李昀轩｜北京工业大学｜学者主页

2026

Distributed multi-agent reinforcement learning with neighborhood-aware spatio-temporal coordination for traffic network signal control

Yong-Nan Zhang, Si-Rui Peng, Xiao-Bin Luo, Xin Gu, Xiao-Lu Jia, Yunxuan Li

Scientific Reports

DOI

2026

Cooperative Control of Traffic Signals and Vehicle Trajectories Using Multi-Agent Actor-Critic Approach With Vehicle-Road-Cloud Integration

Yong-Nan Zhang, Xiao-Bin Luo, Yunxuan Li, Si-Rui Peng, Leipeng Zhu, Yong-Hua Zhou, Hamido Fujita

IEEE transactions on intelligent transportation systems (Print)

DOI

2026

Proactive safety at CVIS-enabled intersections: a framework based on high-fidelity trajectory reconstruction and dynamic risk assessment.

Yunxuan Li, Shihao Wang, Lishengsa Yue, Zhonghua Wei, Wenhui Zheng, Lin Zhang

Accident Analysis and Prevention

DOI

2026

PILOT-DSM: Risk perception-aligned takeover prompting framework via coverage-gap assessment in conditionally automated driving.

Yexin Huang, Lishengsa Yue, Yongbing Lin, Yunxuan Li, Yan-Ru Gu

Accident Analysis and Prevention

DOI

2026

LIFT: Interpretable truck driving risk prediction with literature-informed fine-tuned LLMs

Xiao Hu, Yuansheng Lian, Meng Li, Ke Zhang, Yunxuan Li, Yuelong Su

Transportation Research Part C: Emerging Technologies

DOI

2025

Influencing factors of risky behavior in truck safety: A random parameter model incorporating trip-wise heterogeneity

Xiao Hu, Yunxuan Li, Ke Zhang, Meng Li

Accident Analysis And Prevention，Vol. 219

DOI

2025

新工科背景下AI赋能交通工程专业教学研究

李昀轩，顾欣，张永男

《教育信息化论坛》

2025

交通数据分析软件训练混合式教学课程改革研究

顾欣，李昀轩，贾晓璐

《科教导刊》

DOI

2025

A multi-factor integrated vulnerability assessment framework for multi-layer intercity road networks considering cross-layer path selection

Yichen Ye, Huiying Wen, Lin Zhang, Yuanyu Zheng, Yunxuan Li

Physica A: Statistical Mechanics and its Applications

DOI

2025

Enhanced complex network analysis of multi-layer intercity road networks through identification of network-specific dynamics

Yichen Ye, Huiying Wen, Lin Zhang, Yunxuan Li

Physica A: Statistical Mechanics and its Applications

DOI

2025

An Algorithm for Spatio-Temporal Trajectory Conflict Risk Identification in Intersections Considering Lateral Vehicle Movement

Zhonghua Wei, Shihao Wang, Jing-Xuan Peng, Yi-Xin Li, Lishengsa Yue, Yunxuan Li

IEEE transactions on intelligent transportation systems (Print)

DOI

2025

Analyzing Passengers’ Transfer Choice in Response to Subway Disruptions Using SP-RP Surveys

Zhonghua Wei, Tianyang Zhang, Xuejin Wan, Yaming Guo, Meng Li, Yunxuan Li

DOI

2025

Investigation of e-Bike Red-Light Running Heterogeneity with Intelligent Intersection Sensing Data

Yunxuan Li, Hanjing Liu, Qi Zhu, Shengai Liu, Zhonghua Wei, Shihao Wang

DOI

2024

Unraveling the determinants of traffic incident duration: A causal investigation using the framework of causal forests with debiased machine learning

Yaming Guo, Meng Li, Keqiang Li, Huiping Li, Yunxuan Li

Accident Analysis And Prevention，Vol. 208

DOI

2024

新时代背景下工科课程教学质量提升探索——以“智能交通系统集成”课程为例

张永男，李昀轩，李同飞

《教育教学论坛》

2024

雨天过街行人流自组织行为特性及其仿真建模

杨海飞，卢素情，李昀轩，陈娴，王柳，古乐

《交通信息与安全》

2024

A Robust Distance-Weighted Collaborative Filtering Method for Route Recommendation Based on Historical Trajectory Data

