刘皓冰
交通工程系 教授，博导
交通科学与技术研究院 副院长
入选中组部国家高层次人才计划
交通运输工程学院A409
邮箱：liuhaobing@tongji.edu.cn
研究方向：
- 低碳交通
- 交通与能源融合
- 交通大数据统计建模方法
- 机动车能耗和排放模型；路侧空气污染扩散
- 离散选择行为
个人简介：
刘皓冰，1988年11月生，湖南邵东人。同济大学交通运输工程学院教授，博士生导师，美国佐治亚理工学院土木工程博士。长期致力于交通、能源与大气环境的交叉研究领域。刘教授发表SCI检索论文29篇，并在交通能源、环境分析，交通数理统计分析相关研究获美国交通部、能源部和环保署资助项目11项，其中主持8项。2020年，刘教授以该交叉研究方向入选中组部国家海外高层次青年人才计划。
刘皓冰教授团队注重理论联系实践，所开发的交通环境分析方法和平台已被业界广泛使用：主持开发的高性能机动车排放建模平台MOVES-Matrix已被来自美国、英国和新加坡等数十所高校、研究院和企业应用于大型交通网络排放建模。刘教授主持的机动车匝道行驶工况和排放特征研究成果已被美国环保署采纳，用于改进其官方排放系统MOVES。刘教授主持开发的GTA (GIS-To-AERMOD) “交通地理信息-排放扩散” 一体化系统，也将于2022年由美国联邦公路局 (FHWA) 官方发布。
刘皓冰教授团队目前的在研课题有交通系统碳排放数据底座和计算系统、交通与清洁能源融合、“交通-排放-污染扩散” 一体化建模和协同管控等。
招生：
刘教授长期招收想致力于低碳交通、交通系统能耗和排放模型、路侧扩散模型、交通大数据分析、以及出行行为统计分析研究的博士生和硕士生，欢迎有交通、电信、统计、计算机、应用数学、测绘、汽车等背景（专业不限）的同学联系和报名。
申请条件：申请人须对自己的研究内容和工作成果与产出高度负责，且具有交通领域学术研究热情和钻研精神。不限原专业，不需要有相关研究经验。
如有兴趣，请将个人简历发送至 liuhaobing@tongji.edu.cn。有任何问题，欢迎与我们联系。
教育经历：
2006-2010 同济大学 交通工程 本科
2010-2013 同济大学 交通工程 硕士
2015-2017 美国佐治亚理工学院 统计学 硕士
2013-2018 美国佐治亚理工学院 土木工程 博士
工作经历：
2015 美国国家环保署 ORISE研究人员
2018-2020 佐治亚理工学院 II级研究员
2020-2021 美国新墨西哥大学 助理教授 (Tenure Track)
2021至今 同济大学 教授
学术兼职：
Editorial Board Member in Transportation Research Part D – Transport and Environment
Transportation Research Part D (SCI检索 JCR一区期刊) 编委委员
Member in TRB AMS10 Committee – Air Quality and GHG Mitigation
美国 TRB 交通学会 - 空气质量和温室气体减排委员会 委员
讲授课程：
高级数理统计（研究生）
承担科研项目：
国家自然科学基金青年科学基金项目，“城市主干道油电混动车高尾气污染致因解析与排放模型”，主持，2023.1-2025.12
国家自然科学基金专项项目, L2224026, “综合立体交通多网融合战略调研”, 参与, 2023.1-2024.31
上海市科委，“基于碳普惠的近零碳交通关键技术研究及示范”，骨干参与，2022.9-2025.8
中国科学技术协会 - 科技智库青年人才计划，“汽车产业全生命周期‘碳达峰’路线图”，主持，2022.7-2023.1 (已结题)
上海市科委，“上海市混动车能耗特征与减碳策略”，主持，2022.3-2023.2 (已结题)
中组部国家高层次人才计划（青年项目），主持，2022.1-2026.12
同济大学青百A岗启动经费，主持，2022.1-2026.12
美国联邦公路局, “Converting Roadway GIS Layer to AERMOD Geometry for Refined PM Project-level Modeling - A Comparison Analysis using RLINE, RLINEXT, AREA and VOLUME” 主持，$50,000，2020.12-2021.6
美国交通部-国家可持续交通研究中心, “Class 2b and Class 3 Commercial Vehicle Fleet Electrification: Feasibility Case Studies in Atlanta, Georgia” 主持，$120,000， 2020.1-2020.12
美国交通部-国家可持续交通研究中心, “Evaluating Sustainability Impacts of Intelligent Carpooling System for SOV Commuters” 联合主持, $60,000，2020.1-2020.12
美国交通部-交通、公平、决策和资助中心, “Equity Assessment of Plug-In Electric Vehicle Purchase Incentives” 主持，$62,367，2019.6-2020.6
美国交通部-交通、排放、能源和健康研究中心, “Integrated Vehicle Emissions and Near-Road Dispersion Modeling Tool for Project Evaluation: Integrating MOVES-Matrix, the FEC, and AERMOD”. 主持，$37,500 2019.11-2020.11
美国交通部-国家可持续交通研究中心, “Energy and Environmental Impacts of Atlanta's Reversible Express Toll Lanes and High-Occupancy Toll Lanes” 主持， $120,000，2018.9-2021.5
美国交通部-国家可持续交通研究中心, “MOVES-Matrix and Distributed Computing for Region-Level Line Source Dispersion Analysis” 联合主持，$60,000，2018.8-2019.12
美国交通部-国家可持续交通研究中心, “Evaluating Sustainability Impacts of Intelligent Carpooling/Vanpooling System among SOV Commuters –Phase II: Interactions with the Transit System” 联合主持，$60,000，2019.10-2020.12
美国交通部-国家可持续交通研究中心, “A Framework for Optimizing Public Transit Bus Fleet Conversion to Alternative Fuels”. 联合主持，$60,000，2018.4-2019.8
美国交通部-国家可持续交通研究中心, “Modeling the Impact of Road Grade on Vehicle Operation, Energy Consumption, and Emissions”. 主持，$30,000，2017.8-2018.8
代表性期刊论文 (*为通讯作者)：
Liu, H., Dai, Z., Rodgers, M., Guensler, R. (2022). Equity Issues Associated with U.S. Plug-In Electric Vehicle Income Tax Credits. Transportation Research Part D: Transport and Environment, 102, 103159. (SCI JCR Q1)
