sorting strategy

Yiming Bie, Zhiyuan Liu, Yinhai Wang

PLoS ONE

2017

Design of suburban bus route for airport access

Jingxu Chen, Shuaian Wang, Zhiyuan Liu, Wei Wang

Transportmetrica A Transport Science

2017

On the Uniqueness of User Equilibrium Flow with Speed Limit

Zhiyuan Liu, Wen Yi, Shuaian Wang, Jun Chen

Networks and Spatial Economics

2017

Stochastic traffic assignment of mixed electric vehicle and gasoline vehicle flow with path distance constraints

Wentao Jing, Inhi Kim, Mohsen Ramezani, Zhiyuan Liu

Transportation research procedia

2017

A New Model for Rail-Based Park-And-Ride with Feeder Bus Services

Xinyuan Chen, Zhiyuan Liu, Dongsheng Hua, Inhi Kim

Transportation research procedia

2017

A Trial-and-Error Method with Autonomous Vehicle-to-Infrastructure Traffic Counts for Cordon-Based Congestion Pricing

Zhiyuan Liu, Yong Zhang, Shuaian Wang, Zhibin Li

Journal of Advanced Transportation

2017

A big data approach for clustering and calibration of link fundamental diagrams for large-scale network simulation applications

Ziyuan Gu, Meead Saberi, Majid Sarvi, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2017

OPTIMIZATION OF SIGNAL-TIMING PARAMETERS FOR THE INTERSECTION WITH HOOK TURNS

Yiming Bie, Shaowu Cheng, Zhiyuan Liu

Transport

2017

Robust optimization of distance-based tolls in a network considering stochastic day to day dynamics

Zhiyuan Liu, Shuaian Wang, Bojian Zhou, Qixiu Cheng

Transportation Research Part C Emerging Technologies

2016

Optimal transit fare and service frequency of a nonlinear origin-destination based fare structure

Di Huang, Zhiyuan Liu, Pan Liu, Jun Chen

Transportation Research Part E-Logistics And Transportation Review,Vol. 96

2016

Willingness to board: A novel concept for modeling queuing up passengers

Zhiyuan Liu, Shuaian Wang, Weijie Chen, Yuan Zheng

Transportation Research Part B-Methodological,Vol. 90

2016

An Optimization Decision Model of Urban Public Transit Fare Structures

Di Huang, Zhiyuan Liu, Dongsheng Hua

2016

A multi-objective model for cordon-based congestion pricing schemes with nonlinear distance tolls

Xin Sun, Zhiyuan Liu, Russell George Thompson, Yiming Bie, Jinxian Weng, Shuyan Chen

Journal of Central South University

2016

Optimizing location and capacity of rail-based Park-and-Ride sites to increase public transport usage

Xinyuan Chen, Zhiyuan Liu, Graham Currie

Transportation Planning and Technology

2016

Performance Evaluation of Bus Routes Using Automatic Vehicle Location Data

Yadan Yan, Zhiyuan Liu, Yiming Bie

Journal of Transportation Engineering

2016

Should Optimal Stop Spacing Vary by Land Use Type?: New Methodology

Jingxu Chen, Graham Currie, Wei Wang, Zhiyuan Liu, Zhibin Li

Transportation Research Record Journal of the Transportation Research Board

2016

MEASURING THE PUBLIC ACCEPTANCE OF URBAN CONGESTION-PRICING: A SURVEY IN MELBOURNE (AUSTRALIA)

Zhiyuan Liu, Nirajan Shiwakoti, Yiming Bie

Transport

2016

Calibration of traffic flow fundamental diagrams for network simulation applications: A two-stage clustering approach

Ziyuan Gu, Meead Saberi, Majid Sarvi, Zhiyuan Liu

IEEE International Conference on Intelligent Transportation Systems (ITSC)

2015

Design of limited-stop bus service with capacity constraint and stochastic travel time

Jingxu Chen, Zhiyuan Liu, Senlai Zhu, Wei Wang

Transportation Research Part E-Logistics And Transportation Review,Vol. 83

2015

Profit-based maritime container assignment models for liner shipping networks

Shuaian Wang, Zhiyuan Liu, Michael G. H. Bell

Transportation Research Part B-Methodological,Vol. 72

2015

Segment-based alteration for container liner shipping network design

Shuaian Wang, Zhiyuan Liu, Qiang Meng

Transportation Research Part B-Methodological,Vol. 72

2015

Metro commuters' satisfaction in multi-type access and egress transferring groups