Yuan-Zhen Qi, Xiao Hu, Ke Zhang, Hui-Ping Li, Yunxuan Li, Meng Li

CICTP 2024

DOI

2024

Data-Driven Dynamic Optimization of Electronic Fences in Free-Float Bike Sharing Systems

Zhonghua Wei, Houqiang Ma, Jiale Li, Zongze Li, Yunxuan Li

DOI

2024

A Novel Demand Completion of Free-Float Bike-Sharing Based on Feature-Weighted K-Means Clustering

Zhonghua Wei, Zhen Luo, Houqiang Ma, Mingqian Wang, Shihao Wang, Yunxuan Li

DOI

2024

Autonomous driving hazard scenario extraction and safety assessment based on crash reports and carla simulation

Xin Gu, Xinsheng Yin, Yameng Li, Xi Jin, Yunxuan Li

International Conference on Smart Transportation and City Engineering (STCE)

DOI

2024

A Multiscale Approach for Free‐Float Bike‐Sharing Electronic Fence Location Planning: A Case Study of Shenzhen City

Zhonghua Wei, Houqiang Ma, Yunxuan Li

Journal of Advanced Transportation

DOI

2023

道路交通系统韧性提升技术展望

李萌，丁川，李昀轩

《前瞻科技》

2023

校车停靠过程中周边车辆运行安全诱导措施及效果评估

郭音伽，陈艳艳，顾欣，周云彤，李昀轩，郭继孚

《交通运输工程与信息学报》

2023

A Spatial-Temporal Kernel Density Estimate Method for Traffic Violation Hotspot Identification

Yunxuan Li, Shuo Wei, Xin Gu, Meng Li, Yuanchun Chen

CICTP 2023

DOI

2023

Traffic Conflict Analysis at Freeway Interchange Merging Areas: A Joint Model Based on Tobit and Survival Analysis Model

Xin Gu, Yi Yang, Yunxuan Li, Zhengbing He, Yanyan Chen

DOI

2023

A Superposition Assessment Framework of Multi-Source Traffic Risks for Mega-Events Using Risk Field Model and Time-Series Generative Adversarial Networks

Zeyang Cheng, Jian John Lu, Heng Ding, Yunxuan Li, Haijian Bai, Weihua Zhang

IEEE Transactions on Intelligent Transportation Systems

DOI

2023

A Novel Explanatory Tabular Neural Network to Predicting Traffic Incident Duration Using Traffic Safety Big Data

Huiping Li, Yunxuan Li

Mathematics

DOI

2022

基于安全车速的北京冬奥会山地道路冰雪路面通行能力研究

郭娅眀，李萌，李昀轩，闫慧敏，王笑颜

《交通信息与安全》

2022

基于FP-growth算法的交通事故和违法关联规则研究

李昀轩，李萌，陆建，顾欣

《交通运输工程与信息学报》

2022

基于多任务迁移学习的交通警情信息自动处理方法

李昀轩，李萌，陆建，顾欣，郭娅明

《中国公路学报》

2022

In-depth Analysis of Traffic Conflicts at Interchange Merging Areas Based on Bayesian Network and Conflict chain

Xin Gu, Yinjia Guo, Yuntong Zhou, Yunxuan Li, Yanyan Chen

IEEE International Conference on Intelligent Transportation Systems (ITSC)

DOI

2021

Analysis and prediction of intersection traffic violations using automated enforcement system data

Yunxuan Li, Meng Li, Jinghui Yuan, Jian Lu, Mohamed Abdel-Aty

Accident Analysis And Prevention，Vol. 162

DOI

2020

Analyzing traffic violation behavior at urban intersections: A spatiotemporal kernel density estimation approach using automated enforcement system data

Yunxuan Li, Mohamed Abdel-Aty, Jinghui Yuan, Zeyang Cheng, Jian Lu

Accident Analysis And Prevention，Vol. 141

DOI

2020

基于交通违法事件的道路交通安全风险研究

李昀轩

《东南大学》

2018

Freeway crash risks evaluation by variable speed limit strategy using real-world traffic flow data

Zeyang Cheng, Jian Lu, Yunxuan Li

Accident Analysis And Prevention，Vol. 119

DOI

2018

基于驾驶人行为选择的交叉口混合交通流建模与分析

李昀轩，贾兴无

《现代交通技术》

2017

信号配时算法核心参数敏感度及标定准确性分析（英文）

赵顗，钟宁，陆建，李昀轩

Journal of Southeast University(English Edition)