Wang, K., Liu, H.*, Cheng, L., Bian, Z., & Circella, G. (2022). Assessing the Role of Shared Mobility Services in Reducing Travel-related Greenhouse Gases (GHGs) Emissions: Focusing on America’s Young Adults. Travel Behaviour and Society, 26, 301-311. (SCI JCR Q1)
Kim, D., Liu, H.*, Xu, X., Lu, H., Wayson, R., Rodgers, M and Guensler, R. (2021). Distributed Computing Methodology for Region-wide Line Source Dispersion Modeling. Computer-Aided Civil and Infrastructure Engineering. 36(3), 331-345. (SCI JCR Q1)
Xu, X., Aziz, H.A., Liu, H., Rodgers, M.O. and Guensler, R., (2020). A Scalable Energy Modeling Framework for Electric Vehicles in Regional Transportation Networks. Applied Energy, 269, p.115095. (SCI JCR Q1)
Kim, D., Liu, H.*, Rodgers, M. and Guensler, R. (2020). Development of Roadway Link Screening Model for Regional-Level Near-Road Air Quality Analysis: A Case Study for Particulate Matter. Atmospheric Environment, p.117677. https://doi.org/10.1016/j.atmosenv.2020.117677 (SCI JCR Q1)
Liu, H.*, Rodgers, M., Liu, F. and Guensler, R. (2020). Bayesian Approach in Estimating the Road Grade Impact on Vehicle Speed and Acceleration on Freeways. Transportmetrica A: Transport Science 16 (3), 602-625. https://doi.org/10.1080/23249935.2020.1722280 (SCI JCR Q1)
Liu, H.*, Rodgers, M., Guensler, R. (2019). The Impact of Road Grade on Vehicle Accelerations Behavior, PM2.5 Emissions, and Dispersion Modeling. Transportation Research Part D: Transport and Environment, 75, 297-319. doi.org/10.1016/j.trd.2019.09.006 (SCI JCR Q1)
Liu, H. and Kim, D.* (2019). Simulating the Uncertain Environmental Impact of Freight Trucks Shifting Programs. Atmospheric Environment 214 (116847) 1-17. https://doi.org/10.1016/j.atmosenv.2019.116847 (SCI JCR Q1)
Liu, H.*, Rodgers, M., Guensler, R. (2019). Impact of Road Grade on Vehicle Speed-Acceleration Distribution, Emissions and Dispersion Modeling on Freeways. Transportation Research Part D: Transport and Environment, 69, 107-122. DOI.org/10.1016/j.trd.2019.01.028 (SCI JCR Q1)
Kim, D.*, Ko, J., Xu, X., Liu, H., Rodgers, M. and Guensler, R. (2019). Evaluating the Environmental Impacts of Median Bus Lanes: A Microscopic Simulation Approach. Transportation Research Record: Journal of the Transportation Research Board, 2673(4), 663-673 (SCI JCR Q2)
Liu, H., Guensler, R., Lu, H.*, Xu, Y., Xu, X., Rodgers, M. (2019). MOVES-Matrix for High-Performance On-Road Emission Rate Model Applications. Journal of Air & Waste Management Association, 67(7), 763-775. DOI: 10.1080/10962247.2017.1287788 (SCI JCR Q2)
Liu, H.*, Li, H., Rodgers, M., Guensler, R., (2018). Development of Road Grade Data Using the United States Geological Survey Digital Elevation Model. Transportation Research Part C: Emerging Technologies, 92, 243-257. doi.org/10.1016/j.trc.2018.05.004 (SCI JCR Q1)
Xu, X.*, Li, H., Liu, H., Rodgers, M., Guensler, R. (2018). Evaluation of Transit Eco-driving in Rural, Suburban, and Urban Environments. Transportation Research Record: Journal of the Transportation Research Board. 2672(8), 152-164. DOI: 10.1177/0361198118797778 (SCI JCR Q2)
Xu, X.*, Liu, H., Li, H., Rodgers, M., Guensler, R. (2018). Integrating Engine Start, Soak, Evaporative, and Truck Hoteling Emissions into MOVES-Matrix. Transportation Research Record: Journal of the Transportation Research Board. 2672 (25), 111-122. DOI: 10.1177/0361198118797208 (SCI JCR Q2)
