研究方向

货运交通系统；城市物流规划；交通大数据挖掘与人工智能；城市交通与公平性；公共交通系统；城市停车政策

近年来部分成果

[1]. Chen, M., Yuan, Q., Yang, C., & Zhang, Y. (2024). Decoding Urban Mobility: Application of Natural Language Processing and Machine Learning to Activity Pattern Recognition, Prediction, and Temporal Transferability Examination. IEEE Transactions on Intelligent Transportation Systems.

[2]. Deng, J., Cui, Y., Chen, X., Bachmann, C., & Yuan, Q.* (2023). Who are on the road? A study on vehicle usage characteristics based on one-week vehicle trajectory data. International Journal of Digital Earth, 16(1), 1962-1984.

[3]. Yang, Z., Chen, X., Deng, J., Li, T., & Yuan, Q.* (2023). Footprints of goods movements: Spatial heterogeneity of heavy-duty truck activities and its influencing factors in the urban context. Journal of Transport Geography, 113, 103737.

[4]. Yu, C., Deng, Y., Qin, Z., Yang, C., & Yuan, Q.* (2023). Traffic volume and road network structure: Revealing transportation-related factors on PM2. 5 concentrations. Transportation Research Part D: Transport and Environment, 124, 103935.

[5]. Zhou, Y., Yang, C., Chen, M., Liu, Y., & Yuan, Q.* (2023). Commuting versus consumption: The role of core city in a metropolitan area. Cities, 141, 104495.

[6].杨超,雷家硕,程一唯&袁泉*.(2023).城市重要货运走廊污染物排放及人群暴露研究.交通与运输(02),87-91.

[7]. Yuan, Q., Lin, H., Yu, C., & Yang, C. (2023). Modeling freight truck-related traffic crash hazards with uncertainties: A framework of interpretable Bayesian neural network with stochastic variational inference. International Journal of Transportation Science and Technology.

[8].谭俊宇,李晟,林昊成,杨超&袁泉*.(2023).基于企业货运设施的城市货运交通生成及分布建模方法研究.交通与港航(03),24-33.

[9]. Liang, Y., Yuan, Q.*, Wang, D., Feng, Y., Xu, P., & Zhou, J. (2023). Panacea or placebo? Exploring the causal effects of nonlocal vehicle driving restriction policies on traffic congestion using a difference-in-differences approach. Transportation, 1-23.

[10]. Yang, C., Yu, C., Dong, W., & Yuan, Q.* (2023). Substitutes or complements? Examining effects of urban rail transit on bus ridership using longitudinal city-level data. Transportation Research Part A: Policy and Practice, 174, 103728.

[11]. Yang, C., Wan, Z., Yuan, Q.*, Zhou, Y., & Sun, M. (2023). Travel before, during and after the COVID-19 pandemic: Exploring factors in essential travel using empirical data. Journal of Transport Geography, 103640.

[12]. Zhang, X., Yang, C., & Yuan, Q. (2023). A strategic analysis model of residents’ travel demand for Shanghai 2035 under new technology. International Journal of Sustainable Transportation, 1-19.

[13]. Qin, Z., Liang, Y., Yang, C., Fu, Q., Chao, Y., Liu, Z., & Yuan, Q.* (2023). Externalities from restrictions: Examining the short-run effects of urban core-focused driving restriction policies on air quality. Transportation Research Part D: Transport and Environment, 119, 103723.

[14]. Deng, J., Gao, L., Chen, X., & Yuan, Q.* (2023). Taking the same route every day? An empirical investigation of commuting route stability using personal electric vehicle trajectory data. Transportation, 1-27.

[15]. Lei, J., Yang, C., Fu, Q., Chao, Y., Dai, J., & Yuan, Q.* (2023). An approach of localizing MOVES to estimate emission factors of trucks. International Journal of Transportation Science and Technology.

[16]. Rai, H. B., Kang, S., Sakai, T., Tejada, C., Yuan, Q., Conway, A., & Dablanc, L. (2022). ‘Proximity logistics’: Characterizing the development of logistics facilities in dense, mixed-use urban areas around the world. Transportation Research Part A: Policy and Practice, 166, 41-61.

