孙智源｜北京工业大学｜学者主页

2026

Rethinking the context dependent effects of factors on connecting transport choice at high-speed rail station: Evidence from two cross-sectional surveys during and after COVID-19 pandemic

Zhiyuan Sun, Rui Sun, Zehao Wang, Pengpeng Jiao, Yunxuan Li, Jianyu Wang, Huapu Lu

Travel Behaviour And Society，Vol. 43

DOI

2026

Incorporating travel purposes into the dynamic accessibility evaluation for elderly public transport based on end-to-end travel☆

Hanqiang Qian, Zhiyuan Sun, Yan Zhang, Tuojun Zhang, Yanyan Chen

Journal Of Transport Geography，Vol. 130

DOI

2026

考虑出行情景的综合客运枢纽接驳方式选择影响因素

孙智源，韩璐，葛喜俊，王多，陈艳艳

《公路交通科技》

2026

基于OBE理念的本科一流课程教学设计探索——以“交通规划”课程为例

窦雪萍，孔德文，孙智源

《教育教学论坛》

DOI

2026

Exploring variations in the influence of various factors on fatal/non-fatal crash outcomes of novice driver involved crashes across diverse urban environments: Insights from partially topic-constrained modeling approach

Zhiyuan Sun, Siqi Jin, Yang Yang, Jiangyan Xiao, Shuo Wei, Duo Wang, Jianyu Wang, Huapu Lu

Accident Analysis & Prevention

DOI

2025

Temporal heterogeneity in traffic crash delays: causal inference from multi-scale time factors and sample-wise structural decomposition

Jianyu Wang, Kun Qie, Yang Yang, Zhiyuan Sun, Wei Zhou, Xiantian Chen

Accident Analysis And Prevention，Vol. 222

DOI

2025

基于顺序混合方法的活动对出行方式选择行为影响分析

孙智源，韩璐，王多，戚欣，李悦，陈艳艳

《北京工业大学学报》

2024

Influence factors on travel mode preference of working residents living far away from downtown area on workdays: A hybrid method integrating random parameter logit model and Apriori algorithm

Zhiyuan Sun, Duo Wang, Jianyu Wang, Lu Han, Yuxuan Xing, Huapu Lu, Yanyan Chen

Transportation Research Part A-Policy And Practice，Vol. 190

DOI

2024

Considering multi-scale built environment in modeling severity of traffic violations by elderly drivers: An interpretable machine learning framework

Zhiyuan Sun, Zhoumeng Ai, Zehao Wang, Jianyu Wang, Xin Gu, Duo Wang, Huapu Lu, Yanyan Chen

Accident Analysis And Prevention，Vol. 207

DOI

2024

How to reduce the influence of special vehicles on traffic flow? A Dogit‐ABM approach

Zhiyuan Sun, Zhicheng Wang, Tianshi Wang, Duo Wang, Huapu Lu, Yanyan Chen

IET Intelligent Transport Systems

DOI

2024

Investigating the spatial heterogeneity of drunk-driving events in Beijing based on a hybrid method with LISA and GeoDetector

Zhiyuan Sun, Keqi Cui, Jianyu Wang, Xin Gu, Yuxuan Xing, Huapu Lu, Yanyan Chen

International Journal of Crashworthiness

DOI

2024

Incorporating risky driving behaviour in the injury severity analysis of at-fault and not-at-fault novice driver involved crashes: a correlated random parameters logit model with heterogeneity in means

Zhiyuan Sun, Zhi-ming Xie, Duo Wang, Zehao Wang, Jianyu Wang, Xin Gu, Huapu Lu, Yanyan Chen

International Journal of Crashworthiness

DOI

2024

Understanding key contributing factors on the severity of traffic violations by elderly drivers: a hybrid approach of latent class analysis and XGBoost based SHAP

Zhiyuan Sun, Zhicheng Wang, Xin Qi, Duo Wang, Xin Gu, Jianyu Wang, Huapu Lu, Yanyan Chen