Guensler, R., Liu, H.*, Xu, Y., Alper, A., Kim, D., Hunter, M., Rodgers. M. (2017). Energy Consumption and Emission Modeling of Individual Vehicles Using MOVES-Matrix. Transportation Research Record: Journal of the Transportation Research Board, No. 2627, 93-102. doi: 10.3141/2627-11. (SCI JCR Q2)
Xu, Y., Liu, H.*, Rodgers, M., Guin, A., Hunter, M., Sheikh, A., Guensler, R. (2017). Understanding the Emission Impacts of HOV to HOT Lane Conversions: Experience from Atlanta, GA. Journal of the Air & Waste Management Association, 67(8), 910-922. doi: 10.1080/10962247.2017.1302518 (SCI JCR Q2)
Liu, H.*, Xu, X., Rodgers, M., Xu, Y., Guensler, R. (2017). MOVES-Matrix and Distributed Computing for Microscale Line Source Dispersion Analysis . Journal of the Air & Waste Management Association, 67(7), 763-775. doi: 10.1080/10962247.2017.1287788. (SCI JCR Q2)
Liu, H.*, Xu, Y., Stockwell, N., Rodgers M., Guensler, R. (2016). A Comparative Life-cycle Energy and Emissions Analysis for Intercity Passenger Transportation in the U.S. by Aviation, Intercity Bus, and Automobile. Transportation Research Part D: Transport and Environment, 48, 267-283. (SCI JCR Q1)
Liu, H.*, Sonntag, D., Brzezinski, D., Fulper, C., Hawkins, D., Warila, J. (2016). Operations and Emissions Characteristics of Light-Duty Vehicles on Ramps. Transportation Research Record: Journal of the Transportation Research Board, 2570, 1-11. (SCI JCR Q2)
Li, H.*, H. Liu, Y. Xu, M.O. Rodgers, R. Guensler (2016). Performance of Multiple Alternatives to Reduce Carbon Emissions for Transit Fleets: A Real-world Operations Perspective. Energy Procedia, 88, 908-914. (SCI)
Xu, Y.*, Li, H., Liu, H., Rodgers M., Guensler, R. (2016). Eco-driving for Transit: An Effective Strategy to Conserve Fuel and Emissions. Applied Energy, 194(15), 784-797. (SCI JCR Q1)
Xu, X.*, Liu, H., Xu, Y., Hunter, M., Rodgers M., Guensler, R. (2016). Estimating Project-Level Vehicle Emissions with VISSIM and MOVES-Matrix. Transportation Research Record: Journal of the Transportation Research Board, 2570, 107-117. (SCI JCR Q2)
Liu, H. *, Xu, Y., Rodgers M., Guensler, R. (2015). Developing Vehicle Classification Inputs for Project-Level MOVES Analysis. Transportation Research Record: Journal of the Transportation Research Board, 2503, 81-90. (SCI JCR Q2)
Xu, Y.*, Gbologah, F.E., Lee, D.Y., Liu, H., Rodgers M., Guensler, R. (2015). Assessment of Alternative Fuel and Powertrain Transit Bus Options Using Real-world Operation Data: Life-cycle Fuel and Emission Modeling. Applied Energy, 154, 143-159. (SCI JCR Q1)
Pu, Y., Yang, C.*, Liu, H., Chen, Z., Chen, A. (2015). Impact of License Plate Restriction Policy on Emission Reduction in Hangzhou Using a Bottom-up Approach. Transportation Research Part D: Transport and Environment, 34, 281-292. (SCI JCR Q1)
Wang, X.*, Liu, H., Yu, R., Deng, B., Chen, X., Wu, B. (2014). Exploring Operating Speeds on Urban Arterials Using Floating Car Data: Case Study in Shanghai. Journal of Transportation Engineering, 140 (9), 04014044. (SCI JCR Q2)
Liu, H., Chen, X.*, Wang, Y., Han, S. (2013). Vehicle Emission and Near-road Air Quality Modeling in Shanghai, China: Based on Taxi GPS Data and MOVES Revised Emission Inventory. Transportation Research Record: Journal of the Transportation Research Board, 2340, 33-48. (SCI JCR Q2)
刘皓冰*, 熊英格, 高锐, 滕靖, 朱明. (2010). 基于微观仿真的交叉口车辆能耗与排放研究. 《城市交通》. 2010 (2), 75-79.