[17]. Zhou, Y., Zhang, Y., Yuan, Q.*, Yang, C., Guo, T., & Wang, Y. (2022). The Smartphone-Based Person Travel Survey System: Data Collection, Trip Extraction, and Travel Mode Detection. IEEE Transactions on Intelligent Transportation Systems, 23(12), 23399-23407.

[18]. Zhou, J., Leng, L., Yuan, Q., & Shi, X. (2022). Does Air Cargo Matter in Chinese Regional Economic Development? An Empirical Granger Causality Test. Sustainability, 14(15), 9753.

[19].杨志伟,陈小鸿&袁泉*.(2022).城市物流设施规划中的环境影响考量与空间治理对策.国际城市规划(04),36-43.

[20]. Zhou, Y., Yuan, Q.*, Ding, F., Chen, M., Yang, C., & Guo, T. (2022). Demand, mobility, and constraints: Exploring travel behaviors and mode choices of older adults using a facility-based framework. Journal of transport geography, 102, 103368.

[21].杨超,陈明垟,袁泉, &王燚. (2022).上海市新城通勤人群出行特征分析.城市交通.

[22]. Yang, Z., Chen, X., Pan, R., & Yuan, Q.* (2022). Exploring location factors of logistics facilities from a spatiotemporal perspective: A case study from Shanghai. Journal of Transport Geography, 100, 103318.

[23].肖作鹏,王缉宪,袁泉&李国旗.(2022).国际视野下城市物流政策实践的挑战与创新.国际城市规划(04),4-11.

[24]. Chen, X., Li, T., & Yuan, Q.* (2021). Impacts of built environment on travel behaviors of Generation Z: a longitudinal perspective. Transportation, 1-30.

[25]. Yuan, Q., & Wang, J. (2021). Goods movement, road safety, and spatial inequity: Evaluating freight-related crashes in low-income or minority neighborhoods. Journal of Transport Geography, 96, 103186.

[26].袁泉,涂义欢, &李国旗. (2021).物流网络快速应对疫情的策略与体系设计.城市交通.

[27]. Chen, X., Guo, Y., Yang, C., Ding, F., & Yuan, Q.* (2021). Exploring essential travel during COVID-19 quarantine: Evidence from China. Transport Policy, 111, 90-97.

[28].袁泉&陈小鸿.(2021).城市物流环境影响的时空解析.城市交通(02),29-36+89.

[29]. Li, G., Sun, W., Yuan, Q.*, and Liu, S.（2021）“Planning Versus the Market: Logistics Establishments and Logistics Parks in Chongqing, China”, Journal of Transport Geography, 82

[30]. Yang, C., Chen, M., & Yuan, Q.* (2021). The application of XGBoost and SHAP to examining the factors in freight truck-related crashes: An exploratory analysis. Accident Analysis & Prevention, 158, 106153.

[31]. Zhou, Y., Yuan, Q., Yang, C., & Wang, Y. (2021). Who you are determines how you travel: Clustering human activity patterns with a Markov-chain-based mixture model. Travel Behaviour and Society, 24, 102-112.

[32]. Yang, C., Chen, M., & Yuan, Q.* (2021). The geography of freight-related accidents in the era of E-commerce: evidence from the Los Angeles metropolitan area. Journal of transport geography, 92, 102989.

[33]. Xiao, Z., Yuan, Q.*, Sun, Y., & Sun, X. (2021). New paradigm of logistics space reorganization: E-commerce, land use, and supply chain management. Transportation Research Interdisciplinary Perspectives, 9, 100300.

[34]. McDonald, N., & Yuan, Q.* (2021). Freight Loading Space Provision: Evidence from the US. Journal of Urban Planning and Development, 147(2), 04021015.

在研课题

1.基于深度学习技术和卫星影像数据的物流设施空间数据挖掘；

2.城市物流设施空间演变规划和政策探究；

3.基于手机信令数据的大都市区通勤与消费空间模式研究；

4.基于出租车GPS路径的城市消费空间识别和因素探索；

5.城市公交系统市场化和模块化研究；

6.电子商务背景下的物流相关交通事故威胁空间演变特征；

7.基于自然语言处理技术的城市交通事故因素识别；

8.大数据背景下的都市区物流车辆排放空间特征研究

开设课程

城市物流；公共政策分析；货运交通系统；土地利用与交通；批判性思维与方法；交通运输工程