International Journal of Injury Control and Safety Promotion

DOI

2024

How do drunk-driving events escalate into drunk-driving crashes? An empirical analysis of Beijing from a spatiotemporal perspective

Zhiyuan Sun, Keqi Cui, Xin Qi, Jianyu Wang, Lu Han, Xin Gu, Huapu Lu

International Journal of Injury Control and Safety Promotion

DOI

2023

A hybrid approach of random forest and random parameters logit model of injury severity modeling of vulnerable road users involved crashes

Zhiyuan Sun, Duo Wang, Xin Gu, Mohamed Abdel-Aty, Yuxuan Xing, Jianyu Wang, Huapu Lu, Yanyan Chen

Accident Analysis And Prevention，Vol. 192

DOI

2023

基于时空消耗模型的城市轨道交通承载力评价：以北京市为例

白同舟，马毅林，孙智源

《综合运输》

2023

A two‐stage robust optimal traffic signal control with reversible lane for isolated intersections

Zhiyuan Sun, Zhicheng Wang, Xin Qi, Duo Wang, Yue Li, Huapu Lu

IET Intelligent Transport Systems

DOI

2023

Lane changing and keeping as mediating variables to investigate the impact of driving habits on efficiency: An EWM‐GRA and CB‐SEM approach with trajectory data

Tianshi Wang, Huapu Lu, Zhiyuan Sun, Jianyu Wang

IET Intelligent Transport Systems

DOI

2023

A hybrid clustering and random forest model to analyse vulnerable road user to motor vehicle (VRU-MV) crashes

Zhiyuan Sun, Duo Wang, Xin Gu, Yuxuan Xing, Jianyu Wang, Huapu Lu, Yanyan Chen

International Journal of Injury Control and Safety Promotion

DOI

2023

Driving behavior of connected autonomous vehicles in mixed traffic flow within ramp segments on freeway based on an advanced cellular automata

Tianshi Wang, Huapu Lu, Zhiyuan Sun, Jianyu Wang, Ximing Du

Modern Physics Letters B

DOI

2022

Exploring injury severity of vulnerable road user involved crashes across seasons: A hybrid method integrating random parameter logit model and Bayesian network

Zhiyuan Sun, Yuxuan Xing, Jianyu Wang, Xin Gu, Huapu Lu, Yanyan Chen

Safety Science，Vol. 150

DOI

2022

Influence factors on injury severity of bicycle-motor vehicle crashes: A two-stage comparative analysis of urban and suburban areas in Beijing

Zhiyuan Sun, Yuxuan Xing, Xin Gu, Yanyan Chen

Traffic Injury Prevention

DOI

2022

Towards Higher Efficiency and Less Consumption: Control Strategy and Simulation for Cav Platooning

Tianshi Wang, Huapu Lu, Zhiyuan Sun, Jianyu Wang

Physica A Statistical Mechanics and its Applications

DOI

2021

基于MNL模型的车车碰撞事故严重程度影响因素辨识方法

王健宇，陆化普，孙智源，王天实

《公路交通科技》

2021

Exploring injury severity of bicycle-motor vehicle crashes: A two-stage approach integrating latent class analysis and random parameter logit model

Zhiyuan Sun, Yuxuan Xing, Jianyu Wang, Xin Gu, Huapu Lu, Yanyan Chen

Journal of Transportation Safety & Security

DOI

2021

Trip Generation Prediction Based on the Convolutional Neural Network-Multidimensional Long-Short Term Memory Neural Network Model at Grid Cell Scale