Min Yang, Jingyao Zhao, Wei Wang, Zhiyuan Liu, Zhibin Li

Transportation Research Part D-Transport And Environment,Vol. 34

2015

基于机动车延误的Hook-turn交叉口信号控制方案优化方法

成卫,别一鸣,刘志远

《中国公路学报》

2015

Optimization of coordinated signal settings for hook‐turn intersections

Yiming Bie, Zhiyuan Liu, Linjun Lu

Journal of Advanced Transportation

2015

Time of day intervals partition for bus schedule using GPS data

Yiming Bie, Xiaolin Gong, Zhiyuan Liu

Transportation Research Part C Emerging Technologies

2014

Understanding public response to a congestion charge: A random-effects ordered logit approach

Zuduo Zheng, Zhiyuan Liu, Chuanli Liu, Nirajan Shiwakoti

Transportation Research Part A-Policy And Practice,Vol. 70

2014

Optimal joint distance and time toll for cordon-based congestion pricing

Zhiyuan Liu, Shuaian Wang, Qiang Meng

Transportation Research Part B-Methodological,Vol. 69

2014

Park-and-Ride Network Design in a Bi-Modal Transport Network to Prompt Public Transport Mode Share

Xinyuan Chen, Zhiyuan Liu, Shahi Taphsir Islam, Wei Deng

2014

The Equity Issue for Cordon-Based Congestion Pricing with Distance Toll

Xin Sun, Zhiyuan Liu, Shuyan Chen

2013

Containership scheduling with transit-time-sensitive container shipment demand

Shuaian Wang, Qiang Meng, Zhiyuan Liu

Transportation Research Part B-Methodological,Vol. 54

2013

[Review] Bunker consumption optimization methods in shipping: A critical review and extensions

Shuaian Wang, Qiang Meng, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 53

2013

A note on Berth allocation considering fuel consumption and vessel emissions

Shuaian Wang, Qiang Meng, Zhiyuan Liu

Transportation Research Part E-Logistics And Transportation Review,Vol. 49, No. 1

2013

Fundamental properties of volume-capacity ratio of a private toll road in general networks

Shuaian Wang, Qiang Meng, Zhiyuan Liu

Transportation Research Part B-Methodological,Vol. 47

2011

Trial-and-error method for congestion pricing scheme under side-constrained probit-based stochastic user equilibrium conditions

Qiang Meng, Zhiyuan Liu

Transportation,Vol. 380, No. 5

会议论文

2015

Park-and-Ride network design in a bi-modal transport network optimising network reliability

Shahi Taphsir Islam, Zhiyuan Liu, Majid Sarvi

Transport Research Forum

预印本

2026

READ: Learning Risk-Informed Fields for End-to-End Autonomous Driving

Zhiyuan Liu, Yuanxin Tian, Zehong Ke, Jinhao Li, Hao Cheng, Zhenhua Xu, Wenhao Yu, Jianqiang Wang

arXiv preprint

2026

FocusDrive: Reasoning with Visual Focus for Autonomous Driving

Zhiyuan Liu, Zehong Ke, Yuanxin Tian, Hao Cheng, Jinhao Li, Yining Xing, Yanbo Jiang, Zhenhua Xu, Wenhao Yu, Jianqiang Wang

arXiv preprint

2026

RouteRepair: Instance-Level Failure Diagnosis and Targeted Repair in LLM-Based Automated Heuristic Design for Routing Optimization

Binghao Ji, Di Huang, Jiahui Fang, Zhiyuan Liu

arXiv preprint

2026

MISTY: High-Throughput Motion Planning via Mixer-based Single-step Drifting

Yining Xing, Zehong Ke, Yiqian Tu, Zhiyuan Liu, Wenhao Yu, Jianqiang Wang

arXiv preprint

2026

Capacity drop accounting for microscopic vehicle interaction effects: analytical model and validation with high-resolution trajectories

Yu Han, Pan Liu, Zhiyuan Liu, Ludovic Leclercq

arXiv preprint

2025

A Two-Stage Optimization Framework for Vertiport Location and Vehicle-to-Path Assignment in Urban Air Mobility: Balancing Cost and Service Performance

Zhirong Zhang, Xinyi Zheng, Jin Quan Zheng, Yong Fang, Zhiyuan Liu, Qixiu Cheng

SSRN Electronic Journal

2025

SymDrive: Realistic and Controllable Driving Simulator via Symmetric Auto-regressive Online Restoration

Zhiyuan Liu, Daocheng Fu, Pinlong Cai, Lening Wang, Ying Liu, Yilong Ren, Botian Shi, Jianqiang Wang

arXiv preprint

2024

Controllable Traffic Simulation through LLM-Guided Hierarchical Reasoning and Refinement