2015

基于流量分析的可变车道左转通行能力研究

李昀轩，傅白白，于善初

《山东建筑大学学报》

2015

基于驾驶行为的交叉口混合交通流建模研究

李昀轩

《山东建筑大学》

2014

基于交通供需平衡的控规土地开发强度控制研究

于善初，傅白白，李昀轩

《山东建筑大学学报》

精选作品

期刊论文

Distributed multi-agent reinforcement learning with neighborhood-aware spatio-temporal coordination for traffic network signal control

Cooperative Control of Traffic Signals and Vehicle Trajectories Using Multi-Agent Actor-Critic Approach With Vehicle-Road-Cloud Integration

Proactive safety at CVIS-enabled intersections: a framework based on high-fidelity trajectory reconstruction and dynamic risk assessment.

PILOT-DSM: Risk perception-aligned takeover prompting framework via coverage-gap assessment in conditionally automated driving.

LIFT: Interpretable truck driving risk prediction with literature-informed fine-tuned LLMs

Influencing factors of risky behavior in truck safety: A random parameter model incorporating trip-wise heterogeneity

新工科背景下AI赋能交通工程专业教学研究

交通数据分析软件训练混合式教学课程改革研究

A multi-factor integrated vulnerability assessment framework for multi-layer intercity road networks considering cross-layer path selection

Enhanced complex network analysis of multi-layer intercity road networks through identification of network-specific dynamics

An Algorithm for Spatio-Temporal Trajectory Conflict Risk Identification in Intersections Considering Lateral Vehicle Movement

Analyzing Passengers’ Transfer Choice in Response to Subway Disruptions Using SP-RP Surveys

Investigation of e-Bike Red-Light Running Heterogeneity with Intelligent Intersection Sensing Data

Unraveling the determinants of traffic incident duration: A causal investigation using the framework of causal forests with debiased machine learning

新时代背景下工科课程教学质量提升探索——以“智能交通系统集成”课程为例

雨天过街行人流自组织行为特性及其仿真建模

A Robust Distance-Weighted Collaborative Filtering Method for Route Recommendation Based on Historical Trajectory Data

Data-Driven Dynamic Optimization of Electronic Fences in Free-Float Bike Sharing Systems

A Novel Demand Completion of Free-Float Bike-Sharing Based on Feature-Weighted K-Means Clustering

Autonomous driving hazard scenario extraction and safety assessment based on crash reports and carla simulation

A Multiscale Approach for Free‐Float Bike‐Sharing Electronic Fence Location Planning: A Case Study of Shenzhen City

道路交通系统韧性提升技术展望

校车停靠过程中周边车辆运行安全诱导措施及效果评估

A Spatial-Temporal Kernel Density Estimate Method for Traffic Violation Hotspot Identification

Traffic Conflict Analysis at Freeway Interchange Merging Areas: A Joint Model Based on Tobit and Survival Analysis Model

A Superposition Assessment Framework of Multi-Source Traffic Risks for Mega-Events Using Risk Field Model and Time-Series Generative Adversarial Networks

A Novel Explanatory Tabular Neural Network to Predicting Traffic Incident Duration Using Traffic Safety Big Data

基于安全车速的北京冬奥会山地道路冰雪路面通行能力研究

基于FP-growth算法的交通事故和违法关联规则研究

基于多任务迁移学习的交通警情信息自动处理方法

In-depth Analysis of Traffic Conflicts at Interchange Merging Areas Based on Bayesian Network and Conflict chain

Analysis and prediction of intersection traffic violations using automated enforcement system data

Analyzing traffic violation behavior at urban intersections: A spatiotemporal kernel density estimation approach using automated enforcement system data

基于交通违法事件的道路交通安全风险研究

Freeway crash risks evaluation by variable speed limit strategy using real-world traffic flow data

基于驾驶人行为选择的交叉口混合交通流建模与分析

信号配时算法核心参数敏感度及标定准确性分析（英文）

基于流量分析的可变车道左转通行能力研究

基于驾驶行为的交叉口混合交通流建模研究

基于交通供需平衡的控规土地开发强度控制研究

会议论文

地铁中断下站点周边路网拥堵扩散特征分析

数据驱动的交通安全风险时空热点辨识方法

地铁大客流场景下换乘通道异质行人行为分析及仿真研究

研究方向