Tianzheng Xiao, Huapu Lu, Zhiyuan Sun, Jianyu Wang

IEEE Access

DOI

2020

Investigating the Impact of Various Risk Factors on Victims of Traffic Accidents

Jianyu Wang, Huapu Lu, Zhiyuan Sun, Tianshi Wang, Katrina Wang

Sustainability，Vol. 12, No. 9

DOI

2020

交通强国建设背景下交通规划课程教学思考

孙智源，严海，杨洋

《教育教学论坛》

2020

新工科背景下交通工程专业TRIZ课程教学改革探索

杨洋，孙智源，刘卓

《教育教学论坛》

2020

“城市规划原理”课程与“交通规划”课程衔接性的教学改革思考

孙智源，严海，杨洋

《教育教学论坛》

2020

场景式教学模式在交通工程心理学中的改革探索

杨洋，周雨阳，韩艳，孙智源

《教育教学论坛》

2020

Investigating Influence Factors on Injury Severity of Electric and Non-electric Bicycle Crashes in Beijing

Yuxuan Xing, Zhiyuan Sun, Duo Wang

IEEE International Conference on Intelligent Transportation Engineering (ICITE)

DOI

2020

Exploring Factors Influencing Injury Severity of Vehicle At-Fault Accidents: A Comparative Analysis of Passenger and Freight Vehicles

Jianyu Wang, Huapu Lu, Zhiyuan Sun, Tianshi Wang

International Journal of Environmental Research and Public Health

DOI

2019

以能力培养为导向的交通规划教学评价实践研究

严海，孙智源，秦焕美

《教育教学论坛》

DOI

2018

大数据背景下《交通规划》教学的若干思考

孙智源，严海，邵长桥

《教育现代化》

2018

机场临空经济区发展特征及交通系统适配——兼论对北京新机场的启示

白同舟，李雪梅，刘雪杰，王舒予，孙智源

《现代城市研究》

2018

基于正交试验的乘用车运输网络优化方法

秦璐，刘弘超，孙智源

《运筹与管理》，Vol. 27, No. 12

下载原文

2018

基于Logistics回归的道路交通事故影响因素辨识方法

陈艳艳，李向楠，孙智源，熊杰

《交通科技与经济》

2018

Influence Factors on Injury Severity of Traffic Accidents and Differences in Urban Functional Zones: The Empirical Analysis of Beijing

Zhiyuan Sun, Jianyu Wang, Yanyan Chen, Huapu Lu

International Journal of Environmental Research and Public Health

DOI

2018

Collaboration optimization model of dynamic traffic control and guidance based on Internet of Vehicles

Zhiyuan Sun, Yue Li, Wen-cong Qu, Yanyan Chen

Modern Physics Letters B

DOI

2018

Variable cycle control model for intersection based on multi-source information

Zhiyuan Sun, Yue Li, Wen-cong Qu, Yanyan Chen

International Journal of Modern Physics B

DOI

2018

Unified Framework for Optimal Routing Choice under Guidance Information

Zhiyuan Sun, Yue Shirley Li, Wen-cong Qu, Tanveer Muhammad

Complexity

DOI

2017

Human-Scale Sustainability Assessment of Urban Intersections Based upon Multi-Source Big Data

Yuhuan Zhang, Huapu Lu, Shengxi Luo, Zhiyuan Sun, Wencong Qu

Sustainability，Vol. 90, No. 70

DOI

2017

Elderly's Travel Patterns and Trends: The Empirical Analysis of Beijing

Wenzhi Liu, Huapu Lu, Zhiyuan Sun, Jing Liu

Sustainability，Vol. 90, No. 60

DOI

2017

Analysis and Prediction on Vehicle Ownership Based on an Improved Stochastic Gompertz Diffusion Process

Huapu Lu, He Ma, Zhiyuan Sun, Jing Wang

Journal of Advanced Transportation

DOI

2016

城市交通控制与诱导协同的双层规划模型

孙智源，陆化普，张晓利，屈闻聪

《东南大学学报(自然科学版)》

2016

考虑交通大数据的交通检测器优化布置模型

孙智源，陆化普

《清华大学学报(自然科学版)》

2016

Tri-level programming model for combined urban traffic signal control and traffic flow guidance