Zhiyuan Liu, Leheng Li, Yuning Wang, Haotian Lin, Hao Cheng, Zhizhe Liu, Lei He, Jianqiang Wang

arXiv preprint

2024

MARLens: Understanding Multi-agent Reinforcement Learning for Traffic Signal Control via Visual Analytics

Yutian Zhang, Guohong Zheng, Zhiyuan Liu, Quan Li, Haipeng Zeng

arXiv preprint

2024

PreGSU-A Generalized Traffic Scene Understanding Model for Autonomous Driving based on Pre-trained Graph Attention Network

Yuning Wang, Zhiyuan Liu, Haotian Lin, Junkai Jiang, Shaobing Xu, Jianqiang Wang

arXiv preprint

2022

A Network-Wide Traffic Speed Estimation Model with Full Spatial And Temporal Coverage

Jian Wan, Zhenshan Zu, Ruo Jia, Yuan Zhang, Fan Ding, Zhiyuan Liu

SSRN Electronic Journal

2022

An Adaptive Route Guidance Model Based on Deep Reinforcement Learning

Yunyang Shi, Ziyuan Gu, Xun Yang, Yingdi Li, Zhiyuan Liu

SSRN Electronic Journal

2021

Infrastructure Assisted Constrained Connected Automated Vehicle Trajectory Optimization on Curved Roads: A Spatial Formulation on a Curvilinear Coordinate

Ran Yi, Yang Zhou, Xin Wang, Zhiyuan Liu, Xiaotian Li, Bin Ran

arXiv preprint

2020

TLab: Traffic Map Movie Forecasting Based on HR-NET

Fanyou Wu, Yang Liu, Zhiyuan Liu, Xiaobo Qu, Rado Gazo, Eva Haviarová

arXiv (Cornell University)

2020

A Smoothed Analysis of Online Lasso for the Sparse Linear Contextual Bandit Problem

Zhiyuan Liu, Huazheng Wang, Bo Waggoner, Youjian, Liu, Lijun Chen

arXiv preprint

2019

Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm

Zhiyuan Liu, Guohui Ding, Lijun Chen, Enoch Yeung

arXiv preprint

2019

Incentivized Exploration for Multi-Armed Bandits under Reward Drift

Zhiyuan Liu, Huazheng Wang, Fan Shen, Kai Liu, Lijun Chen

arXiv preprint

2019

Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge Solution

Yang Liu, Fanyou Wu, Baosheng Yu, Zhiyuan Liu, Jieping Ye

arXiv preprint

2018

Signal-Anticipation in Local Voltage Control in Distribution Systems

Zhiyuan Liu, Seungil You, Xinyang Zhou, Guohui Ding, Lijun Chen

arXiv preprint

2018

Reverse and Forward Engineering of Local Voltage Control in Distribution Networks

Xinyang Zhou, Masoud Farivar, Zhiyuan Liu, Lijun Chen, Steven Low

arXiv preprint

2017

Decomposition of Nonlinear Dynamical Systems Using Koopman Gramians

Zhiyuan Liu, Soumya Kundu, Lijun Chen, Enoch Yeung

arXiv preprint

书籍章节

2025

Introduction

Zhiyuan Liu, Ziyuan Gu, Pan Liu

Elsevier eBooks

2025

Machine learning basics

Zhiyuan Liu, Ziyuan Gu, Pan Liu

Elsevier eBooks

2025

Clustering analysis

Zhiyuan Liu, Ziyuan Gu, Pan Liu

Elsevier eBooks

2025

Ensemble learning

Zhiyuan Liu, Ziyuan Gu, Pan Liu

Elsevier eBooks

2025

Support vector machine

Zhiyuan Liu, Ziyuan Gu, Pan Liu

Elsevier eBooks

2019

Station-Level Hourly Bike Demand Prediction for Dynamic Repositioning in Bike Sharing Systems

Xinhua Wu, Cheng Lyu, Zewen Wang, Zhiyuan Liu

Smart innovation, systems and technologies

2019

Estimation Models for the Safety Level of Indoor Space Pedestrian Flows

Zewen Wang, Renwei Liu, Xinhua Wu, Zhiyuan Liu

Smart innovation, systems and technologies

2019

Data Completion of Ride-Hailing Service Based on Tensor Factorization

Yan Xia, Ruo Jia, Zhekang Li, Jiayan Zhu, Chenxi Hu, Zhiyuan Liu, Zewen Wang

Smart innovation, systems and technologies

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