代表性同行评议会议论文：
Lu, H., H Liu, T, Xia, A. Guin, M. Rodgers and R. Guensler. (2021). Investigation of MOVES Project-Level Uncertainty: Impact of Temporal- and Spatial- Aggregation of Onroad Operating Conditions on Emission Rate Estimates. 100th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020
Dai, Z., H Liu, M. Rodgers and R. Guensler. (2021). A Data-driven and Model-based Approach for Assessing the Potential of EV Adoption and Corresponding Reduction in Energy Use and Emissions. 100th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020
Dai, Z., H. Liu, and R. Guensler (2020). Predicting Travel Mode Choice Based on 2017 NHTS Trip Data with Multinomial Logit Model and Light Gradient Boosting Machine (19-07739). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020
Lu, H., H. Liu, A. Guin, M.O. Rodgers, and R. Guensler (2020). Using Cluster Analysis to Identify Potential Outliers in Video Detection Traffic Data (20-05994). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020.
Liu, H., H. Li., X. Xu, M.O. Rodgers, and R. Guensler (2020). Synthetic Control Methods for Estimating the Effect of Purchase Incentives on Battery Electric Vehicles Sales in Georgia, USA (20-01550). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020.
Li, H., H. Liu, X. Xu, Y. Wang, M.O. Rodgers, and R. Guensler (2020). A Framework for Assessing Fleet-wide Transit Bus Energy Consumption with Alternative Fuels (20-02410). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020.
Kim, D., H. Liu, X. Xu, H. Lu, R. Wayson, M.O. Rodgers, and R. Guensler (2020). Streamlined Data Processing for Regionwide Applications of Line Source Dispersion Modeling Via Distributed Computing (20-01774). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020.
Kim, D., H. Liu, M.O. Rodgers, and R. Guensler (2020). Development of Roadway Link Screening Model for Regional-Level Near-Road Air Quality Analysis: A Case Study for Particulate Matter (20-03022). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020.
Xu, X., H. Liu, M.O. Rodgers, and R. Guensler (2020). A Sensitivity Analysis of Electric Vehicle Energy Efficiency, Driving Range, and Operating Cost Using Regional-level Household Daily Travel Patterns (20-01680). 99th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2020.
Liu, H., D. Kim, H. Lu, R. Wayson, M.O. Rodgers, and R. Guensler (2019). A Regional Air Quality Impact Assessment Screening Tool based upon MOVES-Matrix and AERMOD. Guidelines on Air Quality Models: Planning Ahead. Air and Waste Management Association 8th Specialty Conference on Air Quality Modeling. Durham, NC. March 19-21, 2019.
Lu, H., H. Liu, X. Xu, M.O. Rodgers, and R. Guensler (2019). MOVES Project-Level Uncertainty Analysis: Impacts of Variability in On-road Operating Conditions on Emission Rates (19-05261). 98th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2019.
Liu, H., M.O. Rodgers, and R. Guensler (2019). Impact of Road Grade on Vehicle Speed-Acceleration Distributions, Emissions, and Line Source Dispersion Modeling on Freeways (19-05978). 98th Annual Meeting of the Transportation Research Board (presentation only, full paper review, extended abstract in proceedings). Proceedings. Washington, DC. January 2019.