Zhiyuan Sun, Huapu Lu, Wen-cong Qu

Journal of Central South University

DOI

2016

Three-stage approach for dynamic traffic temporal-spatial model

Huapu Lu, Zhiyuan Sun, Wen-cong Qu

Journal of Central South University

DOI

2015

基于时空模型的交通流故障数据修正方法

陆化普，孙智源，屈闻聪

《交通运输工程学报》

2015

大数据及其在城市智能交通系统中的应用综述

陆化普，孙智源，屈闻聪

《交通运输系统工程与信息》

2012

面向工程实践的北京市交叉口信号控制方法研究

孙智源

《北京交通大学》

2010

基于出租车GPS数据聚类分析的交通小区动态划分方法研究

吕玉强，秦勇，贾利民，董宏辉，贾献博，孙智源

《物流技术》

2009

基于灰色理论的北京公交客运量的预测和分析

孙智源，谷远利，白同舟，孙煦

《交通运输研究》

2009

基于S-Paramics微观仿真技术的城市物流园区交通影响分析

李洪兵，孙智源，葛喜俊

《物流技术》

2009

锡林浩特市煤炭物流节点空间布局研究

孙智源，于丽娜，秦璐

《物流技术》

2009

基于GIS和CEM的资源型城市物流节点选址研究

孙智源，秦璐，于丽娜，赵浩然

《物流科技》

2009

基于TransCAD、Hardsoft和S-Paramics的城市对外交通道路网设计

孙智源，于丽娜，孙杨杨

《中国水运》

精选作品

期刊论文

Rethinking the context dependent effects of factors on connecting transport choice at high-speed rail station: Evidence from two cross-sectional surveys during and after COVID-19 pandemic

Incorporating travel purposes into the dynamic accessibility evaluation for elderly public transport based on end-to-end travel☆

考虑出行情景的综合客运枢纽接驳方式选择影响因素

基于OBE理念的本科一流课程教学设计探索——以“交通规划”课程为例

Exploring variations in the influence of various factors on fatal/non-fatal crash outcomes of novice driver involved crashes across diverse urban environments: Insights from partially topic-constrained modeling approach

Temporal heterogeneity in traffic crash delays: causal inference from multi-scale time factors and sample-wise structural decomposition

基于顺序混合方法的活动对出行方式选择行为影响分析

Influence factors on travel mode preference of working residents living far away from downtown area on workdays: A hybrid method integrating random parameter logit model and Apriori algorithm

Considering multi-scale built environment in modeling severity of traffic violations by elderly drivers: An interpretable machine learning framework

How to reduce the influence of special vehicles on traffic flow? A Dogit‐ABM approach

Investigating the spatial heterogeneity of drunk-driving events in Beijing based on a hybrid method with LISA and GeoDetector

Incorporating risky driving behaviour in the injury severity analysis of at-fault and not-at-fault novice driver involved crashes: a correlated random parameters logit model with heterogeneity in means

Understanding key contributing factors on the severity of traffic violations by elderly drivers: a hybrid approach of latent class analysis and XGBoost based SHAP

How do drunk-driving events escalate into drunk-driving crashes? An empirical analysis of Beijing from a spatiotemporal perspective

A hybrid approach of random forest and random parameters logit model of injury severity modeling of vulnerable road users involved crashes

基于时空消耗模型的城市轨道交通承载力评价：以北京市为例

A two‐stage robust optimal traffic signal control with reversible lane for isolated intersections

Lane changing and keeping as mediating variables to investigate the impact of driving habits on efficiency: An EWM‐GRA and CB‐SEM approach with trajectory data

A hybrid clustering and random forest model to analyse vulnerable road user to motor vehicle (VRU-MV) crashes

Driving behavior of connected autonomous vehicles in mixed traffic flow within ramp segments on freeway based on an advanced cellular automata

Exploring injury severity of vulnerable road user involved crashes across seasons: A hybrid method integrating random parameter logit model and Bayesian network

Influence factors on injury severity of bicycle-motor vehicle crashes: A two-stage comparative analysis of urban and suburban areas in Beijing

Towards Higher Efficiency and Less Consumption: Control Strategy and Simulation for Cav Platooning

基于MNL模型的车车碰撞事故严重程度影响因素辨识方法

Exploring injury severity of bicycle-motor vehicle crashes: A two-stage approach integrating latent class analysis and random parameter logit model

Trip Generation Prediction Based on the Convolutional Neural Network-Multidimensional Long-Short Term Memory Neural Network Model at Grid Cell Scale

Investigating the Impact of Various Risk Factors on Victims of Traffic Accidents

交通强国建设背景下交通规划课程教学思考

新工科背景下交通工程专业TRIZ课程教学改革探索

“城市规划原理”课程与“交通规划”课程衔接性的教学改革思考

场景式教学模式在交通工程心理学中的改革探索

Investigating Influence Factors on Injury Severity of Electric and Non-electric Bicycle Crashes in Beijing

Exploring Factors Influencing Injury Severity of Vehicle At-Fault Accidents: A Comparative Analysis of Passenger and Freight Vehicles

以能力培养为导向的交通规划教学评价实践研究

大数据背景下《交通规划》教学的若干思考

机场临空经济区发展特征及交通系统适配——兼论对北京新机场的启示

基于正交试验的乘用车运输网络优化方法

基于Logistics回归的道路交通事故影响因素辨识方法

Influence Factors on Injury Severity of Traffic Accidents and Differences in Urban Functional Zones: The Empirical Analysis of Beijing

Collaboration optimization model of dynamic traffic control and guidance based on Internet of Vehicles

Variable cycle control model for intersection based on multi-source information

Unified Framework for Optimal Routing Choice under Guidance Information

Human-Scale Sustainability Assessment of Urban Intersections Based upon Multi-Source Big Data

Elderly's Travel Patterns and Trends: The Empirical Analysis of Beijing

Analysis and Prediction on Vehicle Ownership Based on an Improved Stochastic Gompertz Diffusion Process

城市交通控制与诱导协同的双层规划模型

考虑交通大数据的交通检测器优化布置模型

Tri-level programming model for combined urban traffic signal control and traffic flow guidance

Three-stage approach for dynamic traffic temporal-spatial model

基于时空模型的交通流故障数据修正方法

大数据及其在城市智能交通系统中的应用综述

面向工程实践的北京市交叉口信号控制方法研究

基于出租车GPS数据聚类分析的交通小区动态划分方法研究

基于灰色理论的北京公交客运量的预测和分析

基于S-Paramics微观仿真技术的城市物流园区交通影响分析

锡林浩特市煤炭物流节点空间布局研究

基于GIS和CEM的资源型城市物流节点选址研究

基于TransCAD、Hardsoft和S-Paramics的城市对外交通道路网设计

会议论文

基于CarSim仿真的长大下坡路段安全策略研究

特种车辆混行下基于Dogit-CA的人驾车行驶诱导方法

特种车辆混行下基于Dogit-CA的人驾车行驶诱导方法

基于快速地图匹配技术的北京市道路交通通行速度实时获取方法的研究

基于移动检测的城市道路交通流参数获取方法的研究

预印本

Incorporating Contributory Fault and Risky Driving Behaviour in the Injury Severity Analysis of Two-Vehicle Crashes: A Hybrid Approach of Random Parameters Logit Modelling Framework and Apriori Algorithm

Spatiotemporal Analysis of the Severity of Drunk-Driving Event in Beijing Using Geographically and Temporally Weighted Binary Logistic Regression Model

Considering Built Environment in Modelling Severity of Drunk-Driving Events: A Sequential Approach of Latent Class Analysis and Correlated Random Parameters Logit Model with Heterogeneity in Means

Incorporating Spatial Analysis into the Level of Congestion Caused by Traffic Incidents on Urban Road Networks

研究方向