Kim, D., J. Ko, X. Xu, H. Liu, M.O. Rodgers, and R. Guensler (2019). Evaluating the Environmental Impacts of Median Bus Lanes: A Microscopic Simulation Approach (19-04263). 98th Annual Meeting of the Transportation Research Board. Proceedings. Washington, DC. January 2019.
Liu, H., M.O. Rodgers, F. Liu, and R. Guensler (2019). Estimating the Road Grade Impact on Vehicle Speed and Acceleration on Freeways with a Bayesian Hierarchical Model (19-05901). 98th Annual Meeting of the Transportation Research Board (presentation only, full paper review, extended abstract in proceedings). Washington, DC. January 2019.
Xu, X., H. Li, H. Liu, M. Rodgers and R. Guensler (2018). Evaluation of Transit Eco-Driving in Rural, Suburban, and Urban Environments (18-05181). 97th Annual Meeting of the Transportation Research Board (50 attendees). Proceedings and Podium Session. Washington, DC. January 2018.
Li, H., Y. Wang, X. Xu, H. Liu, A. Guin, M. Rodgers, M. Hunter, J. Laval, and R. Guensler (2018). Assessing the Time, Monetary, and Energy Costs of Alternative Modes (18-05362). 97th Annual Meeting of the Transportation Research Board (presentation only, full paper review, extended abstract in proceedings). Washington, DC. January 2018.
Xu, X., H. Liu, Y. Xu, M. Rodgers and R. Guensler (2018). Regional Emission Analysis with Travel Demand Models and MOVES-Matrix (18-05363). 97th Annual Meeting of the Transportation Research Board (presentation only, full paper review, extended abstract in proceedings). Washington, DC. January 2018.
Liu, H., H. Li, M. Rodgers, R. Guensler (2018). Development of Road Grade Data using the USGS Digital Elevation Model (18-03535). 97th Annual Meeting of the Transportation Research Board (presentation only, full paper review, extended abstract in proceedings). Washington, DC. January 2018.
Xu, X., H. Li, H. Liu, M.O. Rodgers, and R. Guensler (2017). MOVES-Matrix for Start, Evaporative, and Extended Idle Emissions. Air and Waste Management Association, 110th Annual Meeting Proceedings (CD-ROM). June 2017.
Hunter, M., A. Biswas, B. Chilukuri, A. Guin, R. Fujimoto, R. Guensler, J. Laval, H. Liu, S. Neal, P Pecher, M. Rodgers (2016). Energy-Aware Dynamic Data-Driven Distributed Traffic Simulation for Energy and Emissions Reduction. Dynamic Data-Driven Application Systems Conference (100+ attendees). Hartford, CT. September 2016.
Guensler, R. H. Liu, X. Xu, Y. Xu, and M. Rodgers (2016). MOVES-Matrix: Setup, Implementation, and Application. 95th Annual Meeting of the Transportation Research Board. Washington, DC. January 2016.
Li, H., H. Liu, X. Xu, Y. Xu, and R. Guensler (2016). Benefits from Reducing Local Transit Service Deadheading: An Atlanta Case Study. 95th Annual Meeting of the Transportation Research Board. Washington, DC. January 2016.
Li, H., H. Liu, Y. Xu, M.O. Rodgers, R. Guensler (2015). Performance of Multiple Alternatives to Reduce Carbon Emissions for Transit Fleets: A Real-world Operations Perspective (CUE2015-80). CUE2015-Applied Energy Symposium and Summit 2015. Fuzhou, Fujian, China. November 15-17, 2015.
Liu, H., Y. Xu, M.O. Rodgers, C. Toth, and R. Guensler (2015). MOVES2014 Project-Level Sensitivity Analysis: Impacts of On-road Fleet Composition and Operation Aggregation on Emission Results. Air and Waste Management Association, 108th Annual Meeting Proceedings (CD-ROM). June 2015.
Liu, H., Y. Xu, M. Rodgers, R. Guensler (2015) Developing Vehicle Classification Inputs for Project-Level MOVES Analysis. 94th Annual Meeting of the Transportation Research Board, January 11-15, 2015, Washington D.C., USA. (ADC20 Committee的220篇论文peer review排名第一，被邀请至委员会作"Spotlight Presentation"演讲)
获奖情况：
美国佐治亚州智能交通 Wayne Shackelford 奖 2017
美国佐治亚州交通工程联盟奖 2016
美国TRB ADC20委员会2015年度最佳论文 2015
美国国家可持续交通研究中心2014年杰出学生奖 2014
上海市优秀毕业生（本科） 2010